import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn import metrics
import statsmodels.api as sm
import os
os.chdir('../Regression Problem') # set your directory in your local machine

os.getcwd()

'K:\\data\\DataSience\\data_sicence course\\ML\\farzad\\Regression Problem'

data = pd.read_csv('CS_04.csv')
data.shape

(322, 21)

data.columns

Index(['Unnamed: 0', 'AtBat', 'Hits', 'HmRun', 'Runs', 'RBI', 'Walks', 'Years',
       'CAtBat', 'CHits', 'CHmRun', 'CRuns', 'CRBI', 'CWalks', 'League',
       'Division', 'PutOuts', 'Assists', 'Errors', 'Salary', 'NewLeague'],
      dtype='object')

data.head()

	Unnamed: 0	AtBat	Hits	HmRun	Runs	RBI	Walks	Years	CAtBat	CHits	...	CRuns	CRBI	CWalks	League	Division	PutOuts	Assists	Errors	Salary	NewLeague
0	-Andy Allanson	293	66	1	30	29	14	1	293	66	...	30	29	14	A	E	446	33	20	NaN	A
1	-Alan Ashby	315	81	7	24	38	39	14	3449	835	...	321	414	375	N	W	632	43	10	475.0	N
2	-Alvin Davis	479	130	18	66	72	76	3	1624	457	...	224	266	263	A	W	880	82	14	480.0	A
3	-Andre Dawson	496	141	20	65	78	37	11	5628	1575	...	828	838	354	N	E	200	11	3	500.0	N
4	-Andres Galarraga	321	87	10	39	42	30	2	396	101	...	48	46	33	N	E	805	40	4	91.5	N

5 rows × 21 columns

data.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 322 entries, 0 to 321
Data columns (total 21 columns):
 #   Column      Non-Null Count  Dtype  
---  ------      --------------  -----  
 0   Unnamed: 0  322 non-null    object 
 1   AtBat       322 non-null    int64  
 2   Hits        322 non-null    int64  
 3   HmRun       322 non-null    int64  
 4   Runs        322 non-null    int64  
 5   RBI         322 non-null    int64  
 6   Walks       322 non-null    int64  
 7   Years       322 non-null    int64  
 8   CAtBat      322 non-null    int64  
 9   CHits       322 non-null    int64  
 10  CHmRun      322 non-null    int64  
 11  CRuns       322 non-null    int64  
 12  CRBI        322 non-null    int64  
 13  CWalks      322 non-null    int64  
 14  League      322 non-null    object 
 15  Division    322 non-null    object 
 16  PutOuts     322 non-null    int64  
 17  Assists     322 non-null    int64  
 18  Errors      322 non-null    int64  
 19  Salary      263 non-null    float64
 20  NewLeague   322 non-null    object 
dtypes: float64(1), int64(16), object(4)
memory usage: 53.0+ KB

data.isna().sum()

Unnamed: 0     0
AtBat          0
Hits           0
HmRun          0
Runs           0
RBI            0
Walks          0
Years          0
CAtBat         0
CHits          0
CHmRun         0
CRuns          0
CRBI           0
CWalks         0
League         0
Division       0
PutOuts        0
Assists        0
Errors         0
Salary        59
NewLeague      0
dtype: int64

data.drop(['Unnamed: 0'], axis = 1, inplace = True)
data.head()

	AtBat	Hits	HmRun	Runs	RBI	Walks	Years	CAtBat	CHits	CHmRun	CRuns	CRBI	CWalks	League	Division	PutOuts	Assists	Errors	Salary	NewLeague
0	293	66	1	30	29	14	1	293	66	1	30	29	14	A	E	446	33	20	NaN	A
1	315	81	7	24	38	39	14	3449	835	69	321	414	375	N	W	632	43	10	475.0	N
2	479	130	18	66	72	76	3	1624	457	63	224	266	263	A	W	880	82	14	480.0	A
3	496	141	20	65	78	37	11	5628	1575	225	828	838	354	N	E	200	11	3	500.0	N
4	321	87	10	39	42	30	2	396	101	12	48	46	33	N	E	805	40	4	91.5	N

data2 = data.dropna(subset = ['Salary'], axis = 0, inplace = False)
data2.shape

(263, 20)

data2.describe()

	AtBat	Hits	HmRun	Runs	RBI	Walks	Years	CAtBat	CHits	CHmRun	CRuns	CRBI	CWalks	PutOuts	Assists	Errors	Salary
count	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000	263.000000
mean	403.642586	107.828897	11.619772	54.745247	51.486692	41.114068	7.311787	2657.543726	722.186312	69.239544	361.220532	330.418251	260.266160	290.711027	118.760456	8.593156	535.925882
std	147.307209	45.125326	8.757108	25.539816	25.882714	21.718056	4.793616	2286.582929	648.199644	82.197581	331.198571	323.367668	264.055868	279.934575	145.080577	6.606574	451.118681
min	19.000000	1.000000	0.000000	0.000000	0.000000	0.000000	1.000000	19.000000	4.000000	0.000000	2.000000	3.000000	1.000000	0.000000	0.000000	0.000000	67.500000
25%	282.500000	71.500000	5.000000	33.500000	30.000000	23.000000	4.000000	842.500000	212.000000	15.000000	105.500000	95.000000	71.000000	113.500000	8.000000	3.000000	190.000000
50%	413.000000	103.000000	9.000000	52.000000	47.000000	37.000000	6.000000	1931.000000	516.000000	40.000000	250.000000	230.000000	174.000000	224.000000	45.000000	7.000000	425.000000
75%	526.000000	141.500000	18.000000	73.000000	71.000000	57.000000	10.000000	3890.500000	1054.000000	92.500000	497.500000	424.500000	328.500000	322.500000	192.000000	13.000000	750.000000
max	687.000000	238.000000	40.000000	130.000000	121.000000	105.000000	24.000000	14053.000000	4256.000000	548.000000	2165.000000	1659.000000	1566.000000	1377.000000	492.000000	32.000000	2460.000000

Histogram Plot for All Features

data2.columns

Index(['AtBat', 'Hits', 'HmRun', 'Runs', 'RBI', 'Walks', 'Years', 'CAtBat',
       'CHits', 'CHmRun', 'CRuns', 'CRBI', 'CWalks', 'League', 'Division',
       'PutOuts', 'Assists', 'Errors', 'Salary', 'NewLeague'],
      dtype='object')

var_ind = list(range(13)) + list(range(15, 19))
len(var_ind)

17

var_ind

[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 16, 17, 18]

data2.iloc[:, var_ind].info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 263 entries, 1 to 321
Data columns (total 17 columns):
 #   Column   Non-Null Count  Dtype  
---  ------   --------------  -----  
 0   AtBat    263 non-null    int64  
 1   Hits     263 non-null    int64  
 2   HmRun    263 non-null    int64  
 3   Runs     263 non-null    int64  
 4   RBI      263 non-null    int64  
 5   Walks    263 non-null    int64  
 6   Years    263 non-null    int64  
 7   CAtBat   263 non-null    int64  
 8   CHits    263 non-null    int64  
 9   CHmRun   263 non-null    int64  
 10  CRuns    263 non-null    int64  
 11  CRBI     263 non-null    int64  
 12  CWalks   263 non-null    int64  
 13  PutOuts  263 non-null    int64  
 14  Assists  263 non-null    int64  
 15  Errors   263 non-null    int64  
 16  Salary   263 non-null    float64
dtypes: float64(1), int64(16)
memory usage: 37.0 KB

plot = plt.figure(figsize = (12, 6))
plot.subplots_adjust(hspace = 0.5, wspace = 0.5)
for i in range(1, 18):
    a = plot.add_subplot(3, 6, i)
    a.hist(data2.iloc[:, var_ind[i - 1]], alpha = 0.7)
    a.title.set_text(data2.columns[var_ind[i - 1]])

# Box Plot of Salary
plt.boxplot(data2.Salary, showmeans = True)
plt.title('Boxplot of Salary')

Text(0.5, 1.0, 'Boxplot of Salary')

cor_table = round(data2.iloc[:, var_ind].corr(method = 'pearson'), 2)
cor_table

	AtBat	Hits	HmRun	Runs	RBI	Walks	Years	CAtBat	CHits	CHmRun	CRuns	CRBI	CWalks	PutOuts	Assists	Errors	Salary
AtBat	1.00	0.96	0.56	0.90	0.80	0.62	0.01	0.21	0.23	0.21	0.24	0.22	0.13	0.31	0.34	0.33	0.39
Hits	0.96	1.00	0.53	0.91	0.79	0.59	0.02	0.21	0.24	0.19	0.24	0.22	0.12	0.30	0.30	0.28	0.44
HmRun	0.56	0.53	1.00	0.63	0.85	0.44	0.11	0.22	0.22	0.49	0.26	0.35	0.23	0.25	-0.16	-0.01	0.34
Runs	0.90	0.91	0.63	1.00	0.78	0.70	-0.01	0.17	0.19	0.23	0.24	0.20	0.16	0.27	0.18	0.19	0.42
RBI	0.80	0.79	0.85	0.78	1.00	0.57	0.13	0.28	0.29	0.44	0.31	0.39	0.23	0.31	0.06	0.15	0.45
Walks	0.62	0.59	0.44	0.70	0.57	1.00	0.13	0.27	0.27	0.35	0.33	0.31	0.43	0.28	0.10	0.08	0.44
Years	0.01	0.02	0.11	-0.01	0.13	0.13	1.00	0.92	0.90	0.72	0.88	0.86	0.84	-0.02	-0.09	-0.16	0.40
CAtBat	0.21	0.21	0.22	0.17	0.28	0.27	0.92	1.00	1.00	0.80	0.98	0.95	0.91	0.05	-0.01	-0.07	0.53
CHits	0.23	0.24	0.22	0.19	0.29	0.27	0.90	1.00	1.00	0.79	0.98	0.95	0.89	0.07	-0.01	-0.07	0.55
CHmRun	0.21	0.19	0.49	0.23	0.44	0.35	0.72	0.80	0.79	1.00	0.83	0.93	0.81	0.09	-0.19	-0.17	0.52
CRuns	0.24	0.24	0.26	0.24	0.31	0.33	0.88	0.98	0.98	0.83	1.00	0.95	0.93	0.06	-0.04	-0.09	0.56
CRBI	0.22	0.22	0.35	0.20	0.39	0.31	0.86	0.95	0.95	0.93	0.95	1.00	0.89	0.10	-0.10	-0.12	0.57
CWalks	0.13	0.12	0.23	0.16	0.23	0.43	0.84	0.91	0.89	0.81	0.93	0.89	1.00	0.06	-0.07	-0.13	0.49
PutOuts	0.31	0.30	0.25	0.27	0.31	0.28	-0.02	0.05	0.07	0.09	0.06	0.10	0.06	1.00	-0.04	0.08	0.30
Assists	0.34	0.30	-0.16	0.18	0.06	0.10	-0.09	-0.01	-0.01	-0.19	-0.04	-0.10	-0.07	-0.04	1.00	0.70	0.03
Errors	0.33	0.28	-0.01	0.19	0.15	0.08	-0.16	-0.07	-0.07	-0.17	-0.09	-0.12	-0.13	0.08	0.70	1.00	-0.01
Salary	0.39	0.44	0.34	0.42	0.45	0.44	0.40	0.53	0.55	0.52	0.56	0.57	0.49	0.30	0.03	-0.01	1.00

plt.figure(figsize = (12, 8))
sns.heatmap(cor_table, annot = True)

<matplotlib.axes._subplots.AxesSubplot at 0x23537bcf148>

Scatter Plot Between Target Value and Features

#Scatter Plot
var_ind = list(range(13)) + list(range(15, 18))
plot = plt.figure(figsize = (12, 12))
plot.subplots_adjust(hspace = 0.8, wspace = 0.5)
for i in range(1, 17):
    a = plot.add_subplot(4, 4, i)
    a.scatter(x = data2.iloc[: , var_ind[i - 1]], y = data2.iloc[: , 18], alpha = 0.5)
    a.title.set_text('Salary vs. ' + data2.columns[var_ind[i - 1]])

targ_x = 'Errors'
targ_y = 'Salary'
print(f'{data2[targ_x].count()} == {data2[targ_x].size} if these numbers are not equal then we have missing value')
print('------------------------------------')
print(f'The min of {targ_x} is: {data2[targ_x].min()}')
print('------------------------------------')
print(f'The max of {targ_x} is: {data2[targ_x].max()}')
print('------------------------------------')
print(f'The quantile of {targ_x} is:\n{data2[targ_x].quantile(q = [.1, .25, .5, .75, .9, .95])}')
print('------------------------------------')
print(f'The mean of {targ_x} is: {data2[targ_x].mean()}')


plt.figure(figsize=(15, 10), dpi = 200)
plt.subplots_adjust(hspace = 0.5, wspace = 0.5)


plt.subplot(221)
sns.boxplot(x = data2[targ_x]);
plt.title(f'boxplot of {targ_x}')

plt.subplot(222)
sns.distplot(data2[targ_x], kde = False);
plt.title(f'Histogram of {targ_x}')


plt.subplot(223)
plt.scatter(x = data2[targ_x], y = data2[targ_y], alpha = 0.5);
plt.title(f'{targ_y} vs {targ_x}')
plt.xlabel(targ_x)
plt.ylabel(targ_y)
plt.subplots_adjust(hspace = 0.5, wspace = 0.5)



plt.subplot(224)
plt.scatter(x = data2[targ_x], y = data2[targ_y]);
plt.title(f'{targ_y} vs log({targ_x})')
plt.xlabel(targ_x)
plt.ylabel(targ_y)
plt.subplots_adjust(hspace = 0.5, wspace = 0.5)

263 == 263 if these numbers are not equal then we have missing value
------------------------------------
The min of Errors is: 0
------------------------------------
The max of Errors is: 32
------------------------------------
The quantile of Errors is:
0.10     2.0
0.25     3.0
0.50     7.0
0.75    13.0
0.90    18.0
0.95    21.9
Name: Errors, dtype: float64
------------------------------------
The mean of Errors is: 8.593155893536121

Categorical Variables

data2['League'].value_counts()

A    139
N    124
Name: League, dtype: int64

data2['Division'].value_counts()

W    134
E    129
Name: Division, dtype: int64

data2['NewLeague'].value_counts()

A    141
N    122
Name: NewLeague, dtype: int64

Data Preparation

from sklearn.model_selection import train_test_split
train, test = train_test_split(data2, test_size = 0.2, random_state = 1234)
print(f'The Shape of train is: {train.shape}')
print(f'The Shape of test is: {test.shape}')

The Shape of train is: (210, 20)
The Shape of test is: (53, 20)

train.describe()

	AtBat	Hits	HmRun	Runs	RBI	Walks	Years	CAtBat	CHits	CHmRun	CRuns	CRBI	CWalks	PutOuts	Assists	Errors	Salary
count	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000	210.000000
mean	409.009524	109.923810	11.880952	55.871429	52.290476	41.838095	7.409524	2658.804762	721.333333	70.361905	360.742857	331.709524	259.609524	292.023810	111.880952	8.228571	562.288433
std	148.097730	46.149683	8.872306	25.833802	26.641091	21.846408	4.624038	2126.724958	596.666853	83.085605	307.176493	315.682880	251.547022	275.904453	143.031332	6.307521	466.852811
min	20.000000	1.000000	0.000000	0.000000	0.000000	0.000000	1.000000	41.000000	9.000000	0.000000	6.000000	7.000000	4.000000	0.000000	0.000000	0.000000	68.000000
25%	283.000000	73.000000	5.000000	34.000000	30.000000	24.000000	4.000000	928.250000	230.250000	15.000000	116.250000	99.250000	76.500000	110.250000	7.000000	3.000000	210.000000
50%	417.000000	105.500000	9.000000	53.500000	47.000000	37.500000	6.000000	2035.500000	546.500000	40.000000	278.500000	251.500000	179.500000	226.000000	41.500000	6.000000	450.000000
75%	528.750000	144.750000	18.000000	76.000000	73.000000	57.000000	11.000000	3900.250000	1058.000000	92.750000	493.500000	419.750000	318.500000	318.500000	172.250000	12.750000	761.250000
max	687.000000	238.000000	40.000000	130.000000	121.000000	105.000000	20.000000	9528.000000	2583.000000	548.000000	1509.000000	1659.000000	1380.000000	1377.000000	492.000000	29.000000	2460.000000

test.describe()

	AtBat	Hits	HmRun	Runs	RBI	Walks	Years	CAtBat	CHits	CHmRun	CRuns	CRBI	CWalks	PutOuts	Assists	Errors	Salary
count	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000	53.000000
mean	382.377358	99.528302	10.584906	50.283019	48.301887	38.245283	6.924528	2652.547170	725.566038	64.792453	363.113208	325.301887	262.867925	285.509434	146.018868	10.037736	431.470491
std	143.530113	40.146177	8.284448	24.056326	22.577716	21.160473	5.445001	2857.368387	828.292045	79.190947	416.452493	355.362414	311.416370	298.059211	151.253797	7.572629	368.025230
min	19.000000	4.000000	0.000000	2.000000	3.000000	1.000000	1.000000	19.000000	4.000000	0.000000	2.000000	3.000000	1.000000	0.000000	0.000000	0.000000	67.500000
25%	278.000000	70.000000	3.000000	32.000000	32.000000	22.000000	3.000000	682.000000	170.000000	16.000000	93.000000	80.000000	50.000000	117.000000	9.000000	4.000000	155.000000
50%	360.000000	103.000000	9.000000	48.000000	47.000000	34.000000	5.000000	1399.000000	357.000000	36.000000	168.000000	154.000000	128.000000	203.000000	80.000000	8.000000	297.500000
75%	511.000000	138.000000	17.000000	68.000000	60.000000	56.000000	10.000000	3828.000000	970.000000	90.000000	575.000000	458.000000	359.000000	325.000000	269.000000	16.000000	670.000000
max	584.000000	163.000000	33.000000	107.000000	104.000000	83.000000	24.000000	14053.000000	4256.000000	384.000000	2165.000000	1314.000000	1566.000000	1320.000000	465.000000	32.000000	1861.460000

final_dataset_train = pd.get_dummies(train,drop_first=True)
final_dataset_train.head()

	AtBat	Hits	HmRun	Runs	RBI	Walks	Years	CAtBat	CHits	CHmRun	CRuns	CRBI	CWalks	PutOuts	Assists	Errors	Salary	League_N	Division_W	NewLeague_N
98	415	115	27	97	71	68	3	711	184	45	156	119	99	274	2	7	300.0	1	1	1
206	407	93	8	47	30	30	2	969	230	14	121	69	68	172	317	25	150.0	1	1	1
54	403	101	12	45	53	39	12	5150	1429	166	747	666	526	316	6	5	675.0	0	0	0
177	441	118	28	84	86	68	8	2723	750	126	433	420	309	190	2	2	1300.0	0	0	0
27	474	129	10	50	56	40	10	2331	604	61	246	327	166	732	83	13	750.0	1	1	1

X_train = final_dataset_train.iloc[:, list(range(0,16)) + list(range(17, 20))]
y_train = final_dataset_train.iloc[:, 16]

X_train = sm.add_constant(X_train)

y_train

98      300.0
206     150.0
54      675.0
177    1300.0
27      750.0
        ...  
183     125.0
192     525.0
256     400.0
72      850.0
263     740.0
Name: Salary, Length: 210, dtype: float64

final_dataset_test = pd.get_dummies(test, drop_first=True)
final_dataset_test.head()

	AtBat	Hits	HmRun	Runs	RBI	Walks	Years	CAtBat	CHits	CHmRun	CRuns	CRBI	CWalks	PutOuts	Assists	Errors	Salary	League_N	Division_W	NewLeague_N
295	19	4	1	2	3	1	1	19	4	1	2	3	1	692	70	8	920.0	1	1	0
132	278	70	7	22	37	18	18	7186	2081	190	935	1088	643	0	0	0	325.0	0	1	0
137	343	103	6	48	36	40	15	4338	1193	70	581	421	325	211	56	13	430.0	0	0	0
268	549	149	7	73	47	42	1	549	149	7	73	47	42	255	450	17	140.0	1	1	1
239	309	72	0	33	31	26	5	354	82	0	41	32	26	117	269	12	130.0	1	0	1

X_test = final_dataset_test.iloc[:, list(range(0,16)) + list(range(17, 20))]
y_test = final_dataset_test.iloc[:, 16]

X_test = sm.add_constant(X_test)

y_test

295     920.000
132     325.000
137     430.000
268     140.000
239     130.000
128     662.500
189    1183.333
209     550.000
276     155.000
236     750.000
227     200.000
320     960.000
215     175.000
178    1000.000
121     200.000
265     140.000
45      305.000
274     200.000
40       67.500
244     215.000
198     145.000
303     425.000
7       100.000
78      325.000
96     1861.460
68      105.000
223     240.000
35      850.000
93      145.000
130     750.000
311     525.000
6        70.000
131     297.500
63      225.000
205      90.000
89      475.000
293     925.000
314     120.000
8        75.000
10      517.143
88      260.000
85      600.000
124     737.500
185     725.000
262     191.000
43      180.000
162      75.000
214     670.000
301     160.000
70      320.000
226     175.000
271    1000.000
195     800.000
Name: Salary, dtype: float64

Bulid Models

Model1: Linear Regression

import statsmodels.api as sm
model1 = sm.OLS(y_train, X_train).fit()
model1.summary()

OLS Regression Results

Dep. Variable:	Salary	R-squared:	0.551
Model:	OLS	Adj. R-squared:	0.506
Method:	Least Squares	F-statistic:	12.28
Date:	Fri, 28 May 2021	Prob (F-statistic):	4.97e-24
Time:	13:50:50	Log-Likelihood:	-1504.0
No. Observations:	210	AIC:	3048.
Df Residuals:	190	BIC:	3115.
Df Model:	19
Covariance Type:	nonrobust

	coef	std err	t	P>|t|	[0.025	0.975]
const	184.2280	107.371	1.716	0.088	-27.565	396.021
AtBat	-1.7540	0.751	-2.336	0.021	-3.235	-0.273
Hits	6.5979	2.885	2.287	0.023	0.907	12.289
HmRun	7.3090	7.597	0.962	0.337	-7.675	22.293
Runs	-2.7338	3.582	-0.763	0.446	-9.799	4.332
RBI	-1.3503	3.172	-0.426	0.671	-7.608	4.908
Walks	5.4445	2.263	2.406	0.017	0.981	9.908
Years	-6.5675	14.116	-0.465	0.642	-34.412	21.277
CAtBat	-0.2467	0.172	-1.433	0.154	-0.586	0.093
CHits	0.5802	0.895	0.648	0.518	-1.185	2.346
CHmRun	0.0299	2.025	0.015	0.988	-3.965	4.025
CRuns	1.4403	0.886	1.625	0.106	-0.308	3.189
CRBI	0.3874	0.911	0.425	0.671	-1.409	2.184
CWalks	-0.6119	0.410	-1.491	0.137	-1.421	0.197
PutOuts	0.2961	0.094	3.141	0.002	0.110	0.482
Assists	0.2956	0.249	1.187	0.237	-0.195	0.787
Errors	0.7347	5.199	0.141	0.888	-9.520	10.990
League_N	5.0153	97.960	0.051	0.959	-188.214	198.245
Division_W	-134.5539	47.964	-2.805	0.006	-229.164	-39.944
NewLeague_N	36.0810	98.757	0.365	0.715	-158.719	230.881

Omnibus:	71.108	Durbin-Watson:	1.950
Prob(Omnibus):	0.000	Jarque-Bera (JB):	366.871
Skew:	1.201	Prob(JB):	2.16e-80
Kurtosis:	9.013	Cond. No.	2.17e+04

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 2.17e+04. This might indicate that there are
strong multicollinearity or other numerical problems.

#Check Assumptions of Regression
#Normality of residuals

#Plot histogram of residuals
sns.distplot(model1.resid, hist = True, 
             kde = True, color = 'green',
             bins = np.linspace(min(model1.resid), max(model1.resid), 30))

<matplotlib.axes._subplots.AxesSubplot at 0x23538340cc8>

#QQ-plot
qqplot_model1 = sm.qqplot(model1.resid, line = 's')
plt.show()

#Residuals vs. Fitted Values
sns.regplot(x = model1.fittedvalues, y = model1.resid, lowess = True, 
                       scatter_kws = {"color": "black"}, line_kws = {"color": "red"})
plt.xlabel('Fitted Values', fontsize = 12)
plt.ylabel('Residuals', fontsize = 12)
plt.title('Residuals vs. Fitted Values', fontsize = 12)
plt.grid()

#Check Cook's distance
sum(model1.get_influence().summary_frame().cooks_d > 1)

0

#Check Multicollinearity
#Import library for VIF
from statsmodels.stats.outliers_influence import variance_inflation_factor
def calc_vif(X):
    # Calculating VIF
    vif = pd.DataFrame()
    vif["variables"] = X.columns
    vif["VIF"] = [variance_inflation_factor(X.values, i) for i in range(X.shape[1])]
    return(vif)

calc_vif(X_train.iloc[:, 1:])
#If VIF > 10 then multicollinearity is high

	variables	VIF
0	AtBat	184.789083
1	Hits	228.168969
2	HmRun	24.624973
3	Runs	94.783224
4	RBI	67.555583
5	Walks	22.239021
6	Years	19.479370
7	CAtBat	661.537532
8	CHits	1367.185526
9	CHmRun	94.537823
10	CRuns	343.366050
11	CRBI	338.173807
12	CWalks	42.705439
13	PutOuts	2.791098
14	Assists	3.884531
15	Errors	5.490002
16	League_N	8.454530
17	Division_W	2.211985
18	NewLeague_N	8.518855

y_pred_model1 = model1.predict(X_test)
abs_err_model1 = np.abs(y_pred_model1 - y_test)

#Absolute error mean, median, sd, IQR, max, min
from scipy.stats import iqr
model_comp = pd.DataFrame({'Mean of AbsErrors':    abs_err_model1.mean(),
                           'Median of AbsErrors' : abs_err_model1.median(),
                           'SD of AbsErrors' :     abs_err_model1.std(),
                           'IQR of AbsErrors':     iqr(abs_err_model1),
                           'Min of AbsErrors':     abs_err_model1.min(),
                           'Max of AbsErrors':     abs_err_model1.max()}, index = ['Model1: Linear-Ragression'])
model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.57417	198.785517	216.725217	3.569232	1047.957143

y_pred = y_pred_model1
y_test = y_test
model = 'model1_ClassicalRegression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model1))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model1))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model1)))

MAE: 223.14895772642777
MSE: 88565.56020433208
RMSE: 297.5996643216052

from scipy.stats import boxcox
box_results = boxcox(y_train, alpha = 0.05)
box_results

(array([ 8.68767642,  7.23164837, 10.57834815, 12.26939869, 10.83994871,
         6.62404411,  7.71258662,  8.68767642, 10.83994871,  8.96581785,
        11.22963399, 12.37152681,  9.42809521, 11.68471715, 11.22963399,
        10.2903865 , 11.07990572, 10.01452882,  6.24460125,  9.33424139,
        12.18523005,  8.49713804,  9.18694201,  9.85379764, 12.05455555,
         6.19217269,  8.29104472,  8.97678487,  9.12564319,  8.58783864,
        10.69755487, 12.26939869,  9.33424139, 13.38038527,  6.62404411,
        14.01171784, 10.66821468, 10.38965872, 11.15571849, 11.30175192,
         9.60648041,  7.84493411,  6.44250966,  7.42366699, 10.08065305,
         8.4167188 ,  7.92100039, 12.83795386,  5.73192967, 10.66821468,
         9.99213228, 11.57398419, 10.34045899, 10.91673547, 12.26939869,
         6.44250966, 11.44095555,  9.60648041, 13.35909851, 11.22963399,
         9.60648041, 13.4314587 ,  9.03092529,  9.7940383 , 10.92754387,
        10.79796189,  6.24460125, 10.44759156, 11.82369329,  9.03092529,
         8.29104472,  6.34580001,  8.15869764,  9.47381214, 10.2083691 ,
         8.26947055,  5.90887785,  7.23164837,  9.24684836, 10.01452882,
        11.0490254 ,  7.92100039,  8.49713804, 11.99844039, 11.41362834,
        10.80640804,  8.68767642, 10.12387788,  7.54348268,  6.17083928,
        11.68053376,  7.81903891,  9.50893969,  8.51684866, 12.56636821,
        11.30175192,  5.78403001, 10.08065305,  6.53513949, 10.38965872,
         9.75754601, 10.18748446,  8.87639431,  6.44250966,  6.44250966,
        10.88954435, 10.66821468, 10.92214468, 10.93830915, 10.78382886,
        11.44095555,  6.02674989,  9.73294395, 12.13686831,  9.85379764,
        13.32103433,  8.06636227, 10.83994871, 11.3952698 ,  7.02231014,
         7.54348268,  9.24684836, 10.83994871,  8.68767642,  9.91228345,
         8.29104472, 10.66821468,  7.65753831,  9.85379764,  9.60648041,
         7.76640072, 10.40910151,  5.78403001,  8.29104472,  7.361395  ,
         6.39468899, 11.30175192,  6.70953284,  7.42366699,  8.11296232,
        13.64505006,  7.2974233 , 10.83994871,  5.78403001, 10.83994871,
        10.27010554,  9.41885521,  7.02231014,  6.24460125,  7.97042109,
         9.11009262,  5.90887785,  8.49713804,  9.33424139,  9.73294395,
        10.2903865 ,  9.12564319,  8.20360216, 10.66821468, 12.65948133,
        10.23940707,  6.7918772 , 11.94128703,  9.60648041, 12.95725001,
        10.92214468,  7.71258662,  6.44250966, 11.15571849,  8.29104472,
         8.68767642, 12.29009183, 10.2903865 ,  9.85379764,  6.27545912,
         8.24770782,  9.80609493,  7.2974233 , 13.16780716,  8.97678487,
        11.70140085, 10.48556693,  7.97042109, 11.22963399, 14.06912423,
         5.90887785,  7.09422321,  8.29104472,  9.47381214,  5.78403001,
        12.09872706,  6.24460125, 11.59559513,  8.51684866,  7.50817102,
         6.62404411,  6.62404411, 10.51185131, 10.80640804,  9.44647459,
         7.05134634,  6.24460125, 10.96238926,  9.03092529, 11.00208722,
         6.8713169 ,  9.96955296,  9.33424139, 11.15571849, 10.80640804]),
 0.13847533404638804,
 (-0.01298332655171587, 0.28931544347094323))

logy_train = np.log(y_train)

import statsmodels.api as sm
model1_box = sm.OLS(logy_train, X_train).fit()
model1_box.summary()

OLS Regression Results

Dep. Variable:	Salary	R-squared:	0.569
Model:	OLS	Adj. R-squared:	0.526
Method:	Least Squares	F-statistic:	13.22
Date:	Fri, 28 May 2021	Prob (F-statistic):	1.28e-25
Time:	13:51:00	Log-Likelihood:	-184.45
No. Observations:	210	AIC:	408.9
Df Residuals:	190	BIC:	475.8
Df Model:	19
Covariance Type:	nonrobust

	coef	std err	t	P>|t|	[0.025	0.975]
const	4.6187	0.200	23.047	0.000	4.223	5.014
AtBat	-0.0023	0.001	-1.658	0.099	-0.005	0.000
Hits	0.0128	0.005	2.373	0.019	0.002	0.023
HmRun	0.0191	0.014	1.348	0.179	-0.009	0.047
Runs	-0.0045	0.007	-0.671	0.503	-0.018	0.009
RBI	-0.0036	0.006	-0.612	0.541	-0.015	0.008
Walks	0.0099	0.004	2.349	0.020	0.002	0.018
Years	0.0535	0.026	2.030	0.044	0.002	0.105
CAtBat	6.129e-05	0.000	0.191	0.849	-0.001	0.001
CHits	-0.0003	0.002	-0.171	0.864	-0.004	0.003
CHmRun	-0.0009	0.004	-0.243	0.808	-0.008	0.007
CRuns	0.0018	0.002	1.105	0.271	-0.001	0.005
CRBI	9.632e-05	0.002	0.057	0.955	-0.003	0.003
CWalks	-0.0012	0.001	-1.529	0.128	-0.003	0.000
PutOuts	0.0003	0.000	1.489	0.138	-8.5e-05	0.001
Assists	0.0004	0.000	0.907	0.366	-0.000	0.001
Errors	-0.0048	0.010	-0.496	0.621	-0.024	0.014
League_N	0.1897	0.183	1.038	0.301	-0.171	0.550
Division_W	-0.2023	0.090	-2.260	0.025	-0.379	-0.026
NewLeague_N	-0.0796	0.184	-0.432	0.666	-0.443	0.284

Omnibus:	12.886	Durbin-Watson:	2.000
Prob(Omnibus):	0.002	Jarque-Bera (JB):	32.178
Skew:	0.099	Prob(JB):	1.03e-07
Kurtosis:	4.907	Cond. No.	2.17e+04

Warnings:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 2.17e+04. This might indicate that there are
strong multicollinearity or other numerical problems.

X_train.drop('const', axis = 1, inplace = True)
X_test.drop('const', axis = 1, inplace = True)

Model2: Ridge Regression

from sklearn.linear_model import Ridge, RidgeCV

lambda_grid = 10 ** np.linspace(2, -5, num = 100)
lambda_grid

array([1.00000000e+02, 8.49753436e+01, 7.22080902e+01, 6.13590727e+01,
       5.21400829e+01, 4.43062146e+01, 3.76493581e+01, 3.19926714e+01,
       2.71858824e+01, 2.31012970e+01, 1.96304065e+01, 1.66810054e+01,
       1.41747416e+01, 1.20450354e+01, 1.02353102e+01, 8.69749003e+00,
       7.39072203e+00, 6.28029144e+00, 5.33669923e+00, 4.53487851e+00,
       3.85352859e+00, 3.27454916e+00, 2.78255940e+00, 2.36448941e+00,
       2.00923300e+00, 1.70735265e+00, 1.45082878e+00, 1.23284674e+00,
       1.04761575e+00, 8.90215085e-01, 7.56463328e-01, 6.42807312e-01,
       5.46227722e-01, 4.64158883e-01, 3.94420606e-01, 3.35160265e-01,
       2.84803587e-01, 2.42012826e-01, 2.05651231e-01, 1.74752840e-01,
       1.48496826e-01, 1.26185688e-01, 1.07226722e-01, 9.11162756e-02,
       7.74263683e-02, 6.57933225e-02, 5.59081018e-02, 4.75081016e-02,
       4.03701726e-02, 3.43046929e-02, 2.91505306e-02, 2.47707636e-02,
       2.10490414e-02, 1.78864953e-02, 1.51991108e-02, 1.29154967e-02,
       1.09749877e-02, 9.32603347e-03, 7.92482898e-03, 6.73415066e-03,
       5.72236766e-03, 4.86260158e-03, 4.13201240e-03, 3.51119173e-03,
       2.98364724e-03, 2.53536449e-03, 2.15443469e-03, 1.83073828e-03,
       1.55567614e-03, 1.32194115e-03, 1.12332403e-03, 9.54548457e-04,
       8.11130831e-04, 6.89261210e-04, 5.85702082e-04, 4.97702356e-04,
       4.22924287e-04, 3.59381366e-04, 3.05385551e-04, 2.59502421e-04,
       2.20513074e-04, 1.87381742e-04, 1.59228279e-04, 1.35304777e-04,
       1.14975700e-04, 9.77009957e-05, 8.30217568e-05, 7.05480231e-05,
       5.99484250e-05, 5.09413801e-05, 4.32876128e-05, 3.67837977e-05,
       3.12571585e-05, 2.65608778e-05, 2.25701972e-05, 1.91791026e-05,
       1.62975083e-05, 1.38488637e-05, 1.17681195e-05, 1.00000000e-05])

lambda_grid = np.linspace(.2, .36, num = 100)
lambda_grid

array([0.2       , 0.20161616, 0.20323232, 0.20484848, 0.20646465,
       0.20808081, 0.20969697, 0.21131313, 0.21292929, 0.21454545,
       0.21616162, 0.21777778, 0.21939394, 0.2210101 , 0.22262626,
       0.22424242, 0.22585859, 0.22747475, 0.22909091, 0.23070707,
       0.23232323, 0.23393939, 0.23555556, 0.23717172, 0.23878788,
       0.24040404, 0.2420202 , 0.24363636, 0.24525253, 0.24686869,
       0.24848485, 0.25010101, 0.25171717, 0.25333333, 0.25494949,
       0.25656566, 0.25818182, 0.25979798, 0.26141414, 0.2630303 ,
       0.26464646, 0.26626263, 0.26787879, 0.26949495, 0.27111111,
       0.27272727, 0.27434343, 0.2759596 , 0.27757576, 0.27919192,
       0.28080808, 0.28242424, 0.2840404 , 0.28565657, 0.28727273,
       0.28888889, 0.29050505, 0.29212121, 0.29373737, 0.29535354,
       0.2969697 , 0.29858586, 0.30020202, 0.30181818, 0.30343434,
       0.30505051, 0.30666667, 0.30828283, 0.30989899, 0.31151515,
       0.31313131, 0.31474747, 0.31636364, 0.3179798 , 0.31959596,
       0.32121212, 0.32282828, 0.32444444, 0.32606061, 0.32767677,
       0.32929293, 0.33090909, 0.33252525, 0.33414141, 0.33575758,
       0.33737374, 0.3389899 , 0.34060606, 0.34222222, 0.34383838,
       0.34545455, 0.34707071, 0.34868687, 0.35030303, 0.35191919,
       0.35353535, 0.35515152, 0.35676768, 0.35838384, 0.36      ])

ridge_cv = RidgeCV(alphas = lambda_grid, cv = 10, normalize = True)
ridge_cv.fit(X_train, logy_train)
ridge_cv.alpha_

0.33414141414141413

model2 = Ridge(normalize = True, alpha = ridge_cv.alpha_)
model2.fit(X_train, logy_train)
y_pred_model2 = model2.predict(X_test)
y_pred_model2 = np.exp(y_pred_model2)
abs_err_model2 = np.abs(y_pred_model2 - y_test)

sns.distplot(y_test - y_pred_model2)

<matplotlib.axes._subplots.AxesSubplot at 0x23539141508>

plt.scatter(y_test , y_pred_model2)

<matplotlib.collections.PathCollection at 0x2353914b508>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model2))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model2))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model2)))

MAE: 226.44167398010137
MSE: 135811.2350773115
RMSE: 368.5257590417683

from sklearn.metrics import r2_score

y_pred = y_pred_model2
y_test = y_test
model = 'model 2 Ridge Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model2.mean(),
                                             'Median of AbsErrors' : abs_err_model2.median(),
                                             'SD of AbsErrors' :     abs_err_model2.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model2),
                                             'Min of AbsErrors':     abs_err_model2.min(),
                                             'Max of AbsErrors':     abs_err_model2.max()}, index = ['Model2: Ridge Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.57417	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.02955	293.532084	136.707544	7.679097	1897.768941

Model3: Lasso Regression

from sklearn.linear_model import Lasso, LassoCV

lambda_grid = 10 ** np.linspace(2, -5, num = 100)

lambda_grid =  np.linspace(0.0001, 0.01, num = 100)

#K-fold Cross Validation to Choose the Best Model
lassocv = LassoCV(alphas = lambda_grid, cv = 10, normalize = True)
lassocv.fit(X_train, logy_train)
lassocv.alpha_

0.0015

model3 = Lasso(alpha = lassocv.alpha_, normalize = True)
model3.fit(X_train, logy_train)
y_pred_model3 = model3.predict(X_test)
y_pred_model3 = np.exp(y_pred_model3)
abs_err_model3 = np.abs(y_pred_model3 - y_test)

sns.distplot(y_test - y_pred_model3)

<matplotlib.axes._subplots.AxesSubplot at 0x2353921fe88>

plt.scatter(y_test , y_pred_model3)

<matplotlib.collections.PathCollection at 0x235392b5948>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model3))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model3))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model3)))

MAE: 294.6218817951447
MSE: 198245.4630943862
RMSE: 445.24764243551726

from sklearn.metrics import r2_score

y_pred = y_pred_model3
y_test = y_test
model = 'model 3 Lasso Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model3.mean(),
                                             'Median of AbsErrors' : abs_err_model3.median(),
                                             'SD of AbsErrors' :     abs_err_model3.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model3),
                                             'Min of AbsErrors':     abs_err_model3.min(),
                                             'Max of AbsErrors':     abs_err_model3.max()}, index = ['Model3: Lasso Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147

Model4: KNN

from sklearn.neighbors import KNeighborsRegressor
model4 = KNeighborsRegressor(n_neighbors = 2, metric = 'minkowski', p = 2)
model4.fit(X_train, logy_train)
y_pred_model4 = model4.predict(X_test)
y_pred_model4 = np.exp(y_pred_model4)
abs_err_model4 = np.abs(y_pred_model4 - y_test)

sns.distplot(y_test - y_pred_model4)

<matplotlib.axes._subplots.AxesSubplot at 0x2353f134e48>

plt.scatter(y_test , y_pred_model4)

<matplotlib.collections.PathCollection at 0x2353f1ffa88>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model4))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model4))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model4)))

MAE: 160.4074775800345
MSE: 61439.30636882631
RMSE: 247.8695349752089

from sklearn.metrics import r2_score

y_pred = y_pred_model4
y_test = y_test
model = 'model4 KNN Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model4.mean(),
                                             'Median of AbsErrors' : abs_err_model4.median(),
                                             'SD of AbsErrors' :     abs_err_model4.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model4),
                                             'Min of AbsErrors':     abs_err_model4.min(),
                                             'Max of AbsErrors':     abs_err_model4.max()}, index = ['Model4: KNN Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147
Model4: KNN Regression	160.407478	81.167175	190.775927	226.393202	2.543116	837.841616

from sklearn.model_selection import cross_val_score
n_neighbors = np.arange(1, 20)
cv = 4
cvscores = np.empty((len(n_neighbors), 2))
counter = -1
for k in n_neighbors:
    counter += 1
    knn = KNeighborsRegressor(n_neighbors = k, metric = 'minkowski', p = 2)
    cvscores[counter, :] = np.array([k, np.mean(cross_val_score(knn, X_train, y_train, cv = cv))])
    
cvscores[np.argmax(cvscores[:, 1]), :]

array([3.        , 0.40149674])

Model5: Decision Tree

from sklearn.tree import DecisionTreeRegressor
model5 = DecisionTreeRegressor(max_depth = 15, min_samples_leaf = 13, ccp_alpha = 0.0001)
model5.fit(X_train, logy_train)
y_pred_model5 = model5.predict(X_test)
y_pred_model5 = np.exp(y_pred_model5)
abs_err_model5 = np.abs(y_pred_model5 - y_test)

from sklearn.model_selection import RandomizedSearchCV

max_depth = [int(x) for x in np.linspace(1, 20, num = 15)]
min_samples_leaf = np.arange(15)
ccp_alpha = [0.001, 0.01, 0.1, 0.0001]
objective = ['reg:squarederror']

random_grid = {'max_depth': max_depth, 
               'min_samples_leaf': min_samples_leaf, 
               'ccp_alpha': ccp_alpha}

decision = RandomizedSearchCV(estimator = model5, param_distributions = random_grid, scoring = 'neg_mean_squared_error', n_iter = 10, cv = 8, random_state = 40, n_jobs = 1)
decision.fit(X_train, logy_train)
decision.best_params_

{'min_samples_leaf': 13, 'max_depth': 15, 'ccp_alpha': 0.0001}

sns.distplot(y_test - y_pred_model5)

<matplotlib.axes._subplots.AxesSubplot at 0x2353f310e08>

plt.scatter(y_test , y_pred_model5)

<matplotlib.collections.PathCollection at 0x23540f0a408>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model5))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model5))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model5)))

MAE: 162.98927180254597
MSE: 60272.36069438864
RMSE: 245.50429872894006

from sklearn.metrics import r2_score

y_pred = y_pred_model5
y_test = y_test
model = 'model5 Decision Tree Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model5.mean(),
                                             'Median of AbsErrors' : abs_err_model5.median(),
                                             'SD of AbsErrors' :     abs_err_model5.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model5),
                                             'Min of AbsErrors':     abs_err_model5.min(),
                                             'Max of AbsErrors':     abs_err_model5.max()}, index = ['Model5: Decision Tree Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147
Model4: KNN Regression	160.407478	81.167175	190.775927	226.393202	2.543116	837.841616
Model5: Decision Tree Regression	162.989272	78.558773	185.351198	223.772135	0.769051	827.083624

Model6: Bagging

from sklearn.ensemble import BaggingRegressor
model6 = BaggingRegressor(n_estimators = 500, oob_score = True)
model6.fit(X_train, logy_train)
y_pred_model6 = model6.predict(X_test)
y_pred_model6 = np.exp(y_pred_model6)
abs_err_model6 = np.abs(y_pred_model6 - y_test)

sns.distplot(y_test - y_pred_model6)

<matplotlib.axes._subplots.AxesSubplot at 0x2353f4ff208>

plt.scatter(y_test , y_pred_model6)

<matplotlib.collections.PathCollection at 0x23540a2e088>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model6))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model6))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model6)))

MAE: 110.54863249556075
MSE: 30671.64508166156
RMSE: 175.13322095382577

from sklearn.metrics import r2_score

y_pred = y_pred_model6
y_test = y_test
model = 'model6 Bagging Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model6.mean(),
                                             'Median of AbsErrors' : abs_err_model6.median(),
                                             'SD of AbsErrors' :     abs_err_model6.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model6),
                                             'Min of AbsErrors':     abs_err_model6.min(),
                                             'Max of AbsErrors':     abs_err_model6.max()}, index = ['Model6: Bagging Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147
Model4: KNN Regression	160.407478	81.167175	190.775927	226.393202	2.543116	837.841616
Model5: Decision Tree Regression	162.989272	78.558773	185.351198	223.772135	0.769051	827.083624
Model6: Bagging Regression	110.548632	58.805452	137.133019	153.685308	1.442460	747.780147

Model7: Random Forest

from sklearn.ensemble import RandomForestRegressor
model7 = RandomForestRegressor(n_estimators = 246,
                               oob_score = True, 
                               max_features = 'sqrt', 
                               max_depth = 26, 
                               min_samples_split = 20, 
                               min_samples_leaf = 1)

model7.fit(X_train, logy_train)
y_pred_model7 = model7.predict(X_test)
y_pred_model7 = np.exp(y_pred_model7)
abs_err_model7 = np.abs(y_pred_model7 - y_test)

from sklearn.model_selection import RandomizedSearchCV
n_estimators = [int(x) for x in np.linspace(start = 100, stop = 2000, num = 40)]
max_features = ['auto', 'sqrt']
max_depth = [int(x) for x in np.linspace(5, 40, num = 6)]
min_samples_split = [2, 5, 10, 15, 20,25,30,35,40,100]
min_samples_leaf = [1, 2, 5, 10]

random_grid = {'n_estimators': n_estimators,
               'max_features': max_features,
               'max_depth': max_depth,
               'min_samples_split': min_samples_split,
               'min_samples_leaf': min_samples_leaf}

rf_random = RandomizedSearchCV(estimator = model7, 
                               param_distributions = random_grid, 
                               scoring='neg_mean_squared_error',
                               n_iter = 10, 
                               cv = 5, 
                               verbose=2, 
                               random_state=42, 
                               n_jobs = 1)

rf_random.fit(X_train, logy_train)
rf_random.best_params_

Fitting 5 folds for each of 10 candidates, totalling 50 fits
[CV] n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33 

[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.

[CV]  n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33, total=   3.0s
[CV] n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33 

[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    2.9s remaining:    0.0s

[CV]  n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33, total=   3.0s
[CV] n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33 
[CV]  n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33, total=   3.4s
[CV] n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33 
[CV]  n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33, total=   3.1s
[CV] n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33 
[CV]  n_estimators=1805, min_samples_split=20, min_samples_leaf=10, max_features=sqrt, max_depth=33, total=   3.3s
[CV] n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5 
[CV]  n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5, total=   2.4s
[CV] n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5 
[CV]  n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5, total=   2.3s
[CV] n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5 
[CV]  n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5, total=   2.3s
[CV] n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5 
[CV]  n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5, total=   2.5s
[CV] n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5 
[CV]  n_estimators=1074, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=5, total=   2.3s
[CV] n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12, total=   2.8s
[CV] n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12, total=   3.2s
[CV] n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12, total=   2.9s
[CV] n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12, total=   2.7s
[CV] n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1561, min_samples_split=20, min_samples_leaf=2, max_features=sqrt, max_depth=12, total=   2.5s
[CV] n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26, total=   0.4s
[CV] n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26, total=   0.4s
[CV] n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26, total=   0.4s
[CV] n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26, total=   0.4s
[CV] n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=100, min_samples_leaf=2, max_features=sqrt, max_depth=26, total=   0.4s
[CV] n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.5s
[CV] n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.5s
[CV] n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.5s
[CV] n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.5s
[CV] n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=294, min_samples_split=10, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.5s
[CV] n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12, total=   2.0s
[CV] n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12, total=   2.0s
[CV] n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12, total=   2.1s
[CV] n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12, total=   2.0s
[CV] n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12 
[CV]  n_estimators=1317, min_samples_split=30, min_samples_leaf=10, max_features=sqrt, max_depth=12, total=   2.0s
[CV] n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40 
[CV]  n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40, total=   1.2s
[CV] n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40 
[CV]  n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40, total=   1.4s
[CV] n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40 
[CV]  n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40, total=   1.4s
[CV] n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40 
[CV]  n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40, total=   1.4s
[CV] n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40 
[CV]  n_estimators=587, min_samples_split=5, min_samples_leaf=5, max_features=auto, max_depth=40, total=   1.4s
[CV] n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12 
[CV]  n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12, total=   3.2s
[CV] n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12 
[CV]  n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12, total=   2.8s
[CV] n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12 
[CV]  n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12, total=   2.5s
[CV] n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12 
[CV]  n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12, total=   2.5s
[CV] n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12 
[CV]  n_estimators=1366, min_samples_split=2, min_samples_leaf=10, max_features=auto, max_depth=12, total=   2.5s
[CV] n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33 
[CV]  n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33, total=   2.3s
[CV] n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33 
[CV]  n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33, total=   2.2s
[CV] n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33 
[CV]  n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33, total=   2.2s
[CV] n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33 
[CV]  n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33, total=   2.2s
[CV] n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33 
[CV]  n_estimators=1220, min_samples_split=2, min_samples_leaf=1, max_features=sqrt, max_depth=33, total=   2.1s
[CV] n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.4s
[CV] n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.4s
[CV] n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.5s
[CV] n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.5s
[CV] n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26 
[CV]  n_estimators=246, min_samples_split=20, min_samples_leaf=1, max_features=sqrt, max_depth=26, total=   0.4s

[Parallel(n_jobs=1)]: Done  50 out of  50 | elapsed:  1.5min finished

{'n_estimators': 246,
 'min_samples_split': 20,
 'min_samples_leaf': 1,
 'max_features': 'sqrt',
 'max_depth': 26}

sns.distplot(y_test - y_pred_model7)

<matplotlib.axes._subplots.AxesSubplot at 0x2353f271a88>

plt.scatter(y_test , y_pred_model7)

<matplotlib.collections.PathCollection at 0x23540ce8ec8>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model7))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model7))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model7)))

MAE: 115.34020989850781
MSE: 31939.059849376987
RMSE: 178.71502412885434

from sklearn.metrics import r2_score

y_pred = y_pred_model7
y_test = y_test
model = 'model7 Random Forest Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model7.mean(),
                                             'Median of AbsErrors' : abs_err_model7.median(),
                                             'SD of AbsErrors' :     abs_err_model7.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model7),
                                             'Min of AbsErrors':     abs_err_model7.min(),
                                             'Max of AbsErrors':     abs_err_model7.max()}, index = ['Model7: Random Forest Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147
Model4: KNN Regression	160.407478	81.167175	190.775927	226.393202	2.543116	837.841616
Model5: Decision Tree Regression	162.989272	78.558773	185.351198	223.772135	0.769051	827.083624
Model6: Bagging Regression	110.548632	58.805452	137.133019	153.685308	1.442460	747.780147
Model7: Random Forest Regression	115.340210	58.109284	137.818992	160.515046	3.225445	745.132697

Model8: Gradient Boost Regression

{'subsample': 1,
 'n_estimators': 1000,
 'min_samples_leaf': 3,
 'max_depth': 6,
 'learning_rate': 0.2}

from sklearn.ensemble import GradientBoostingRegressor
model8 = GradientBoostingRegressor(learning_rate = 0.2, 
                                   max_depth = 6, 
                                   min_samples_leaf = 3, 
                                   n_estimators = 1000, 
                                   subsample = 1)

model8.fit(X_train, logy_train)
y_pred_model8 = model8.predict(X_test)
y_pred_model8 = np.exp(y_pred_model8)
abs_err_model8 = np.abs(y_pred_model8 - y_test)

from sklearn.model_selection import RandomizedSearchCV

learning_rate = [0.01,0.1, 0.2, 0.3, 0.4, 0.5]
n_estimators = [500, 600, 700, 800, 900, 1000, 1100, 1200]
subsample = [1, 2, 3, 4]
max_depth = [2, 3, 4, 5, 6, 7]
min_samples_leaf = [3, 4, 5, 6, 7, 8]


random_grid = {'n_estimators': n_estimators,
               'max_depth': max_depth,
               'min_samples_leaf': min_samples_leaf, 
               'learning_rate':learning_rate, 
                'subsample': subsample}

rf_random = RandomizedSearchCV(estimator = model8, 
                               param_distributions = random_grid, 
                               scoring='neg_mean_squared_error', 
                               n_iter = 10, 
                               cv = 5, 
                               verbose=2, 
                               random_state=42, 
                               n_jobs = 1)

rf_random.fit(X_train, logy_train)
rf_random.best_params_

Fitting 5 folds for each of 10 candidates, totalling 50 fits
[CV] subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01 

[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.

[CV]  subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01, total=   1.7s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01 

[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    1.6s remaining:    0.0s

[CV]  subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01, total=   1.6s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01 
[CV]  subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01, total=   1.5s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01 
[CV]  subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01, total=   1.4s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01 
[CV]  subsample=1, n_estimators=1200, min_samples_leaf=5, max_depth=6, learning_rate=0.01, total=   1.4s
[CV] subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4 
[CV]  subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4 
[CV]  subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4 
[CV]  subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4 
[CV]  subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4 
[CV]  subsample=3, n_estimators=800, min_samples_leaf=3, max_depth=6, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=700, min_samples_leaf=4, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4 
[CV]  subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4 
[CV]  subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4 
[CV]  subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4 
[CV]  subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4 
[CV]  subsample=4, n_estimators=600, min_samples_leaf=3, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3 

C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 4

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 4

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 4

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 4

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 4

  FitFailedWarning)

[CV]  subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3, total=   0.5s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3 
[CV]  subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3, total=   0.4s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3 
[CV]  subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3, total=   0.4s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3 
[CV]  subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3, total=   0.4s
[CV] subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3 
[CV]  subsample=1, n_estimators=1200, min_samples_leaf=6, max_depth=3, learning_rate=0.3, total=   0.4s
[CV] subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2 
[CV]  subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2, total=   0.4s
[CV] subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2 
[CV]  subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2, total=   0.4s
[CV] subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2 
[CV]  subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2, total=   0.4s
[CV] subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2 
[CV]  subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2, total=   0.3s
[CV] subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2 
[CV]  subsample=1, n_estimators=1000, min_samples_leaf=3, max_depth=6, learning_rate=0.2, total=   0.4s
[CV] subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4 
[CV]  subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4 
[CV]  subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4 
[CV]  subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4 
[CV]  subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4 
[CV]  subsample=3, n_estimators=600, min_samples_leaf=8, max_depth=7, learning_rate=0.4, total=   0.0s
[CV] subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5 
[CV]  subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5, total=   0.0s
[CV] subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5 
[CV]  subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5, total=   0.0s
[CV] subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5 
[CV]  subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5, total=   0.0s
[CV] subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5 
[CV]  subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5, total=   0.0s
[CV] subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5 
[CV]  subsample=2, n_estimators=1100, min_samples_leaf=6, max_depth=4, learning_rate=0.5, total=   0.0s
[CV] subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01 
[CV]  subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01, total=   0.0s
[CV] subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01 
[CV]  subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01, total=   0.0s
[CV] subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01 
[CV]  subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01, total=   0.0s
[CV] subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01 
[CV]  subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01, total=   0.0s
[CV] subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01 
[CV]  subsample=3, n_estimators=900, min_samples_leaf=5, max_depth=4, learning_rate=0.01, total=   0.0s
[CV] subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4, total=   0.0s
[CV] subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4 
[CV]  subsample=3, n_estimators=1000, min_samples_leaf=7, max_depth=5, learning_rate=0.4, total=   0.0s

C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 2

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 2

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 2

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 2

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 2

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
C:\ProgramData\Anaconda3\lib\site-packages\sklearn\model_selection\_validation.py:536: FitFailedWarning: Estimator fit failed. The score on this train-test partition for these parameters will be set to nan. Details: 
ValueError: subsample must be in (0,1] but was 3

  FitFailedWarning)
[Parallel(n_jobs=1)]: Done  50 out of  50 | elapsed:   11.8s finished

{'subsample': 1,
 'n_estimators': 1000,
 'min_samples_leaf': 3,
 'max_depth': 6,
 'learning_rate': 0.2}

sns.distplot(y_test - y_pred_model8)

<matplotlib.axes._subplots.AxesSubplot at 0x23541171f88>

plt.scatter(y_test , y_pred_model8)

<matplotlib.collections.PathCollection at 0x2353f5442c8>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model8))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model8))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model8)))

MAE: 126.72254202286322
MSE: 34419.81162336832
RMSE: 185.52577077960981

from sklearn.metrics import r2_score

y_pred = y_pred_model8
y_test = y_test
model = 'model8 Gradient Boost Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model8.mean(),
                                             'Median of AbsErrors' : abs_err_model8.median(),
                                             'SD of AbsErrors' :     abs_err_model8.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model8),
                                             'Min of AbsErrors':     abs_err_model8.min(),
                                             'Max of AbsErrors':     abs_err_model8.max()}, index = ['Model8: Gradient Boost Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147
Model4: KNN Regression	160.407478	81.167175	190.775927	226.393202	2.543116	837.841616
Model5: Decision Tree Regression	162.989272	78.558773	185.351198	223.772135	0.769051	827.083624
Model6: Bagging Regression	110.548632	58.805452	137.133019	153.685308	1.442460	747.780147
Model7: Random Forest Regression	115.340210	58.109284	137.818992	160.515046	3.225445	745.132697
Model8: Gradient Boost Regression	126.722542	69.261401	136.800253	106.438768	3.763734	532.900731

Model9: XGBoost

from xgboost import XGBRegressor
from scipy.stats import uniform, randint

{'gamma': 0.19993048585762774,
 'learning_rate': 0.04399969896408463,
 'max_depth': 5,
 'n_estimators': 115,
 'subsample': 0.6931085361721216}

model9 = XGBRegressor(gamma = 0.19993048585762774, 
                      learning_rate = 0.04399969896408463, 
                      max_depth = 5, 
                      n_estimators = 115, 
                      subsample = 0.6931085361721216, 
                      colsample_bytree = 0.39, 
                      reg_alpha = 0.07, 
                      reg_lambda = 0.055)
model9.fit(X_train, logy_train)
y_pred_model9 = model9.predict(X_test)
y_pred_model9 = np.exp(y_pred_model9)
abs_err_model9 = np.abs(y_pred_model9 - y_test)

params = {
    "gamma": uniform(0, 0.5),
    "learning_rate": uniform(0.03, 0.3), # default 0.1 
    "max_depth": randint(2, 6), # default 3
    "n_estimators": randint(100, 150), # default 100
    "subsample": uniform(0.6, 0.4)
}

xgb = RandomizedSearchCV(estimator = model9, 
                         param_distributions = params,
                         scoring='neg_mean_squared_error',
                         n_iter = 10, 
                         cv = 5, 
                         verbose=2, 
                         random_state=42, 
                         n_jobs = 1)

xgb.fit(X_train, logy_train)
xgb.best_params_

Fitting 5 folds for each of 10 candidates, totalling 50 fits
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.1s
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.1s

[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.
[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    0.0s remaining:    0.0s

[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.1s
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.1s
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.1s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.1s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.1s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.1s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.1s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.1s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.1s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.1s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.1s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.1s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.1s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.1s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.1s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.1s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.1s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.1s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.1s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.1s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.1s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.1s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.1s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.1s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.1s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.1s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.1s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.1s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.1s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.1s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.1s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.1s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.1s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.1s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.1s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.1s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.1s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.1s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.1s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.1s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.1s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.1s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.1s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.1s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.1s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.1s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.1s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.1s

[Parallel(n_jobs=1)]: Done  50 out of  50 | elapsed:    5.0s finished

{'gamma': 0.19993048585762774,
 'learning_rate': 0.04399969896408463,
 'max_depth': 5,
 'n_estimators': 115,
 'subsample': 0.6931085361721216}

sns.distplot(y_test - y_pred_model9)

<matplotlib.axes._subplots.AxesSubplot at 0x2353eac5f48>

plt.scatter(y_test , y_pred_model9)

<matplotlib.collections.PathCollection at 0x235439ad6c8>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model9))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model9))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model9)))

MAE: 111.02415132342644
MSE: 29909.376834659353
RMSE: 172.94327634996208

from sklearn.metrics import r2_score

y_pred = y_pred_model9
y_test = y_test
model = 'model9 XGradient Boost Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model9.mean(),
                                             'Median of AbsErrors' : abs_err_model9.median(),
                                             'SD of AbsErrors' :     abs_err_model9.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model9),
                                             'Min of AbsErrors':     abs_err_model9.min(),
                                             'Max of AbsErrors':     abs_err_model9.max()}, index = ['Model9: XGradient Boost Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147
Model4: KNN Regression	160.407478	81.167175	190.775927	226.393202	2.543116	837.841616
Model5: Decision Tree Regression	162.989272	78.558773	185.351198	223.772135	0.769051	827.083624
Model6: Bagging Regression	110.548632	58.805452	137.133019	153.685308	1.442460	747.780147
Model7: Random Forest Regression	115.340210	58.109284	137.818992	160.515046	3.225445	745.132697
Model8: Gradient Boost Regression	126.722542	69.261401	136.800253	106.438768	3.763734	532.900731
Model9: XGradient Boost Regression	111.024151	53.490540	133.869898	149.096519	0.053513	774.368569

Model10: CatBoost

from catboost import CatBoostRegressor
model10 = CatBoostRegressor(learning_rate = 0.03, 
                            l2_leaf_reg = 5, 
                            depth = 10)
model10.fit(X_train, logy_train)
y_pred_model10 = model10.predict(X_test)
y_pred_model10 = np.exp(y_pred_model10)
abs_err_model10 = np.abs(y_pred_model10 - y_test)

0:	learn: 0.8750760	total: 39.3ms	remaining: 39.2s
1:	learn: 0.8643972	total: 75.4ms	remaining: 37.6s
2:	learn: 0.8520523	total: 77.8ms	remaining: 25.8s
3:	learn: 0.8397552	total: 113ms	remaining: 28.2s
4:	learn: 0.8291958	total: 147ms	remaining: 29.2s
5:	learn: 0.8206806	total: 180ms	remaining: 29.8s
6:	learn: 0.8106336	total: 215ms	remaining: 30.5s
7:	learn: 0.8006362	total: 248ms	remaining: 30.8s
8:	learn: 0.7897341	total: 290ms	remaining: 31.9s
9:	learn: 0.7799669	total: 331ms	remaining: 32.8s
10:	learn: 0.7731468	total: 367ms	remaining: 33s
11:	learn: 0.7643885	total: 402ms	remaining: 33.1s
12:	learn: 0.7560253	total: 435ms	remaining: 33s
13:	learn: 0.7443825	total: 477ms	remaining: 33.6s
14:	learn: 0.7349418	total: 518ms	remaining: 34s
15:	learn: 0.7252734	total: 555ms	remaining: 34.2s
16:	learn: 0.7168656	total: 591ms	remaining: 34.1s
17:	learn: 0.7061059	total: 597ms	remaining: 32.6s
18:	learn: 0.6954862	total: 631ms	remaining: 32.6s
19:	learn: 0.6874402	total: 674ms	remaining: 33s
20:	learn: 0.6793573	total: 711ms	remaining: 33.1s
21:	learn: 0.6730416	total: 744ms	remaining: 33.1s
22:	learn: 0.6681736	total: 782ms	remaining: 33.2s
23:	learn: 0.6591189	total: 815ms	remaining: 33.2s
24:	learn: 0.6510933	total: 857ms	remaining: 33.4s
25:	learn: 0.6450685	total: 894ms	remaining: 33.5s
26:	learn: 0.6365643	total: 930ms	remaining: 33.5s
27:	learn: 0.6297043	total: 965ms	remaining: 33.5s
28:	learn: 0.6234780	total: 1s	remaining: 33.6s
29:	learn: 0.6167903	total: 1.05s	remaining: 33.9s
30:	learn: 0.6121741	total: 1.09s	remaining: 34.2s
31:	learn: 0.6063510	total: 1.14s	remaining: 34.4s
32:	learn: 0.6006972	total: 1.17s	remaining: 34.4s
33:	learn: 0.5945426	total: 1.21s	remaining: 34.3s
34:	learn: 0.5891627	total: 1.25s	remaining: 34.5s
35:	learn: 0.5823930	total: 1.29s	remaining: 34.6s
36:	learn: 0.5758837	total: 1.33s	remaining: 34.5s
37:	learn: 0.5712517	total: 1.36s	remaining: 34.6s
38:	learn: 0.5653987	total: 1.41s	remaining: 34.7s
39:	learn: 0.5609609	total: 1.45s	remaining: 34.8s
40:	learn: 0.5561638	total: 1.49s	remaining: 34.9s
41:	learn: 0.5523793	total: 1.53s	remaining: 35s
42:	learn: 0.5458682	total: 1.57s	remaining: 35s
43:	learn: 0.5413036	total: 1.62s	remaining: 35.1s
44:	learn: 0.5373259	total: 1.66s	remaining: 35.3s
45:	learn: 0.5319092	total: 1.7s	remaining: 35.3s
46:	learn: 0.5281073	total: 1.74s	remaining: 35.4s
47:	learn: 0.5234439	total: 1.78s	remaining: 35.3s
48:	learn: 0.5196425	total: 1.82s	remaining: 35.4s
49:	learn: 0.5152019	total: 1.86s	remaining: 35.5s
50:	learn: 0.5097324	total: 1.9s	remaining: 35.4s
51:	learn: 0.5055419	total: 1.94s	remaining: 35.3s
52:	learn: 0.5006393	total: 1.97s	remaining: 35.2s
53:	learn: 0.4957658	total: 2.01s	remaining: 35.2s
54:	learn: 0.4920413	total: 2.05s	remaining: 35.2s
55:	learn: 0.4876705	total: 2.09s	remaining: 35.2s
56:	learn: 0.4836148	total: 2.13s	remaining: 35.2s
57:	learn: 0.4796405	total: 2.17s	remaining: 35.2s
58:	learn: 0.4755982	total: 2.2s	remaining: 35.1s
59:	learn: 0.4719274	total: 2.24s	remaining: 35s
60:	learn: 0.4681257	total: 2.28s	remaining: 35.1s
61:	learn: 0.4641908	total: 2.31s	remaining: 35s
62:	learn: 0.4604537	total: 2.35s	remaining: 34.9s
63:	learn: 0.4566336	total: 2.38s	remaining: 34.8s
64:	learn: 0.4539118	total: 2.41s	remaining: 34.7s
65:	learn: 0.4505893	total: 2.46s	remaining: 34.8s
66:	learn: 0.4475452	total: 2.49s	remaining: 34.7s
67:	learn: 0.4437545	total: 2.52s	remaining: 34.6s
68:	learn: 0.4409003	total: 2.56s	remaining: 34.5s
69:	learn: 0.4380266	total: 2.59s	remaining: 34.5s
70:	learn: 0.4350701	total: 2.63s	remaining: 34.5s
71:	learn: 0.4316288	total: 2.67s	remaining: 34.4s
72:	learn: 0.4281693	total: 2.71s	remaining: 34.4s
73:	learn: 0.4254847	total: 2.74s	remaining: 34.3s
74:	learn: 0.4223383	total: 2.77s	remaining: 34.2s
75:	learn: 0.4187611	total: 2.8s	remaining: 34.1s
76:	learn: 0.4159509	total: 2.84s	remaining: 34s
77:	learn: 0.4130409	total: 2.88s	remaining: 34s
78:	learn: 0.4095402	total: 2.91s	remaining: 34s
79:	learn: 0.4065170	total: 2.95s	remaining: 33.9s
80:	learn: 0.4035682	total: 2.98s	remaining: 33.8s
81:	learn: 0.4007198	total: 3.02s	remaining: 33.8s
82:	learn: 0.3980226	total: 3.06s	remaining: 33.8s
83:	learn: 0.3955518	total: 3.09s	remaining: 33.7s
84:	learn: 0.3931829	total: 3.13s	remaining: 33.7s
85:	learn: 0.3899366	total: 3.16s	remaining: 33.6s
86:	learn: 0.3877906	total: 3.19s	remaining: 33.5s
87:	learn: 0.3849245	total: 3.23s	remaining: 33.5s
88:	learn: 0.3820905	total: 3.27s	remaining: 33.5s
89:	learn: 0.3797273	total: 3.31s	remaining: 33.4s
90:	learn: 0.3772498	total: 3.34s	remaining: 33.4s
91:	learn: 0.3753907	total: 3.38s	remaining: 33.3s
92:	learn: 0.3729383	total: 3.41s	remaining: 33.3s
93:	learn: 0.3708079	total: 3.44s	remaining: 33.2s
94:	learn: 0.3686454	total: 3.49s	remaining: 33.2s
95:	learn: 0.3665797	total: 3.52s	remaining: 33.2s
96:	learn: 0.3641889	total: 3.56s	remaining: 33.1s
97:	learn: 0.3620652	total: 3.59s	remaining: 33s
98:	learn: 0.3600392	total: 3.62s	remaining: 33s
99:	learn: 0.3579067	total: 3.66s	remaining: 32.9s
100:	learn: 0.3558284	total: 3.69s	remaining: 32.9s
101:	learn: 0.3533429	total: 3.73s	remaining: 32.9s
102:	learn: 0.3511093	total: 3.77s	remaining: 32.8s
103:	learn: 0.3492721	total: 3.8s	remaining: 32.7s
104:	learn: 0.3471605	total: 3.83s	remaining: 32.7s
105:	learn: 0.3453699	total: 3.88s	remaining: 32.7s
106:	learn: 0.3433736	total: 3.88s	remaining: 32.4s
107:	learn: 0.3411009	total: 3.91s	remaining: 32.3s
108:	learn: 0.3392696	total: 3.95s	remaining: 32.3s
109:	learn: 0.3375829	total: 3.98s	remaining: 32.2s
110:	learn: 0.3359674	total: 4.02s	remaining: 32.2s
111:	learn: 0.3341149	total: 4.06s	remaining: 32.2s
112:	learn: 0.3323716	total: 4.09s	remaining: 32.1s
113:	learn: 0.3305769	total: 4.13s	remaining: 32.1s
114:	learn: 0.3288766	total: 4.16s	remaining: 32s
115:	learn: 0.3271363	total: 4.19s	remaining: 32s
116:	learn: 0.3253955	total: 4.23s	remaining: 31.9s
117:	learn: 0.3235891	total: 4.27s	remaining: 31.9s
118:	learn: 0.3216020	total: 4.3s	remaining: 31.9s
119:	learn: 0.3199612	total: 4.34s	remaining: 31.8s
120:	learn: 0.3185305	total: 4.37s	remaining: 31.7s
121:	learn: 0.3170302	total: 4.41s	remaining: 31.7s
122:	learn: 0.3153665	total: 4.45s	remaining: 31.7s
123:	learn: 0.3136430	total: 4.48s	remaining: 31.7s
124:	learn: 0.3121428	total: 4.52s	remaining: 31.6s
125:	learn: 0.3104323	total: 4.55s	remaining: 31.6s
126:	learn: 0.3089479	total: 4.58s	remaining: 31.5s
127:	learn: 0.3071874	total: 4.63s	remaining: 31.5s
128:	learn: 0.3057936	total: 4.66s	remaining: 31.5s
129:	learn: 0.3039297	total: 4.7s	remaining: 31.4s
130:	learn: 0.3024477	total: 4.73s	remaining: 31.4s
131:	learn: 0.3008382	total: 4.77s	remaining: 31.3s
132:	learn: 0.2993400	total: 4.8s	remaining: 31.3s
133:	learn: 0.2979322	total: 4.84s	remaining: 31.3s
134:	learn: 0.2963648	total: 4.88s	remaining: 31.3s
135:	learn: 0.2949349	total: 4.91s	remaining: 31.2s
136:	learn: 0.2935494	total: 4.95s	remaining: 31.2s
137:	learn: 0.2921094	total: 4.98s	remaining: 31.1s
138:	learn: 0.2906065	total: 5.02s	remaining: 31.1s
139:	learn: 0.2891798	total: 5.06s	remaining: 31.1s
140:	learn: 0.2877428	total: 5.1s	remaining: 31s
141:	learn: 0.2864754	total: 5.13s	remaining: 31s
142:	learn: 0.2852366	total: 5.17s	remaining: 31s
143:	learn: 0.2837939	total: 5.2s	remaining: 30.9s
144:	learn: 0.2826530	total: 5.24s	remaining: 30.9s
145:	learn: 0.2814040	total: 5.28s	remaining: 30.9s
146:	learn: 0.2800166	total: 5.31s	remaining: 30.8s
147:	learn: 0.2786087	total: 5.35s	remaining: 30.8s
148:	learn: 0.2774257	total: 5.38s	remaining: 30.7s
149:	learn: 0.2761930	total: 5.4s	remaining: 30.6s
150:	learn: 0.2747800	total: 5.44s	remaining: 30.6s
151:	learn: 0.2735135	total: 5.47s	remaining: 30.5s
152:	learn: 0.2721104	total: 5.51s	remaining: 30.5s
153:	learn: 0.2707227	total: 5.54s	remaining: 30.5s
154:	learn: 0.2696559	total: 5.58s	remaining: 30.4s
155:	learn: 0.2684539	total: 5.63s	remaining: 30.4s
156:	learn: 0.2670867	total: 5.66s	remaining: 30.4s
157:	learn: 0.2659449	total: 5.7s	remaining: 30.4s
158:	learn: 0.2646687	total: 5.73s	remaining: 30.3s
159:	learn: 0.2635956	total: 5.77s	remaining: 30.3s
160:	learn: 0.2624415	total: 5.81s	remaining: 30.3s
161:	learn: 0.2612890	total: 5.84s	remaining: 30.2s
162:	learn: 0.2602787	total: 5.88s	remaining: 30.2s
163:	learn: 0.2592781	total: 5.91s	remaining: 30.1s
164:	learn: 0.2591655	total: 5.91s	remaining: 29.9s
165:	learn: 0.2582603	total: 5.94s	remaining: 29.9s
166:	learn: 0.2569102	total: 5.99s	remaining: 29.9s
167:	learn: 0.2557714	total: 6.02s	remaining: 29.8s
168:	learn: 0.2547971	total: 6.05s	remaining: 29.8s
169:	learn: 0.2545746	total: 6.07s	remaining: 29.6s
170:	learn: 0.2540738	total: 6.07s	remaining: 29.4s
171:	learn: 0.2529312	total: 6.11s	remaining: 29.4s
172:	learn: 0.2524339	total: 6.14s	remaining: 29.4s
173:	learn: 0.2512250	total: 6.18s	remaining: 29.4s
174:	learn: 0.2502842	total: 6.22s	remaining: 29.3s
175:	learn: 0.2492699	total: 6.25s	remaining: 29.3s
176:	learn: 0.2491706	total: 6.25s	remaining: 29.1s
177:	learn: 0.2478100	total: 6.29s	remaining: 29s
178:	learn: 0.2473765	total: 6.32s	remaining: 29s
179:	learn: 0.2468288	total: 6.35s	remaining: 28.9s
180:	learn: 0.2458813	total: 6.39s	remaining: 28.9s
181:	learn: 0.2447646	total: 6.43s	remaining: 28.9s
182:	learn: 0.2436762	total: 6.46s	remaining: 28.9s
183:	learn: 0.2424028	total: 6.5s	remaining: 28.8s
184:	learn: 0.2415601	total: 6.53s	remaining: 28.8s
185:	learn: 0.2406054	total: 6.57s	remaining: 28.7s
186:	learn: 0.2404187	total: 6.57s	remaining: 28.6s
187:	learn: 0.2396615	total: 6.61s	remaining: 28.5s
188:	learn: 0.2387768	total: 6.64s	remaining: 28.5s
189:	learn: 0.2380705	total: 6.68s	remaining: 28.5s
190:	learn: 0.2379594	total: 6.68s	remaining: 28.3s
191:	learn: 0.2370648	total: 6.71s	remaining: 28.3s
192:	learn: 0.2363164	total: 6.75s	remaining: 28.2s
193:	learn: 0.2360412	total: 6.76s	remaining: 28.1s
194:	learn: 0.2356808	total: 6.76s	remaining: 27.9s
195:	learn: 0.2348397	total: 6.8s	remaining: 27.9s
196:	learn: 0.2343827	total: 6.83s	remaining: 27.8s
197:	learn: 0.2333988	total: 6.87s	remaining: 27.8s
198:	learn: 0.2329149	total: 6.9s	remaining: 27.8s
199:	learn: 0.2318797	total: 6.94s	remaining: 27.7s
200:	learn: 0.2314770	total: 6.98s	remaining: 27.7s
201:	learn: 0.2303804	total: 7.01s	remaining: 27.7s
202:	learn: 0.2301337	total: 7.02s	remaining: 27.6s
203:	learn: 0.2298496	total: 7.02s	remaining: 27.4s
204:	learn: 0.2293823	total: 7.02s	remaining: 27.2s
205:	learn: 0.2281789	total: 7.06s	remaining: 27.2s
206:	learn: 0.2280810	total: 7.06s	remaining: 27s
207:	learn: 0.2279146	total: 7.06s	remaining: 26.9s
208:	learn: 0.2275433	total: 7.09s	remaining: 26.8s
209:	learn: 0.2273081	total: 7.13s	remaining: 26.8s
210:	learn: 0.2270270	total: 7.17s	remaining: 26.8s
211:	learn: 0.2268085	total: 7.17s	remaining: 26.6s
212:	learn: 0.2265752	total: 7.17s	remaining: 26.5s
213:	learn: 0.2257615	total: 7.21s	remaining: 26.5s
214:	learn: 0.2248010	total: 7.25s	remaining: 26.5s
215:	learn: 0.2238842	total: 7.28s	remaining: 26.4s
216:	learn: 0.2236169	total: 7.31s	remaining: 26.4s
217:	learn: 0.2229052	total: 7.35s	remaining: 26.4s
218:	learn: 0.2226971	total: 7.39s	remaining: 26.3s
219:	learn: 0.2224343	total: 7.42s	remaining: 26.3s
220:	learn: 0.2215267	total: 7.46s	remaining: 26.3s
221:	learn: 0.2205364	total: 7.49s	remaining: 26.3s
222:	learn: 0.2203349	total: 7.54s	remaining: 26.3s
223:	learn: 0.2200635	total: 7.58s	remaining: 26.3s
224:	learn: 0.2197812	total: 7.59s	remaining: 26.2s
225:	learn: 0.2196645	total: 7.63s	remaining: 26.1s
226:	learn: 0.2183626	total: 7.67s	remaining: 26.1s
227:	learn: 0.2176752	total: 7.72s	remaining: 26.1s
228:	learn: 0.2173244	total: 7.76s	remaining: 26.1s
229:	learn: 0.2160031	total: 7.8s	remaining: 26.1s
230:	learn: 0.2157407	total: 7.8s	remaining: 26s
231:	learn: 0.2155215	total: 7.81s	remaining: 25.8s
232:	learn: 0.2152914	total: 7.81s	remaining: 25.7s
233:	learn: 0.2150544	total: 7.81s	remaining: 25.6s
234:	learn: 0.2139918	total: 7.85s	remaining: 25.6s
235:	learn: 0.2138048	total: 7.85s	remaining: 25.4s
236:	learn: 0.2136686	total: 7.86s	remaining: 25.3s
237:	learn: 0.2127680	total: 7.89s	remaining: 25.3s
238:	learn: 0.2125461	total: 7.9s	remaining: 25.2s
239:	learn: 0.2117224	total: 7.94s	remaining: 25.1s
240:	learn: 0.2115266	total: 7.94s	remaining: 25s
241:	learn: 0.2113266	total: 7.95s	remaining: 24.9s
242:	learn: 0.2111223	total: 7.99s	remaining: 24.9s
243:	learn: 0.2102075	total: 8.02s	remaining: 24.9s
244:	learn: 0.2100752	total: 8.03s	remaining: 24.7s
245:	learn: 0.2092550	total: 8.06s	remaining: 24.7s
246:	learn: 0.2088438	total: 8.1s	remaining: 24.7s
247:	learn: 0.2083676	total: 8.15s	remaining: 24.7s
248:	learn: 0.2081823	total: 8.15s	remaining: 24.6s
249:	learn: 0.2079772	total: 8.15s	remaining: 24.5s
250:	learn: 0.2072896	total: 8.19s	remaining: 24.4s
251:	learn: 0.2071244	total: 8.21s	remaining: 24.4s
252:	learn: 0.2064376	total: 8.22s	remaining: 24.3s
253:	learn: 0.2062634	total: 8.26s	remaining: 24.3s
254:	learn: 0.2055354	total: 8.29s	remaining: 24.2s
255:	learn: 0.2049760	total: 8.33s	remaining: 24.2s
256:	learn: 0.2038015	total: 8.37s	remaining: 24.2s
257:	learn: 0.2036514	total: 8.4s	remaining: 24.2s
258:	learn: 0.2031260	total: 8.44s	remaining: 24.1s
259:	learn: 0.2029281	total: 8.44s	remaining: 24s
260:	learn: 0.2017641	total: 8.47s	remaining: 24s
261:	learn: 0.2009023	total: 8.52s	remaining: 24s
262:	learn: 0.2007142	total: 8.52s	remaining: 23.9s
263:	learn: 0.1999232	total: 8.55s	remaining: 23.8s
264:	learn: 0.1997927	total: 8.55s	remaining: 23.7s
265:	learn: 0.1987156	total: 8.59s	remaining: 23.7s
266:	learn: 0.1984938	total: 8.59s	remaining: 23.6s
267:	learn: 0.1975952	total: 8.63s	remaining: 23.6s
268:	learn: 0.1973927	total: 8.63s	remaining: 23.5s
269:	learn: 0.1968720	total: 8.67s	remaining: 23.4s
270:	learn: 0.1966924	total: 8.72s	remaining: 23.5s
271:	learn: 0.1958538	total: 8.76s	remaining: 23.4s
272:	learn: 0.1957091	total: 8.79s	remaining: 23.4s
273:	learn: 0.1955554	total: 8.8s	remaining: 23.3s
274:	learn: 0.1953638	total: 8.84s	remaining: 23.3s
275:	learn: 0.1945618	total: 8.87s	remaining: 23.3s
276:	learn: 0.1944017	total: 8.87s	remaining: 23.2s
277:	learn: 0.1942163	total: 8.88s	remaining: 23.1s
278:	learn: 0.1940624	total: 8.9s	remaining: 23s
279:	learn: 0.1929912	total: 8.94s	remaining: 23s
280:	learn: 0.1920514	total: 8.98s	remaining: 23s
281:	learn: 0.1912517	total: 9.08s	remaining: 23.1s
282:	learn: 0.1910551	total: 9.28s	remaining: 23.5s
283:	learn: 0.1902887	total: 9.37s	remaining: 23.6s
284:	learn: 0.1901379	total: 9.37s	remaining: 23.5s
285:	learn: 0.1899391	total: 9.37s	remaining: 23.4s
286:	learn: 0.1890683	total: 9.44s	remaining: 23.5s
287:	learn: 0.1882595	total: 9.48s	remaining: 23.4s
288:	learn: 0.1880541	total: 9.5s	remaining: 23.4s
289:	learn: 0.1878826	total: 9.5s	remaining: 23.3s
290:	learn: 0.1873604	total: 9.55s	remaining: 23.3s
291:	learn: 0.1864163	total: 9.6s	remaining: 23.3s
292:	learn: 0.1858049	total: 9.65s	remaining: 23.3s
293:	learn: 0.1856195	total: 9.67s	remaining: 23.2s
294:	learn: 0.1854952	total: 9.72s	remaining: 23.2s
295:	learn: 0.1853592	total: 9.72s	remaining: 23.1s
296:	learn: 0.1851278	total: 9.73s	remaining: 23s
297:	learn: 0.1842428	total: 9.78s	remaining: 23s
298:	learn: 0.1840873	total: 9.79s	remaining: 22.9s
299:	learn: 0.1832082	total: 9.83s	remaining: 22.9s
300:	learn: 0.1823138	total: 9.87s	remaining: 22.9s
301:	learn: 0.1815897	total: 9.91s	remaining: 22.9s
302:	learn: 0.1810353	total: 9.95s	remaining: 22.9s
303:	learn: 0.1808981	total: 9.95s	remaining: 22.8s
304:	learn: 0.1799987	total: 10s	remaining: 22.8s
305:	learn: 0.1795620	total: 10s	remaining: 22.8s
306:	learn: 0.1793479	total: 10s	remaining: 22.7s
307:	learn: 0.1791375	total: 10.1s	remaining: 22.7s
308:	learn: 0.1789823	total: 10.1s	remaining: 22.6s
309:	learn: 0.1783831	total: 10.1s	remaining: 22.6s
310:	learn: 0.1781749	total: 10.1s	remaining: 22.5s
311:	learn: 0.1780672	total: 10.2s	remaining: 22.5s
312:	learn: 0.1773936	total: 10.2s	remaining: 22.4s
313:	learn: 0.1771158	total: 10.3s	remaining: 22.4s
314:	learn: 0.1763876	total: 10.3s	remaining: 22.4s
315:	learn: 0.1756695	total: 10.3s	remaining: 22.4s
316:	learn: 0.1750692	total: 10.4s	remaining: 22.4s
317:	learn: 0.1749270	total: 10.4s	remaining: 22.3s
318:	learn: 0.1745531	total: 10.4s	remaining: 22.2s
319:	learn: 0.1738948	total: 10.4s	remaining: 22.2s
320:	learn: 0.1737244	total: 10.4s	remaining: 22.1s
321:	learn: 0.1735539	total: 10.5s	remaining: 22.1s
322:	learn: 0.1732244	total: 10.5s	remaining: 22.1s
323:	learn: 0.1723987	total: 10.6s	remaining: 22.1s
324:	learn: 0.1720479	total: 10.6s	remaining: 22.1s
325:	learn: 0.1715021	total: 10.7s	remaining: 22.1s
326:	learn: 0.1712905	total: 10.7s	remaining: 22s
327:	learn: 0.1706597	total: 10.7s	remaining: 22s
328:	learn: 0.1699347	total: 10.8s	remaining: 22s
329:	learn: 0.1694866	total: 10.8s	remaining: 22s
330:	learn: 0.1686508	total: 10.9s	remaining: 22s
331:	learn: 0.1679413	total: 10.9s	remaining: 21.9s
332:	learn: 0.1676132	total: 10.9s	remaining: 21.8s
333:	learn: 0.1669020	total: 10.9s	remaining: 21.8s
334:	learn: 0.1660798	total: 11s	remaining: 21.8s
335:	learn: 0.1653220	total: 11s	remaining: 21.8s
336:	learn: 0.1647023	total: 11.1s	remaining: 21.8s
337:	learn: 0.1645185	total: 11.1s	remaining: 21.7s
338:	learn: 0.1637570	total: 11.1s	remaining: 21.7s
339:	learn: 0.1631172	total: 11.1s	remaining: 21.6s
340:	learn: 0.1629733	total: 11.2s	remaining: 21.6s
341:	learn: 0.1628693	total: 11.2s	remaining: 21.5s
342:	learn: 0.1622689	total: 11.2s	remaining: 21.5s
343:	learn: 0.1621217	total: 11.2s	remaining: 21.4s
344:	learn: 0.1620094	total: 11.2s	remaining: 21.3s
345:	learn: 0.1618864	total: 11.3s	remaining: 21.4s
346:	learn: 0.1612886	total: 11.3s	remaining: 21.3s
347:	learn: 0.1611456	total: 11.4s	remaining: 21.3s
348:	learn: 0.1605579	total: 11.4s	remaining: 21.3s
349:	learn: 0.1598080	total: 11.5s	remaining: 21.3s
350:	learn: 0.1591983	total: 11.5s	remaining: 21.3s
351:	learn: 0.1584928	total: 11.6s	remaining: 21.3s
352:	learn: 0.1579041	total: 11.6s	remaining: 21.3s
353:	learn: 0.1578234	total: 11.7s	remaining: 21.3s
354:	learn: 0.1571742	total: 11.7s	remaining: 21.3s
355:	learn: 0.1570900	total: 11.8s	remaining: 21.3s
356:	learn: 0.1567886	total: 11.8s	remaining: 21.3s
357:	learn: 0.1559170	total: 11.9s	remaining: 21.3s
358:	learn: 0.1552286	total: 11.9s	remaining: 21.3s
359:	learn: 0.1548657	total: 11.9s	remaining: 21.2s
360:	learn: 0.1542911	total: 11.9s	remaining: 21.1s
361:	learn: 0.1538487	total: 12s	remaining: 21.1s
362:	learn: 0.1532177	total: 12s	remaining: 21.1s
363:	learn: 0.1526184	total: 12s	remaining: 21s
364:	learn: 0.1520157	total: 12.1s	remaining: 21s
365:	learn: 0.1514223	total: 12.1s	remaining: 21s
366:	learn: 0.1508676	total: 12.1s	remaining: 20.9s
367:	learn: 0.1507506	total: 12.2s	remaining: 20.9s
368:	learn: 0.1506729	total: 12.2s	remaining: 20.9s
369:	learn: 0.1501695	total: 12.2s	remaining: 20.8s
370:	learn: 0.1494341	total: 12.3s	remaining: 20.8s
371:	learn: 0.1489633	total: 12.3s	remaining: 20.8s
372:	learn: 0.1488052	total: 12.3s	remaining: 20.7s
373:	learn: 0.1482033	total: 12.4s	remaining: 20.7s
374:	learn: 0.1476962	total: 12.4s	remaining: 20.6s
375:	learn: 0.1476165	total: 12.4s	remaining: 20.6s
376:	learn: 0.1475040	total: 12.4s	remaining: 20.6s
377:	learn: 0.1469909	total: 12.5s	remaining: 20.5s
378:	learn: 0.1464864	total: 12.5s	remaining: 20.5s
379:	learn: 0.1459999	total: 12.6s	remaining: 20.5s
380:	learn: 0.1459181	total: 12.6s	remaining: 20.5s
381:	learn: 0.1457216	total: 12.6s	remaining: 20.4s
382:	learn: 0.1456501	total: 12.6s	remaining: 20.4s
383:	learn: 0.1453667	total: 12.7s	remaining: 20.4s
384:	learn: 0.1448054	total: 12.7s	remaining: 20.3s
385:	learn: 0.1447313	total: 12.7s	remaining: 20.3s
386:	learn: 0.1439809	total: 12.8s	remaining: 20.3s
387:	learn: 0.1433009	total: 12.8s	remaining: 20.2s
388:	learn: 0.1428272	total: 12.9s	remaining: 20.2s
389:	learn: 0.1422705	total: 12.9s	remaining: 20.2s
390:	learn: 0.1415459	total: 13s	remaining: 20.2s
391:	learn: 0.1414466	total: 13s	remaining: 20.2s
392:	learn: 0.1409725	total: 13.1s	remaining: 20.2s
393:	learn: 0.1405023	total: 13.1s	remaining: 20.1s
394:	learn: 0.1403955	total: 13.1s	remaining: 20.1s
395:	learn: 0.1403261	total: 13.1s	remaining: 20s
396:	learn: 0.1401240	total: 13.2s	remaining: 20s
397:	learn: 0.1399554	total: 13.3s	remaining: 20s
398:	learn: 0.1394683	total: 13.3s	remaining: 20.1s
399:	learn: 0.1394004	total: 13.3s	remaining: 20s
400:	learn: 0.1391031	total: 13.3s	remaining: 19.9s
401:	learn: 0.1390300	total: 13.3s	remaining: 19.9s
402:	learn: 0.1384895	total: 13.4s	remaining: 19.8s
403:	learn: 0.1384177	total: 13.4s	remaining: 19.8s
404:	learn: 0.1377956	total: 13.5s	remaining: 19.8s
405:	learn: 0.1371602	total: 13.5s	remaining: 19.8s
406:	learn: 0.1369638	total: 13.5s	remaining: 19.7s
407:	learn: 0.1368968	total: 13.6s	remaining: 19.7s
408:	learn: 0.1368274	total: 13.6s	remaining: 19.7s
409:	learn: 0.1367218	total: 13.7s	remaining: 19.7s
410:	learn: 0.1365010	total: 13.7s	remaining: 19.6s
411:	learn: 0.1363756	total: 13.7s	remaining: 19.6s
412:	learn: 0.1362956	total: 13.8s	remaining: 19.6s
413:	learn: 0.1359350	total: 13.8s	remaining: 19.5s
414:	learn: 0.1352694	total: 13.8s	remaining: 19.5s
415:	learn: 0.1347303	total: 13.9s	remaining: 19.5s
416:	learn: 0.1341619	total: 13.9s	remaining: 19.4s
417:	learn: 0.1336821	total: 13.9s	remaining: 19.4s
418:	learn: 0.1331283	total: 14s	remaining: 19.4s
419:	learn: 0.1327869	total: 14s	remaining: 19.3s
420:	learn: 0.1321648	total: 14s	remaining: 19.3s
421:	learn: 0.1318399	total: 14.1s	remaining: 19.3s
422:	learn: 0.1314539	total: 14.1s	remaining: 19.3s
423:	learn: 0.1311340	total: 14.2s	remaining: 19.2s
424:	learn: 0.1309069	total: 14.2s	remaining: 19.2s
425:	learn: 0.1307819	total: 14.2s	remaining: 19.2s
426:	learn: 0.1304140	total: 14.3s	remaining: 19.1s
427:	learn: 0.1300382	total: 14.3s	remaining: 19.1s
428:	learn: 0.1296170	total: 14.3s	remaining: 19.1s
429:	learn: 0.1289692	total: 14.4s	remaining: 19.1s
430:	learn: 0.1284562	total: 14.4s	remaining: 19s
431:	learn: 0.1280795	total: 14.4s	remaining: 19s
432:	learn: 0.1279820	total: 14.4s	remaining: 18.9s
433:	learn: 0.1277195	total: 14.5s	remaining: 18.8s
434:	learn: 0.1275089	total: 14.5s	remaining: 18.8s
435:	learn: 0.1271082	total: 14.5s	remaining: 18.8s
436:	learn: 0.1270463	total: 14.6s	remaining: 18.8s
437:	learn: 0.1267213	total: 14.6s	remaining: 18.7s
438:	learn: 0.1263390	total: 14.6s	remaining: 18.7s
439:	learn: 0.1261346	total: 14.7s	remaining: 18.7s
440:	learn: 0.1260419	total: 14.7s	remaining: 18.6s
441:	learn: 0.1254689	total: 14.7s	remaining: 18.6s
442:	learn: 0.1250379	total: 14.8s	remaining: 18.6s
443:	learn: 0.1245203	total: 14.8s	remaining: 18.5s
444:	learn: 0.1240510	total: 14.8s	remaining: 18.5s
445:	learn: 0.1236508	total: 14.9s	remaining: 18.5s
446:	learn: 0.1235926	total: 14.9s	remaining: 18.4s
447:	learn: 0.1234962	total: 14.9s	remaining: 18.4s
448:	learn: 0.1230381	total: 14.9s	remaining: 18.3s
449:	learn: 0.1226436	total: 15s	remaining: 18.3s
450:	learn: 0.1225616	total: 15s	remaining: 18.3s
451:	learn: 0.1222603	total: 15.1s	remaining: 18.3s
452:	learn: 0.1218050	total: 15.1s	remaining: 18.3s
453:	learn: 0.1213397	total: 15.2s	remaining: 18.2s
454:	learn: 0.1212486	total: 15.2s	remaining: 18.2s
455:	learn: 0.1208664	total: 15.2s	remaining: 18.1s
456:	learn: 0.1208067	total: 15.2s	remaining: 18.1s
457:	learn: 0.1203653	total: 15.3s	remaining: 18.1s
458:	learn: 0.1198423	total: 15.3s	remaining: 18s
459:	learn: 0.1196877	total: 15.3s	remaining: 18s
460:	learn: 0.1196189	total: 15.4s	remaining: 18s
461:	learn: 0.1192570	total: 15.4s	remaining: 17.9s
462:	learn: 0.1189717	total: 15.4s	remaining: 17.9s
463:	learn: 0.1188078	total: 15.5s	remaining: 17.9s
464:	learn: 0.1183388	total: 15.5s	remaining: 17.9s
465:	learn: 0.1180945	total: 15.6s	remaining: 17.8s
466:	learn: 0.1177523	total: 15.6s	remaining: 17.8s
467:	learn: 0.1172424	total: 15.6s	remaining: 17.8s
468:	learn: 0.1171948	total: 15.6s	remaining: 17.7s
469:	learn: 0.1167784	total: 15.7s	remaining: 17.7s
470:	learn: 0.1166070	total: 15.7s	remaining: 17.6s
471:	learn: 0.1165521	total: 15.7s	remaining: 17.6s
472:	learn: 0.1165038	total: 15.7s	remaining: 17.5s
473:	learn: 0.1161405	total: 15.8s	remaining: 17.5s
474:	learn: 0.1160716	total: 15.8s	remaining: 17.4s
475:	learn: 0.1160198	total: 15.8s	remaining: 17.4s
476:	learn: 0.1159752	total: 15.8s	remaining: 17.3s
477:	learn: 0.1155206	total: 15.8s	remaining: 17.3s
478:	learn: 0.1151485	total: 15.9s	remaining: 17.3s
479:	learn: 0.1147670	total: 15.9s	remaining: 17.3s
480:	learn: 0.1142882	total: 16s	remaining: 17.2s
481:	learn: 0.1136576	total: 16s	remaining: 17.2s
482:	learn: 0.1132440	total: 16s	remaining: 17.2s
483:	learn: 0.1130711	total: 16.1s	remaining: 17.2s
484:	learn: 0.1126221	total: 16.1s	remaining: 17.1s
485:	learn: 0.1122937	total: 16.2s	remaining: 17.2s
486:	learn: 0.1120142	total: 16.3s	remaining: 17.1s
487:	learn: 0.1118802	total: 16.3s	remaining: 17.1s
488:	learn: 0.1117188	total: 16.4s	remaining: 17.1s
489:	learn: 0.1112310	total: 16.4s	remaining: 17.1s
490:	learn: 0.1108007	total: 16.5s	remaining: 17.1s
491:	learn: 0.1104245	total: 16.5s	remaining: 17.1s
492:	learn: 0.1103613	total: 16.5s	remaining: 17s
493:	learn: 0.1099010	total: 16.6s	remaining: 17s
494:	learn: 0.1094819	total: 16.6s	remaining: 16.9s
495:	learn: 0.1092390	total: 16.7s	remaining: 17s
496:	learn: 0.1089120	total: 16.8s	remaining: 17s
497:	learn: 0.1088212	total: 16.8s	remaining: 16.9s
498:	learn: 0.1084561	total: 16.9s	remaining: 16.9s
499:	learn: 0.1079866	total: 16.9s	remaining: 16.9s
500:	learn: 0.1076408	total: 17s	remaining: 16.9s
501:	learn: 0.1071295	total: 17s	remaining: 16.9s
502:	learn: 0.1066380	total: 17.1s	remaining: 16.9s
503:	learn: 0.1062108	total: 17.1s	remaining: 16.8s
504:	learn: 0.1056986	total: 17.1s	remaining: 16.8s
505:	learn: 0.1052188	total: 17.2s	remaining: 16.8s
506:	learn: 0.1049373	total: 17.2s	remaining: 16.7s
507:	learn: 0.1048394	total: 17.3s	remaining: 16.7s
508:	learn: 0.1045226	total: 17.3s	remaining: 16.7s
509:	learn: 0.1042837	total: 17.3s	remaining: 16.7s
510:	learn: 0.1041981	total: 17.4s	remaining: 16.6s
511:	learn: 0.1039369	total: 17.4s	remaining: 16.6s
512:	learn: 0.1035073	total: 17.5s	remaining: 16.6s
513:	learn: 0.1034507	total: 17.5s	remaining: 16.6s
514:	learn: 0.1031926	total: 17.5s	remaining: 16.5s
515:	learn: 0.1028487	total: 17.6s	remaining: 16.5s
516:	learn: 0.1024170	total: 17.6s	remaining: 16.5s
517:	learn: 0.1020305	total: 17.7s	remaining: 16.4s
518:	learn: 0.1018153	total: 17.7s	remaining: 16.4s
519:	learn: 0.1016950	total: 17.8s	remaining: 16.4s
520:	learn: 0.1013079	total: 17.8s	remaining: 16.4s
521:	learn: 0.1009819	total: 17.9s	remaining: 16.4s
522:	learn: 0.1006985	total: 17.9s	remaining: 16.3s
523:	learn: 0.1004078	total: 17.9s	remaining: 16.3s
524:	learn: 0.0998978	total: 18s	remaining: 16.3s
525:	learn: 0.0995534	total: 18s	remaining: 16.3s
526:	learn: 0.0993987	total: 18.1s	remaining: 16.2s
527:	learn: 0.0989762	total: 18.1s	remaining: 16.2s
528:	learn: 0.0986218	total: 18.2s	remaining: 16.2s
529:	learn: 0.0982311	total: 18.3s	remaining: 16.2s
530:	learn: 0.0979256	total: 18.4s	remaining: 16.2s
531:	learn: 0.0976108	total: 18.4s	remaining: 16.2s
532:	learn: 0.0973130	total: 18.5s	remaining: 16.2s
533:	learn: 0.0969884	total: 18.5s	remaining: 16.2s
534:	learn: 0.0966469	total: 18.6s	remaining: 16.1s
535:	learn: 0.0964680	total: 18.6s	remaining: 16.1s
536:	learn: 0.0959796	total: 18.7s	remaining: 16.1s
537:	learn: 0.0956235	total: 18.7s	remaining: 16.1s
538:	learn: 0.0952974	total: 18.8s	remaining: 16.1s
539:	learn: 0.0948252	total: 18.8s	remaining: 16s
540:	learn: 0.0944028	total: 18.9s	remaining: 16s
541:	learn: 0.0943092	total: 19s	remaining: 16s
542:	learn: 0.0941668	total: 19s	remaining: 16s
543:	learn: 0.0941385	total: 19.1s	remaining: 16s
544:	learn: 0.0937241	total: 19.1s	remaining: 16s
545:	learn: 0.0933689	total: 19.2s	remaining: 16s
546:	learn: 0.0930452	total: 19.3s	remaining: 15.9s
547:	learn: 0.0928396	total: 19.3s	remaining: 15.9s
548:	learn: 0.0926692	total: 19.4s	remaining: 15.9s
549:	learn: 0.0924950	total: 19.4s	remaining: 15.9s
550:	learn: 0.0922975	total: 19.5s	remaining: 15.9s
551:	learn: 0.0919549	total: 19.5s	remaining: 15.8s
552:	learn: 0.0918104	total: 19.5s	remaining: 15.8s
553:	learn: 0.0913507	total: 19.6s	remaining: 15.8s
554:	learn: 0.0909847	total: 19.6s	remaining: 15.7s
555:	learn: 0.0906312	total: 19.7s	remaining: 15.7s
556:	learn: 0.0904131	total: 19.7s	remaining: 15.7s
557:	learn: 0.0901325	total: 19.7s	remaining: 15.6s
558:	learn: 0.0898013	total: 19.8s	remaining: 15.6s
559:	learn: 0.0895051	total: 19.8s	remaining: 15.6s
560:	learn: 0.0893400	total: 19.8s	remaining: 15.5s
561:	learn: 0.0893054	total: 19.9s	remaining: 15.5s
562:	learn: 0.0889597	total: 19.9s	remaining: 15.4s
563:	learn: 0.0886554	total: 19.9s	remaining: 15.4s
564:	learn: 0.0883605	total: 20s	remaining: 15.4s
565:	learn: 0.0880192	total: 20s	remaining: 15.3s
566:	learn: 0.0876935	total: 20.1s	remaining: 15.3s
567:	learn: 0.0875056	total: 20.1s	remaining: 15.3s
568:	learn: 0.0873364	total: 20.1s	remaining: 15.3s
569:	learn: 0.0871043	total: 20.2s	remaining: 15.2s
570:	learn: 0.0866930	total: 20.3s	remaining: 15.2s
571:	learn: 0.0863883	total: 20.4s	remaining: 15.2s
572:	learn: 0.0861289	total: 20.4s	remaining: 15.2s
573:	learn: 0.0858121	total: 20.4s	remaining: 15.2s
574:	learn: 0.0855190	total: 20.5s	remaining: 15.1s
575:	learn: 0.0854280	total: 20.5s	remaining: 15.1s
576:	learn: 0.0852001	total: 20.6s	remaining: 15.1s
577:	learn: 0.0849550	total: 20.6s	remaining: 15.1s
578:	learn: 0.0846580	total: 20.7s	remaining: 15s
579:	learn: 0.0842110	total: 20.7s	remaining: 15s
580:	learn: 0.0841328	total: 20.7s	remaining: 14.9s
581:	learn: 0.0837405	total: 20.8s	remaining: 14.9s
582:	learn: 0.0835089	total: 20.8s	remaining: 14.9s
583:	learn: 0.0831053	total: 20.8s	remaining: 14.8s
584:	learn: 0.0827819	total: 20.9s	remaining: 14.8s
585:	learn: 0.0825516	total: 20.9s	remaining: 14.8s
586:	learn: 0.0822420	total: 20.9s	remaining: 14.7s
587:	learn: 0.0822101	total: 21s	remaining: 14.7s
588:	learn: 0.0820304	total: 21s	remaining: 14.7s
589:	learn: 0.0818112	total: 21.1s	remaining: 14.6s
590:	learn: 0.0815761	total: 21.1s	remaining: 14.6s
591:	learn: 0.0813327	total: 21.1s	remaining: 14.6s
592:	learn: 0.0811005	total: 21.2s	remaining: 14.5s
593:	learn: 0.0810839	total: 21.2s	remaining: 14.5s
594:	learn: 0.0806485	total: 21.2s	remaining: 14.4s
595:	learn: 0.0803298	total: 21.3s	remaining: 14.4s
596:	learn: 0.0800734	total: 21.3s	remaining: 14.4s
597:	learn: 0.0799691	total: 21.3s	remaining: 14.3s
598:	learn: 0.0795864	total: 21.4s	remaining: 14.3s
599:	learn: 0.0793281	total: 21.4s	remaining: 14.3s
600:	learn: 0.0789657	total: 21.4s	remaining: 14.2s
601:	learn: 0.0787528	total: 21.5s	remaining: 14.2s
602:	learn: 0.0786567	total: 21.5s	remaining: 14.2s
603:	learn: 0.0784272	total: 21.6s	remaining: 14.1s
604:	learn: 0.0781558	total: 21.6s	remaining: 14.1s
605:	learn: 0.0778090	total: 21.6s	remaining: 14.1s
606:	learn: 0.0775534	total: 21.7s	remaining: 14s
607:	learn: 0.0773245	total: 21.7s	remaining: 14s
608:	learn: 0.0771697	total: 21.7s	remaining: 14s
609:	learn: 0.0769019	total: 21.8s	remaining: 13.9s
610:	learn: 0.0768255	total: 21.8s	remaining: 13.9s
611:	learn: 0.0764967	total: 21.9s	remaining: 13.9s
612:	learn: 0.0764049	total: 21.9s	remaining: 13.8s
613:	learn: 0.0762033	total: 21.9s	remaining: 13.8s
614:	learn: 0.0758764	total: 22s	remaining: 13.8s
615:	learn: 0.0757566	total: 22s	remaining: 13.7s
616:	learn: 0.0754407	total: 22.1s	remaining: 13.7s
617:	learn: 0.0751620	total: 22.1s	remaining: 13.7s
618:	learn: 0.0748921	total: 22.1s	remaining: 13.6s
619:	learn: 0.0746641	total: 22.2s	remaining: 13.6s
620:	learn: 0.0743676	total: 22.2s	remaining: 13.5s
621:	learn: 0.0742799	total: 22.2s	remaining: 13.5s
622:	learn: 0.0742105	total: 22.3s	remaining: 13.5s
623:	learn: 0.0741143	total: 22.3s	remaining: 13.4s
624:	learn: 0.0739216	total: 22.4s	remaining: 13.4s
625:	learn: 0.0737279	total: 22.4s	remaining: 13.4s
626:	learn: 0.0734286	total: 22.4s	remaining: 13.4s
627:	learn: 0.0731701	total: 22.5s	remaining: 13.3s
628:	learn: 0.0729017	total: 22.5s	remaining: 13.3s
629:	learn: 0.0725952	total: 22.6s	remaining: 13.3s
630:	learn: 0.0723734	total: 22.6s	remaining: 13.2s
631:	learn: 0.0721008	total: 22.6s	remaining: 13.2s
632:	learn: 0.0718034	total: 22.7s	remaining: 13.2s
633:	learn: 0.0715711	total: 22.7s	remaining: 13.1s
634:	learn: 0.0713062	total: 22.8s	remaining: 13.1s
635:	learn: 0.0710343	total: 22.8s	remaining: 13s
636:	learn: 0.0709686	total: 22.8s	remaining: 13s
637:	learn: 0.0707984	total: 22.9s	remaining: 13s
638:	learn: 0.0705905	total: 22.9s	remaining: 12.9s
639:	learn: 0.0703058	total: 23s	remaining: 12.9s
640:	learn: 0.0700943	total: 23s	remaining: 12.9s
641:	learn: 0.0700736	total: 23s	remaining: 12.8s
642:	learn: 0.0699018	total: 23.1s	remaining: 12.8s
643:	learn: 0.0696497	total: 23.1s	remaining: 12.8s
644:	learn: 0.0694639	total: 23.1s	remaining: 12.7s
645:	learn: 0.0692643	total: 23.2s	remaining: 12.7s
646:	learn: 0.0692153	total: 23.2s	remaining: 12.7s
647:	learn: 0.0691842	total: 23.3s	remaining: 12.6s
648:	learn: 0.0689416	total: 23.3s	remaining: 12.6s
649:	learn: 0.0686918	total: 23.3s	remaining: 12.6s
650:	learn: 0.0683341	total: 23.4s	remaining: 12.5s
651:	learn: 0.0683096	total: 23.4s	remaining: 12.5s
652:	learn: 0.0681435	total: 23.5s	remaining: 12.5s
653:	learn: 0.0679447	total: 23.5s	remaining: 12.4s
654:	learn: 0.0678459	total: 23.5s	remaining: 12.4s
655:	learn: 0.0675211	total: 23.6s	remaining: 12.4s
656:	learn: 0.0672620	total: 23.6s	remaining: 12.3s
657:	learn: 0.0670614	total: 23.7s	remaining: 12.3s
658:	learn: 0.0667752	total: 23.7s	remaining: 12.3s
659:	learn: 0.0664913	total: 23.7s	remaining: 12.2s
660:	learn: 0.0662406	total: 23.8s	remaining: 12.2s
661:	learn: 0.0660367	total: 23.8s	remaining: 12.2s
662:	learn: 0.0657920	total: 23.8s	remaining: 12.1s
663:	learn: 0.0657046	total: 23.9s	remaining: 12.1s
664:	learn: 0.0655199	total: 23.9s	remaining: 12.1s
665:	learn: 0.0652879	total: 23.9s	remaining: 12s
666:	learn: 0.0650557	total: 24s	remaining: 12s
667:	learn: 0.0648056	total: 24s	remaining: 11.9s
668:	learn: 0.0644965	total: 24s	remaining: 11.9s
669:	learn: 0.0642809	total: 24.1s	remaining: 11.9s
670:	learn: 0.0640371	total: 24.1s	remaining: 11.8s
671:	learn: 0.0638792	total: 24.2s	remaining: 11.8s
672:	learn: 0.0636981	total: 24.2s	remaining: 11.8s
673:	learn: 0.0634643	total: 24.2s	remaining: 11.7s
674:	learn: 0.0632488	total: 24.3s	remaining: 11.7s
675:	learn: 0.0632279	total: 24.3s	remaining: 11.7s
676:	learn: 0.0630349	total: 24.4s	remaining: 11.6s
677:	learn: 0.0628923	total: 24.4s	remaining: 11.6s
678:	learn: 0.0628445	total: 24.4s	remaining: 11.5s
679:	learn: 0.0626301	total: 24.5s	remaining: 11.5s
680:	learn: 0.0624086	total: 24.5s	remaining: 11.5s
681:	learn: 0.0621601	total: 24.5s	remaining: 11.4s
682:	learn: 0.0620413	total: 24.6s	remaining: 11.4s
683:	learn: 0.0617313	total: 24.6s	remaining: 11.4s
684:	learn: 0.0615314	total: 24.7s	remaining: 11.3s
685:	learn: 0.0612574	total: 24.7s	remaining: 11.3s
686:	learn: 0.0610536	total: 24.7s	remaining: 11.3s
687:	learn: 0.0609680	total: 24.8s	remaining: 11.2s
688:	learn: 0.0607739	total: 24.8s	remaining: 11.2s
689:	learn: 0.0605750	total: 24.8s	remaining: 11.2s
690:	learn: 0.0603516	total: 24.9s	remaining: 11.1s
691:	learn: 0.0600860	total: 24.9s	remaining: 11.1s
692:	learn: 0.0598775	total: 25s	remaining: 11.1s
693:	learn: 0.0597644	total: 25s	remaining: 11s
694:	learn: 0.0594697	total: 25s	remaining: 11s
695:	learn: 0.0592162	total: 25.1s	remaining: 11s
696:	learn: 0.0589257	total: 25.1s	remaining: 10.9s
697:	learn: 0.0586985	total: 25.1s	remaining: 10.9s
698:	learn: 0.0584354	total: 25.2s	remaining: 10.8s
699:	learn: 0.0583973	total: 25.2s	remaining: 10.8s
700:	learn: 0.0583010	total: 25.3s	remaining: 10.8s
701:	learn: 0.0580988	total: 25.3s	remaining: 10.7s
702:	learn: 0.0578910	total: 25.3s	remaining: 10.7s
703:	learn: 0.0577842	total: 25.4s	remaining: 10.7s
704:	learn: 0.0574997	total: 25.4s	remaining: 10.6s
705:	learn: 0.0573128	total: 25.4s	remaining: 10.6s
706:	learn: 0.0572095	total: 25.5s	remaining: 10.5s
707:	learn: 0.0569996	total: 25.5s	remaining: 10.5s
708:	learn: 0.0568387	total: 25.5s	remaining: 10.5s
709:	learn: 0.0566194	total: 25.6s	remaining: 10.4s
710:	learn: 0.0564124	total: 25.6s	remaining: 10.4s
711:	learn: 0.0563852	total: 25.6s	remaining: 10.4s
712:	learn: 0.0561649	total: 25.6s	remaining: 10.3s
713:	learn: 0.0559951	total: 25.7s	remaining: 10.3s
714:	learn: 0.0559716	total: 25.7s	remaining: 10.2s
715:	learn: 0.0557786	total: 25.8s	remaining: 10.2s
716:	learn: 0.0554866	total: 25.8s	remaining: 10.2s
717:	learn: 0.0552530	total: 25.8s	remaining: 10.1s
718:	learn: 0.0550206	total: 25.9s	remaining: 10.1s
719:	learn: 0.0548466	total: 25.9s	remaining: 10.1s
720:	learn: 0.0547080	total: 26s	remaining: 10s
721:	learn: 0.0545339	total: 26s	remaining: 10s
722:	learn: 0.0543654	total: 26s	remaining: 9.97s
723:	learn: 0.0541238	total: 26.1s	remaining: 9.93s
724:	learn: 0.0539632	total: 26.1s	remaining: 9.9s
725:	learn: 0.0539137	total: 26.1s	remaining: 9.85s
726:	learn: 0.0537150	total: 26.1s	remaining: 9.82s
727:	learn: 0.0536909	total: 26.1s	remaining: 9.77s
728:	learn: 0.0535202	total: 26.2s	remaining: 9.73s
729:	learn: 0.0533376	total: 26.2s	remaining: 9.7s
730:	learn: 0.0533143	total: 26.2s	remaining: 9.66s
731:	learn: 0.0530767	total: 26.3s	remaining: 9.62s
732:	learn: 0.0530031	total: 26.3s	remaining: 9.59s
733:	learn: 0.0529540	total: 26.4s	remaining: 9.55s
734:	learn: 0.0527498	total: 26.4s	remaining: 9.52s
735:	learn: 0.0526866	total: 26.4s	remaining: 9.48s
736:	learn: 0.0525591	total: 26.5s	remaining: 9.44s
737:	learn: 0.0523605	total: 26.5s	remaining: 9.41s
738:	learn: 0.0523412	total: 26.5s	remaining: 9.36s
739:	learn: 0.0521183	total: 26.5s	remaining: 9.33s
740:	learn: 0.0519585	total: 26.6s	remaining: 9.29s
741:	learn: 0.0518416	total: 26.6s	remaining: 9.26s
742:	learn: 0.0515804	total: 26.7s	remaining: 9.22s
743:	learn: 0.0514075	total: 26.7s	remaining: 9.19s
744:	learn: 0.0511452	total: 26.7s	remaining: 9.15s
745:	learn: 0.0508888	total: 26.8s	remaining: 9.11s
746:	learn: 0.0507208	total: 26.8s	remaining: 9.08s
747:	learn: 0.0505501	total: 26.8s	remaining: 9.04s
748:	learn: 0.0503865	total: 26.9s	remaining: 9.01s
749:	learn: 0.0501396	total: 26.9s	remaining: 8.97s
750:	learn: 0.0499710	total: 27s	remaining: 8.94s
751:	learn: 0.0498226	total: 27s	remaining: 8.9s
752:	learn: 0.0496182	total: 27s	remaining: 8.86s
753:	learn: 0.0494792	total: 27.1s	remaining: 8.83s
754:	learn: 0.0494375	total: 27.1s	remaining: 8.79s
755:	learn: 0.0492874	total: 27.1s	remaining: 8.76s
756:	learn: 0.0491001	total: 27.2s	remaining: 8.72s
757:	learn: 0.0489200	total: 27.2s	remaining: 8.69s
758:	learn: 0.0486882	total: 27.3s	remaining: 8.65s
759:	learn: 0.0485865	total: 27.3s	remaining: 8.62s
760:	learn: 0.0483976	total: 27.3s	remaining: 8.59s
761:	learn: 0.0482796	total: 27.4s	remaining: 8.56s
762:	learn: 0.0482239	total: 27.4s	remaining: 8.52s
763:	learn: 0.0480443	total: 27.5s	remaining: 8.5s
764:	learn: 0.0478597	total: 27.6s	remaining: 8.46s
765:	learn: 0.0477376	total: 27.6s	remaining: 8.43s
766:	learn: 0.0476291	total: 27.7s	remaining: 8.41s
767:	learn: 0.0475163	total: 27.7s	remaining: 8.37s
768:	learn: 0.0473974	total: 27.8s	remaining: 8.34s
769:	learn: 0.0472295	total: 27.8s	remaining: 8.31s
770:	learn: 0.0470466	total: 27.9s	remaining: 8.27s
771:	learn: 0.0468480	total: 27.9s	remaining: 8.24s
772:	learn: 0.0466794	total: 27.9s	remaining: 8.2s
773:	learn: 0.0465580	total: 28s	remaining: 8.17s
774:	learn: 0.0464456	total: 28s	remaining: 8.13s
775:	learn: 0.0463300	total: 28.1s	remaining: 8.1s
776:	learn: 0.0461229	total: 28.1s	remaining: 8.06s
777:	learn: 0.0460193	total: 28.1s	remaining: 8.03s
778:	learn: 0.0457853	total: 28.2s	remaining: 7.99s
779:	learn: 0.0456046	total: 28.2s	remaining: 7.95s
780:	learn: 0.0455850	total: 28.2s	remaining: 7.92s
781:	learn: 0.0454239	total: 28.3s	remaining: 7.88s
782:	learn: 0.0452432	total: 28.3s	remaining: 7.85s
783:	learn: 0.0451173	total: 28.4s	remaining: 7.82s
784:	learn: 0.0449247	total: 28.4s	remaining: 7.78s
785:	learn: 0.0447573	total: 28.4s	remaining: 7.75s
786:	learn: 0.0446893	total: 28.5s	remaining: 7.71s
787:	learn: 0.0446694	total: 28.5s	remaining: 7.67s
788:	learn: 0.0445885	total: 28.5s	remaining: 7.63s
789:	learn: 0.0445217	total: 28.6s	remaining: 7.59s
790:	learn: 0.0444752	total: 28.6s	remaining: 7.56s
791:	learn: 0.0442993	total: 28.7s	remaining: 7.53s
792:	learn: 0.0441702	total: 28.7s	remaining: 7.49s
793:	learn: 0.0441033	total: 28.7s	remaining: 7.45s
794:	learn: 0.0439180	total: 28.7s	remaining: 7.41s
795:	learn: 0.0439025	total: 28.8s	remaining: 7.38s
796:	learn: 0.0438115	total: 28.9s	remaining: 7.36s
797:	learn: 0.0435980	total: 28.9s	remaining: 7.33s
798:	learn: 0.0435201	total: 29s	remaining: 7.29s
799:	learn: 0.0433828	total: 29s	remaining: 7.26s
800:	learn: 0.0432237	total: 29.1s	remaining: 7.22s
801:	learn: 0.0431057	total: 29.1s	remaining: 7.19s
802:	learn: 0.0430301	total: 29.2s	remaining: 7.15s
803:	learn: 0.0429229	total: 29.2s	remaining: 7.12s
804:	learn: 0.0428904	total: 29.2s	remaining: 7.07s
805:	learn: 0.0428746	total: 29.2s	remaining: 7.04s
806:	learn: 0.0427535	total: 29.3s	remaining: 7s
807:	learn: 0.0425923	total: 29.3s	remaining: 6.97s
808:	learn: 0.0424707	total: 29.4s	remaining: 6.93s
809:	learn: 0.0423800	total: 29.4s	remaining: 6.89s
810:	learn: 0.0423543	total: 29.4s	remaining: 6.86s
811:	learn: 0.0423388	total: 29.5s	remaining: 6.82s
812:	learn: 0.0423155	total: 29.5s	remaining: 6.79s
813:	learn: 0.0421462	total: 29.5s	remaining: 6.75s
814:	learn: 0.0420161	total: 29.6s	remaining: 6.71s
815:	learn: 0.0418758	total: 29.6s	remaining: 6.68s
816:	learn: 0.0417147	total: 29.7s	remaining: 6.64s
817:	learn: 0.0415578	total: 29.7s	remaining: 6.61s
818:	learn: 0.0414170	total: 29.7s	remaining: 6.57s
819:	learn: 0.0412840	total: 29.8s	remaining: 6.53s
820:	learn: 0.0411712	total: 29.8s	remaining: 6.5s
821:	learn: 0.0411403	total: 29.8s	remaining: 6.46s
822:	learn: 0.0409866	total: 29.9s	remaining: 6.43s
823:	learn: 0.0409209	total: 29.9s	remaining: 6.39s
824:	learn: 0.0407878	total: 30s	remaining: 6.36s
825:	learn: 0.0405914	total: 30s	remaining: 6.32s
826:	learn: 0.0405568	total: 30s	remaining: 6.29s
827:	learn: 0.0404541	total: 30.1s	remaining: 6.25s
828:	learn: 0.0404193	total: 30.1s	remaining: 6.21s
829:	learn: 0.0402675	total: 30.2s	remaining: 6.18s
830:	learn: 0.0401557	total: 30.2s	remaining: 6.13s
831:	learn: 0.0400361	total: 30.2s	remaining: 6.1s
832:	learn: 0.0399328	total: 30.3s	remaining: 6.07s
833:	learn: 0.0398171	total: 30.3s	remaining: 6.03s
834:	learn: 0.0397672	total: 30.3s	remaining: 5.99s
835:	learn: 0.0397192	total: 30.4s	remaining: 5.96s
836:	learn: 0.0395685	total: 30.4s	remaining: 5.92s
837:	learn: 0.0394203	total: 30.4s	remaining: 5.88s
838:	learn: 0.0392858	total: 30.5s	remaining: 5.85s
839:	learn: 0.0392087	total: 30.5s	remaining: 5.81s
840:	learn: 0.0390838	total: 30.6s	remaining: 5.78s
841:	learn: 0.0389211	total: 30.6s	remaining: 5.74s
842:	learn: 0.0387336	total: 30.6s	remaining: 5.7s
843:	learn: 0.0386546	total: 30.7s	remaining: 5.67s
844:	learn: 0.0385425	total: 30.7s	remaining: 5.63s
845:	learn: 0.0384379	total: 30.7s	remaining: 5.59s
846:	learn: 0.0382983	total: 30.8s	remaining: 5.56s
847:	learn: 0.0381871	total: 30.8s	remaining: 5.52s
848:	learn: 0.0380658	total: 30.9s	remaining: 5.49s
849:	learn: 0.0379158	total: 30.9s	remaining: 5.45s
850:	learn: 0.0379013	total: 30.9s	remaining: 5.42s
851:	learn: 0.0377235	total: 31s	remaining: 5.38s
852:	learn: 0.0375969	total: 31s	remaining: 5.35s
853:	learn: 0.0374569	total: 31.1s	remaining: 5.31s
854:	learn: 0.0373431	total: 31.1s	remaining: 5.27s
855:	learn: 0.0371816	total: 31.1s	remaining: 5.24s
856:	learn: 0.0370419	total: 31.2s	remaining: 5.2s
857:	learn: 0.0369193	total: 31.2s	remaining: 5.17s
858:	learn: 0.0369023	total: 31.3s	remaining: 5.13s
859:	learn: 0.0367627	total: 31.3s	remaining: 5.09s
860:	learn: 0.0367101	total: 31.3s	remaining: 5.06s
861:	learn: 0.0366061	total: 31.4s	remaining: 5.02s
862:	learn: 0.0364748	total: 31.5s	remaining: 4.99s
863:	learn: 0.0364552	total: 31.5s	remaining: 4.96s
864:	learn: 0.0363457	total: 31.5s	remaining: 4.92s
865:	learn: 0.0362040	total: 31.6s	remaining: 4.89s
866:	learn: 0.0361037	total: 31.6s	remaining: 4.85s
867:	learn: 0.0359715	total: 31.7s	remaining: 4.82s
868:	learn: 0.0359486	total: 31.7s	remaining: 4.78s
869:	learn: 0.0358485	total: 31.7s	remaining: 4.74s
870:	learn: 0.0356449	total: 31.8s	remaining: 4.71s
871:	learn: 0.0355029	total: 31.8s	remaining: 4.67s
872:	learn: 0.0353335	total: 31.9s	remaining: 4.63s
873:	learn: 0.0352327	total: 31.9s	remaining: 4.6s
874:	learn: 0.0350601	total: 31.9s	remaining: 4.56s
875:	learn: 0.0350029	total: 32s	remaining: 4.53s
876:	learn: 0.0348709	total: 32s	remaining: 4.49s
877:	learn: 0.0347708	total: 32.1s	remaining: 4.45s
878:	learn: 0.0346155	total: 32.1s	remaining: 4.42s
879:	learn: 0.0344457	total: 32.1s	remaining: 4.38s
880:	learn: 0.0343348	total: 32.2s	remaining: 4.34s
881:	learn: 0.0341994	total: 32.2s	remaining: 4.31s
882:	learn: 0.0340730	total: 32.2s	remaining: 4.27s
883:	learn: 0.0339576	total: 32.3s	remaining: 4.24s
884:	learn: 0.0338387	total: 32.3s	remaining: 4.2s
885:	learn: 0.0338241	total: 32.4s	remaining: 4.16s
886:	learn: 0.0338057	total: 32.4s	remaining: 4.13s
887:	learn: 0.0337332	total: 32.4s	remaining: 4.09s
888:	learn: 0.0336388	total: 32.5s	remaining: 4.05s
889:	learn: 0.0334906	total: 32.5s	remaining: 4.02s
890:	learn: 0.0333840	total: 32.6s	remaining: 3.98s
891:	learn: 0.0332397	total: 32.6s	remaining: 3.95s
892:	learn: 0.0331180	total: 32.6s	remaining: 3.91s
893:	learn: 0.0330576	total: 32.7s	remaining: 3.87s
894:	learn: 0.0329925	total: 32.7s	remaining: 3.84s
895:	learn: 0.0328774	total: 32.8s	remaining: 3.8s
896:	learn: 0.0327599	total: 32.8s	remaining: 3.77s
897:	learn: 0.0326374	total: 32.9s	remaining: 3.73s
898:	learn: 0.0325414	total: 32.9s	remaining: 3.7s
899:	learn: 0.0323899	total: 32.9s	remaining: 3.66s
900:	learn: 0.0322658	total: 33s	remaining: 3.62s
901:	learn: 0.0321593	total: 33s	remaining: 3.59s
902:	learn: 0.0320257	total: 33.1s	remaining: 3.55s
903:	learn: 0.0318876	total: 33.1s	remaining: 3.52s
904:	learn: 0.0318578	total: 33.1s	remaining: 3.48s
905:	learn: 0.0317988	total: 33.2s	remaining: 3.44s
906:	learn: 0.0316269	total: 33.2s	remaining: 3.41s
907:	learn: 0.0315458	total: 33.3s	remaining: 3.37s
908:	learn: 0.0314679	total: 33.3s	remaining: 3.33s
909:	learn: 0.0313207	total: 33.4s	remaining: 3.3s
910:	learn: 0.0312596	total: 33.4s	remaining: 3.26s
911:	learn: 0.0311885	total: 33.4s	remaining: 3.23s
912:	learn: 0.0311638	total: 33.5s	remaining: 3.19s
913:	learn: 0.0310802	total: 33.5s	remaining: 3.15s
914:	learn: 0.0309511	total: 33.6s	remaining: 3.12s
915:	learn: 0.0308691	total: 33.6s	remaining: 3.08s
916:	learn: 0.0307799	total: 33.7s	remaining: 3.05s
917:	learn: 0.0306808	total: 33.7s	remaining: 3.01s
918:	learn: 0.0306433	total: 33.7s	remaining: 2.97s
919:	learn: 0.0306320	total: 33.8s	remaining: 2.94s
920:	learn: 0.0305229	total: 33.8s	remaining: 2.9s
921:	learn: 0.0304004	total: 33.8s	remaining: 2.86s
922:	learn: 0.0302962	total: 33.9s	remaining: 2.83s
923:	learn: 0.0302484	total: 33.9s	remaining: 2.79s
924:	learn: 0.0301668	total: 34s	remaining: 2.76s
925:	learn: 0.0300294	total: 34.2s	remaining: 2.73s
926:	learn: 0.0299619	total: 34.3s	remaining: 2.7s
927:	learn: 0.0299371	total: 34.3s	remaining: 2.66s
928:	learn: 0.0298287	total: 34.4s	remaining: 2.63s
929:	learn: 0.0297602	total: 34.5s	remaining: 2.59s
930:	learn: 0.0297405	total: 34.5s	remaining: 2.56s
931:	learn: 0.0296895	total: 34.6s	remaining: 2.52s
932:	learn: 0.0295686	total: 34.6s	remaining: 2.48s
933:	learn: 0.0295131	total: 34.7s	remaining: 2.45s
934:	learn: 0.0294580	total: 34.7s	remaining: 2.41s
935:	learn: 0.0293676	total: 34.8s	remaining: 2.38s
936:	learn: 0.0292265	total: 34.8s	remaining: 2.34s
937:	learn: 0.0292109	total: 34.8s	remaining: 2.3s
938:	learn: 0.0291882	total: 34.9s	remaining: 2.27s
939:	learn: 0.0290508	total: 35s	remaining: 2.23s
940:	learn: 0.0289684	total: 35s	remaining: 2.19s
941:	learn: 0.0289570	total: 35s	remaining: 2.16s
942:	learn: 0.0288699	total: 35.1s	remaining: 2.12s
943:	learn: 0.0287772	total: 35.2s	remaining: 2.08s
944:	learn: 0.0287422	total: 35.2s	remaining: 2.05s
945:	learn: 0.0286324	total: 35.3s	remaining: 2.01s
946:	learn: 0.0285377	total: 35.3s	remaining: 1.98s
947:	learn: 0.0284378	total: 35.3s	remaining: 1.94s
948:	learn: 0.0283192	total: 35.4s	remaining: 1.9s
949:	learn: 0.0283060	total: 35.4s	remaining: 1.86s
950:	learn: 0.0282457	total: 35.5s	remaining: 1.83s
951:	learn: 0.0281622	total: 35.5s	remaining: 1.79s
952:	learn: 0.0280606	total: 35.6s	remaining: 1.75s
953:	learn: 0.0279708	total: 35.6s	remaining: 1.72s
954:	learn: 0.0279257	total: 35.7s	remaining: 1.68s
955:	learn: 0.0278419	total: 35.7s	remaining: 1.64s
956:	learn: 0.0277579	total: 35.8s	remaining: 1.61s
957:	learn: 0.0277264	total: 35.8s	remaining: 1.57s
958:	learn: 0.0276292	total: 35.9s	remaining: 1.53s
959:	learn: 0.0275428	total: 35.9s	remaining: 1.5s
960:	learn: 0.0274613	total: 35.9s	remaining: 1.46s
961:	learn: 0.0273342	total: 36s	remaining: 1.42s
962:	learn: 0.0272889	total: 36s	remaining: 1.38s
963:	learn: 0.0271899	total: 36.1s	remaining: 1.35s
964:	learn: 0.0271289	total: 36.1s	remaining: 1.31s
965:	learn: 0.0270304	total: 36.2s	remaining: 1.27s
966:	learn: 0.0269436	total: 36.2s	remaining: 1.24s
967:	learn: 0.0268463	total: 36.2s	remaining: 1.2s
968:	learn: 0.0267640	total: 36.3s	remaining: 1.16s
969:	learn: 0.0266819	total: 36.4s	remaining: 1.12s
970:	learn: 0.0265521	total: 36.4s	remaining: 1.09s
971:	learn: 0.0265015	total: 36.4s	remaining: 1.05s
972:	learn: 0.0264072	total: 36.5s	remaining: 1.01s
973:	learn: 0.0262986	total: 36.5s	remaining: 975ms
974:	learn: 0.0262689	total: 36.6s	remaining: 938ms
975:	learn: 0.0261658	total: 36.6s	remaining: 900ms
976:	learn: 0.0261404	total: 36.6s	remaining: 862ms
977:	learn: 0.0260643	total: 36.7s	remaining: 825ms
978:	learn: 0.0259961	total: 36.7s	remaining: 787ms
979:	learn: 0.0259324	total: 36.8s	remaining: 750ms
980:	learn: 0.0258206	total: 36.8s	remaining: 713ms
981:	learn: 0.0258131	total: 36.8s	remaining: 675ms
982:	learn: 0.0257427	total: 36.9s	remaining: 638ms
983:	learn: 0.0256542	total: 36.9s	remaining: 600ms
984:	learn: 0.0255750	total: 37s	remaining: 563ms
985:	learn: 0.0255349	total: 37s	remaining: 525ms
986:	learn: 0.0254353	total: 37.1s	remaining: 488ms
987:	learn: 0.0253573	total: 37.1s	remaining: 451ms
988:	learn: 0.0252715	total: 37.1s	remaining: 413ms
989:	learn: 0.0251780	total: 37.2s	remaining: 376ms
990:	learn: 0.0250434	total: 37.2s	remaining: 338ms
991:	learn: 0.0249642	total: 37.3s	remaining: 301ms
992:	learn: 0.0249420	total: 37.3s	remaining: 263ms
993:	learn: 0.0248606	total: 37.4s	remaining: 225ms
994:	learn: 0.0247666	total: 37.4s	remaining: 188ms
995:	learn: 0.0246731	total: 37.5s	remaining: 150ms
996:	learn: 0.0245715	total: 37.5s	remaining: 113ms
997:	learn: 0.0244540	total: 37.6s	remaining: 75.3ms
998:	learn: 0.0243655	total: 37.6s	remaining: 37.6ms
999:	learn: 0.0242658	total: 37.7s	remaining: 0us

grid = {'learning_rate': [0.03, 0.1],
        'depth': [4, 6, 10],
        'l2_leaf_reg': [1, 3, 5, 7, 9]}

cb = RandomizedSearchCV(estimator = model10, 
                        param_distributions = grid,
                        scoring='neg_mean_squared_error',
                        n_iter = 10, 
                        cv = 5, 
                        verbose=2, 
                        random_state=42, 
                        n_jobs = 1)

cb.fit(X_train,logy_train)
cb.best_params_

Fitting 5 folds for each of 10 candidates, totalling 50 fits
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=10 ......................

[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.

0:	learn: 0.8709304	total: 164ms	remaining: 2m 43s
1:	learn: 0.8429540	total: 192ms	remaining: 1m 35s
2:	learn: 0.8214406	total: 220ms	remaining: 1m 12s
3:	learn: 0.8038539	total: 254ms	remaining: 1m 3s
4:	learn: 0.7729098	total: 285ms	remaining: 56.7s
5:	learn: 0.7525186	total: 318ms	remaining: 52.6s
6:	learn: 0.7333868	total: 352ms	remaining: 50s
7:	learn: 0.7044704	total: 392ms	remaining: 48.6s
8:	learn: 0.6854482	total: 426ms	remaining: 46.9s
9:	learn: 0.6655584	total: 434ms	remaining: 43s
10:	learn: 0.6393700	total: 467ms	remaining: 42s
11:	learn: 0.6225105	total: 500ms	remaining: 41.2s
12:	learn: 0.6070492	total: 538ms	remaining: 40.8s
13:	learn: 0.5868217	total: 555ms	remaining: 39.1s
14:	learn: 0.5712021	total: 584ms	remaining: 38.4s
15:	learn: 0.5561246	total: 621ms	remaining: 38.2s
16:	learn: 0.5414002	total: 653ms	remaining: 37.8s
17:	learn: 0.5254315	total: 681ms	remaining: 37.2s
18:	learn: 0.5138051	total: 711ms	remaining: 36.7s
19:	learn: 0.4984130	total: 740ms	remaining: 36.3s
20:	learn: 0.4854824	total: 775ms	remaining: 36.1s
21:	learn: 0.4744186	total: 806ms	remaining: 35.8s
22:	learn: 0.4630856	total: 834ms	remaining: 35.4s
23:	learn: 0.4538043	total: 865ms	remaining: 35.2s
24:	learn: 0.4462957	total: 894ms	remaining: 34.8s
25:	learn: 0.4371349	total: 923ms	remaining: 34.6s
26:	learn: 0.4271124	total: 925ms	remaining: 33.3s
27:	learn: 0.4199851	total: 959ms	remaining: 33.3s
28:	learn: 0.4128454	total: 992ms	remaining: 33.2s
29:	learn: 0.4046514	total: 1.02s	remaining: 33s
30:	learn: 0.3974823	total: 1.05s	remaining: 32.9s
31:	learn: 0.3897536	total: 1.06s	remaining: 32s
32:	learn: 0.3826273	total: 1.08s	remaining: 31.8s
33:	learn: 0.3770667	total: 1.11s	remaining: 31.7s
34:	learn: 0.3707996	total: 1.15s	remaining: 31.7s
35:	learn: 0.3641810	total: 1.18s	remaining: 31.7s
36:	learn: 0.3590315	total: 1.21s	remaining: 31.6s
37:	learn: 0.3536937	total: 1.25s	remaining: 31.5s
38:	learn: 0.3471671	total: 1.25s	remaining: 30.7s
39:	learn: 0.3423754	total: 1.28s	remaining: 30.7s
40:	learn: 0.3376912	total: 1.3s	remaining: 30.5s
41:	learn: 0.3327816	total: 1.34s	remaining: 30.6s
42:	learn: 0.3293057	total: 1.37s	remaining: 30.5s
43:	learn: 0.3243858	total: 1.4s	remaining: 30.4s
44:	learn: 0.3205268	total: 1.43s	remaining: 30.4s
45:	learn: 0.3162238	total: 1.46s	remaining: 30.3s
46:	learn: 0.3118889	total: 1.49s	remaining: 30.2s
47:	learn: 0.3082028	total: 1.52s	remaining: 30.2s
48:	learn: 0.3069159	total: 1.55s	remaining: 30.1s
49:	learn: 0.3028436	total: 1.58s	remaining: 30s
50:	learn: 0.2979920	total: 1.61s	remaining: 29.9s
51:	learn: 0.2945525	total: 1.64s	remaining: 29.8s
52:	learn: 0.2912785	total: 1.64s	remaining: 29.3s
53:	learn: 0.2908877	total: 1.64s	remaining: 28.7s
54:	learn: 0.2871715	total: 1.67s	remaining: 28.7s
55:	learn: 0.2832569	total: 1.7s	remaining: 28.7s
56:	learn: 0.2798979	total: 1.74s	remaining: 28.7s
57:	learn: 0.2794809	total: 1.74s	remaining: 28.2s
58:	learn: 0.2753059	total: 1.77s	remaining: 28.2s
59:	learn: 0.2741895	total: 1.8s	remaining: 28.3s
60:	learn: 0.2736807	total: 1.81s	remaining: 27.9s
61:	learn: 0.2728098	total: 1.84s	remaining: 27.8s
62:	learn: 0.2695624	total: 1.87s	remaining: 27.8s
63:	learn: 0.2686138	total: 1.87s	remaining: 27.4s
64:	learn: 0.2677253	total: 1.88s	remaining: 27.1s
65:	learn: 0.2644464	total: 1.91s	remaining: 27.1s
66:	learn: 0.2635914	total: 1.94s	remaining: 27.1s
67:	learn: 0.2591161	total: 1.97s	remaining: 27s
68:	learn: 0.2582719	total: 2s	remaining: 27s
69:	learn: 0.2573287	total: 2.03s	remaining: 27s
70:	learn: 0.2565151	total: 2.03s	remaining: 26.6s
71:	learn: 0.2557579	total: 2.04s	remaining: 26.3s
72:	learn: 0.2548497	total: 2.07s	remaining: 26.3s
73:	learn: 0.2541779	total: 2.1s	remaining: 26.3s
74:	learn: 0.2535912	total: 2.11s	remaining: 26s
75:	learn: 0.2529675	total: 2.12s	remaining: 25.8s
76:	learn: 0.2519970	total: 2.13s	remaining: 25.6s
77:	learn: 0.2498537	total: 2.16s	remaining: 25.6s
78:	learn: 0.2467113	total: 2.19s	remaining: 25.5s
79:	learn: 0.2459454	total: 2.19s	remaining: 25.2s
80:	learn: 0.2453345	total: 2.22s	remaining: 25.2s
81:	learn: 0.2423697	total: 2.25s	remaining: 25.2s
82:	learn: 0.2418731	total: 2.25s	remaining: 24.9s
83:	learn: 0.2377205	total: 2.29s	remaining: 25s
84:	learn: 0.2351882	total: 2.32s	remaining: 25s
85:	learn: 0.2325363	total: 2.35s	remaining: 24.9s
86:	learn: 0.2320124	total: 2.38s	remaining: 24.9s
87:	learn: 0.2311926	total: 2.38s	remaining: 24.7s
88:	learn: 0.2303684	total: 2.41s	remaining: 24.7s
89:	learn: 0.2258746	total: 2.44s	remaining: 24.6s
90:	learn: 0.2251406	total: 2.44s	remaining: 24.4s
91:	learn: 0.2231644	total: 2.48s	remaining: 24.4s
92:	learn: 0.2210312	total: 2.51s	remaining: 24.4s
93:	learn: 0.2181038	total: 2.53s	remaining: 24.4s
94:	learn: 0.2176015	total: 2.56s	remaining: 24.4s
95:	learn: 0.2152509	total: 2.59s	remaining: 24.4s
96:	learn: 0.2135280	total: 2.62s	remaining: 24.4s
97:	learn: 0.2131174	total: 2.62s	remaining: 24.1s
98:	learn: 0.2107945	total: 2.66s	remaining: 24.2s
99:	learn: 0.2100796	total: 2.69s	remaining: 24.2s
100:	learn: 0.2094369	total: 2.71s	remaining: 24.2s
101:	learn: 0.2091151	total: 2.72s	remaining: 23.9s
102:	learn: 0.2066683	total: 2.75s	remaining: 23.9s
103:	learn: 0.2060018	total: 2.77s	remaining: 23.9s
104:	learn: 0.2027138	total: 2.8s	remaining: 23.9s
105:	learn: 0.2023476	total: 2.84s	remaining: 23.9s
106:	learn: 0.2019497	total: 2.87s	remaining: 23.9s
107:	learn: 0.2008384	total: 2.9s	remaining: 23.9s
108:	learn: 0.1982684	total: 2.92s	remaining: 23.9s
109:	learn: 0.1958190	total: 2.95s	remaining: 23.9s
110:	learn: 0.1944678	total: 2.98s	remaining: 23.9s
111:	learn: 0.1928500	total: 3.02s	remaining: 23.9s
112:	learn: 0.1904203	total: 3.05s	remaining: 23.9s
113:	learn: 0.1886415	total: 3.08s	remaining: 23.9s
114:	learn: 0.1881683	total: 3.11s	remaining: 23.9s
115:	learn: 0.1862016	total: 3.13s	remaining: 23.9s
116:	learn: 0.1849728	total: 3.16s	remaining: 23.9s
117:	learn: 0.1826389	total: 3.19s	remaining: 23.9s
118:	learn: 0.1806753	total: 3.23s	remaining: 23.9s
119:	learn: 0.1797878	total: 3.25s	remaining: 23.8s
120:	learn: 0.1779991	total: 3.27s	remaining: 23.8s
121:	learn: 0.1773657	total: 3.29s	remaining: 23.7s
122:	learn: 0.1767731	total: 3.31s	remaining: 23.6s
123:	learn: 0.1764367	total: 3.33s	remaining: 23.5s
124:	learn: 0.1740936	total: 3.35s	remaining: 23.5s
125:	learn: 0.1733113	total: 3.36s	remaining: 23.3s
126:	learn: 0.1726438	total: 3.38s	remaining: 23.3s
127:	learn: 0.1721232	total: 3.42s	remaining: 23.3s
128:	learn: 0.1702967	total: 3.45s	remaining: 23.3s
129:	learn: 0.1698210	total: 3.46s	remaining: 23.1s
130:	learn: 0.1678605	total: 3.48s	remaining: 23.1s
131:	learn: 0.1654508	total: 3.51s	remaining: 23.1s
132:	learn: 0.1651181	total: 3.54s	remaining: 23.1s
133:	learn: 0.1646676	total: 3.57s	remaining: 23.1s
134:	learn: 0.1629594	total: 3.6s	remaining: 23.1s
135:	learn: 0.1612458	total: 3.63s	remaining: 23.1s
136:	learn: 0.1609551	total: 3.66s	remaining: 23.1s
137:	learn: 0.1598400	total: 3.69s	remaining: 23.1s
138:	learn: 0.1582589	total: 3.72s	remaining: 23s
139:	learn: 0.1565784	total: 3.75s	remaining: 23s
140:	learn: 0.1560744	total: 3.78s	remaining: 23s
141:	learn: 0.1540777	total: 3.81s	remaining: 23s
142:	learn: 0.1521509	total: 3.84s	remaining: 23s
143:	learn: 0.1511634	total: 3.87s	remaining: 23s
144:	learn: 0.1503891	total: 3.87s	remaining: 22.8s
145:	learn: 0.1499433	total: 3.9s	remaining: 22.8s
146:	learn: 0.1495210	total: 3.93s	remaining: 22.8s
147:	learn: 0.1492232	total: 3.94s	remaining: 22.7s
148:	learn: 0.1472341	total: 3.97s	remaining: 22.7s
149:	learn: 0.1469364	total: 4s	remaining: 22.7s
150:	learn: 0.1461205	total: 4.04s	remaining: 22.7s
151:	learn: 0.1458060	total: 4.04s	remaining: 22.5s
152:	learn: 0.1444973	total: 4.07s	remaining: 22.5s
153:	learn: 0.1441435	total: 4.08s	remaining: 22.4s
154:	learn: 0.1424223	total: 4.11s	remaining: 22.4s
155:	learn: 0.1408836	total: 4.13s	remaining: 22.4s
156:	learn: 0.1405584	total: 4.16s	remaining: 22.4s
157:	learn: 0.1386679	total: 4.2s	remaining: 22.4s
158:	learn: 0.1374014	total: 4.23s	remaining: 22.4s
159:	learn: 0.1360863	total: 4.26s	remaining: 22.4s
160:	learn: 0.1356519	total: 4.29s	remaining: 22.4s
161:	learn: 0.1337835	total: 4.32s	remaining: 22.3s
162:	learn: 0.1334686	total: 4.35s	remaining: 22.3s
163:	learn: 0.1330787	total: 4.38s	remaining: 22.3s
164:	learn: 0.1319014	total: 4.41s	remaining: 22.3s
165:	learn: 0.1307786	total: 4.44s	remaining: 22.3s
166:	learn: 0.1305590	total: 4.47s	remaining: 22.3s
167:	learn: 0.1294152	total: 4.5s	remaining: 22.3s
168:	learn: 0.1290513	total: 4.51s	remaining: 22.2s
169:	learn: 0.1276737	total: 4.54s	remaining: 22.2s
170:	learn: 0.1261026	total: 4.57s	remaining: 22.2s
171:	learn: 0.1252761	total: 4.61s	remaining: 22.2s
172:	learn: 0.1248523	total: 4.64s	remaining: 22.2s
173:	learn: 0.1237228	total: 4.66s	remaining: 22.1s
174:	learn: 0.1231331	total: 4.67s	remaining: 22s
175:	learn: 0.1229354	total: 4.68s	remaining: 21.9s
176:	learn: 0.1217929	total: 4.71s	remaining: 21.9s
177:	learn: 0.1203954	total: 4.74s	remaining: 21.9s
178:	learn: 0.1200494	total: 4.77s	remaining: 21.9s
179:	learn: 0.1196850	total: 4.8s	remaining: 21.9s
180:	learn: 0.1193141	total: 4.8s	remaining: 21.7s
181:	learn: 0.1183891	total: 4.83s	remaining: 21.7s
182:	learn: 0.1171774	total: 4.86s	remaining: 21.7s
183:	learn: 0.1164929	total: 4.89s	remaining: 21.7s
184:	learn: 0.1161960	total: 4.92s	remaining: 21.7s
185:	learn: 0.1159990	total: 4.95s	remaining: 21.7s
186:	learn: 0.1156618	total: 4.99s	remaining: 21.7s
187:	learn: 0.1141550	total: 5.01s	remaining: 21.7s
188:	learn: 0.1132197	total: 5.04s	remaining: 21.6s
189:	learn: 0.1116633	total: 5.07s	remaining: 21.6s
190:	learn: 0.1109997	total: 5.1s	remaining: 21.6s
191:	learn: 0.1108487	total: 5.13s	remaining: 21.6s
192:	learn: 0.1105680	total: 5.17s	remaining: 21.6s
193:	learn: 0.1094604	total: 5.2s	remaining: 21.6s
194:	learn: 0.1091062	total: 5.23s	remaining: 21.6s
195:	learn: 0.1088402	total: 5.23s	remaining: 21.5s
196:	learn: 0.1074883	total: 5.26s	remaining: 21.4s
197:	learn: 0.1073198	total: 5.29s	remaining: 21.4s
198:	learn: 0.1061277	total: 5.32s	remaining: 21.4s
199:	learn: 0.1058068	total: 5.35s	remaining: 21.4s
200:	learn: 0.1054344	total: 5.38s	remaining: 21.4s
201:	learn: 0.1039397	total: 5.41s	remaining: 21.4s
202:	learn: 0.1037065	total: 5.44s	remaining: 21.3s
203:	learn: 0.1034895	total: 5.47s	remaining: 21.3s
204:	learn: 0.1029214	total: 5.49s	remaining: 21.3s
205:	learn: 0.1017491	total: 5.52s	remaining: 21.3s
206:	learn: 0.1005723	total: 5.56s	remaining: 21.3s
207:	learn: 0.0994379	total: 5.59s	remaining: 21.3s
208:	learn: 0.0981630	total: 5.62s	remaining: 21.3s
209:	learn: 0.0973309	total: 5.64s	remaining: 21.2s
210:	learn: 0.0964121	total: 5.67s	remaining: 21.2s
211:	learn: 0.0952173	total: 5.7s	remaining: 21.2s
212:	learn: 0.0940771	total: 5.74s	remaining: 21.2s
213:	learn: 0.0938948	total: 5.77s	remaining: 21.2s
214:	learn: 0.0934455	total: 5.8s	remaining: 21.2s
215:	learn: 0.0931842	total: 5.83s	remaining: 21.1s
216:	learn: 0.0922139	total: 5.86s	remaining: 21.1s
217:	learn: 0.0912804	total: 5.88s	remaining: 21.1s
218:	learn: 0.0908037	total: 5.91s	remaining: 21.1s
219:	learn: 0.0896826	total: 5.94s	remaining: 21.1s
220:	learn: 0.0894711	total: 5.97s	remaining: 21.1s
221:	learn: 0.0883781	total: 6s	remaining: 21s
222:	learn: 0.0880587	total: 6.03s	remaining: 21s
223:	learn: 0.0873849	total: 6.06s	remaining: 21s
224:	learn: 0.0866711	total: 6.09s	remaining: 21s
225:	learn: 0.0862534	total: 6.13s	remaining: 21s
226:	learn: 0.0851235	total: 6.16s	remaining: 21s
227:	learn: 0.0843736	total: 6.19s	remaining: 20.9s
228:	learn: 0.0833670	total: 6.22s	remaining: 20.9s
229:	learn: 0.0830350	total: 6.24s	remaining: 20.9s
230:	learn: 0.0826403	total: 6.27s	remaining: 20.9s
231:	learn: 0.0824594	total: 6.31s	remaining: 20.9s
232:	learn: 0.0814395	total: 6.34s	remaining: 20.9s
233:	learn: 0.0811429	total: 6.35s	remaining: 20.8s
234:	learn: 0.0808802	total: 6.38s	remaining: 20.8s
235:	learn: 0.0804457	total: 6.41s	remaining: 20.7s
236:	learn: 0.0801901	total: 6.44s	remaining: 20.7s
237:	learn: 0.0794403	total: 6.46s	remaining: 20.7s
238:	learn: 0.0782630	total: 6.5s	remaining: 20.7s
239:	learn: 0.0777461	total: 6.53s	remaining: 20.7s
240:	learn: 0.0768154	total: 6.56s	remaining: 20.7s
241:	learn: 0.0766586	total: 6.59s	remaining: 20.6s
242:	learn: 0.0763559	total: 6.62s	remaining: 20.6s
243:	learn: 0.0755445	total: 6.64s	remaining: 20.6s
244:	learn: 0.0748522	total: 6.68s	remaining: 20.6s
245:	learn: 0.0738570	total: 6.71s	remaining: 20.6s
246:	learn: 0.0736973	total: 6.74s	remaining: 20.5s
247:	learn: 0.0733004	total: 6.77s	remaining: 20.5s
248:	learn: 0.0731004	total: 6.78s	remaining: 20.4s
249:	learn: 0.0726426	total: 6.81s	remaining: 20.4s
250:	learn: 0.0723515	total: 6.83s	remaining: 20.4s
251:	learn: 0.0719197	total: 6.87s	remaining: 20.4s
252:	learn: 0.0713015	total: 6.9s	remaining: 20.4s
253:	learn: 0.0711001	total: 6.93s	remaining: 20.4s
254:	learn: 0.0703441	total: 6.96s	remaining: 20.3s
255:	learn: 0.0695048	total: 6.99s	remaining: 20.3s
256:	learn: 0.0685455	total: 7.01s	remaining: 20.3s
257:	learn: 0.0678566	total: 7.05s	remaining: 20.3s
258:	learn: 0.0670388	total: 7.08s	remaining: 20.3s
259:	learn: 0.0666496	total: 7.11s	remaining: 20.2s
260:	learn: 0.0663640	total: 7.14s	remaining: 20.2s
261:	learn: 0.0655911	total: 7.17s	remaining: 20.2s
262:	learn: 0.0649533	total: 7.2s	remaining: 20.2s
263:	learn: 0.0641647	total: 7.24s	remaining: 20.2s
264:	learn: 0.0633540	total: 7.26s	remaining: 20.1s
265:	learn: 0.0630891	total: 7.29s	remaining: 20.1s
266:	learn: 0.0621202	total: 7.32s	remaining: 20.1s
267:	learn: 0.0614461	total: 7.35s	remaining: 20.1s
268:	learn: 0.0608274	total: 7.38s	remaining: 20.1s
269:	learn: 0.0601603	total: 7.42s	remaining: 20.1s
270:	learn: 0.0596780	total: 7.45s	remaining: 20s
271:	learn: 0.0595451	total: 7.47s	remaining: 20s
272:	learn: 0.0587987	total: 7.5s	remaining: 20s
273:	learn: 0.0585945	total: 7.53s	remaining: 20s
274:	learn: 0.0579323	total: 7.56s	remaining: 19.9s
275:	learn: 0.0578345	total: 7.59s	remaining: 19.9s
276:	learn: 0.0572576	total: 7.62s	remaining: 19.9s
277:	learn: 0.0565251	total: 7.65s	remaining: 19.9s
278:	learn: 0.0558024	total: 7.68s	remaining: 19.9s
279:	learn: 0.0554471	total: 7.71s	remaining: 19.8s
280:	learn: 0.0550970	total: 7.74s	remaining: 19.8s
281:	learn: 0.0544089	total: 7.77s	remaining: 19.8s
282:	learn: 0.0537071	total: 7.81s	remaining: 19.8s
283:	learn: 0.0535306	total: 7.84s	remaining: 19.8s
284:	learn: 0.0531523	total: 7.87s	remaining: 19.7s
285:	learn: 0.0527961	total: 7.89s	remaining: 19.7s
286:	learn: 0.0527623	total: 7.9s	remaining: 19.6s
287:	learn: 0.0520947	total: 7.93s	remaining: 19.6s
288:	learn: 0.0516806	total: 7.96s	remaining: 19.6s
289:	learn: 0.0515816	total: 7.97s	remaining: 19.5s
290:	learn: 0.0515309	total: 7.98s	remaining: 19.4s
291:	learn: 0.0512363	total: 8.01s	remaining: 19.4s
292:	learn: 0.0506257	total: 8.04s	remaining: 19.4s
293:	learn: 0.0500689	total: 8.07s	remaining: 19.4s
294:	learn: 0.0495231	total: 8.1s	remaining: 19.4s
295:	learn: 0.0494385	total: 8.13s	remaining: 19.3s
296:	learn: 0.0493126	total: 8.16s	remaining: 19.3s
297:	learn: 0.0492151	total: 8.19s	remaining: 19.3s
298:	learn: 0.0487540	total: 8.22s	remaining: 19.3s
299:	learn: 0.0485975	total: 8.25s	remaining: 19.2s
300:	learn: 0.0485611	total: 8.25s	remaining: 19.2s
301:	learn: 0.0481801	total: 8.28s	remaining: 19.1s
302:	learn: 0.0479233	total: 8.31s	remaining: 19.1s
303:	learn: 0.0476362	total: 8.35s	remaining: 19.1s
304:	learn: 0.0473685	total: 8.38s	remaining: 19.1s
305:	learn: 0.0468547	total: 8.41s	remaining: 19.1s
306:	learn: 0.0462427	total: 8.44s	remaining: 19s
307:	learn: 0.0461120	total: 8.47s	remaining: 19s
308:	learn: 0.0456520	total: 8.49s	remaining: 19s
309:	learn: 0.0455708	total: 8.53s	remaining: 19s
310:	learn: 0.0451500	total: 8.56s	remaining: 19s
311:	learn: 0.0450089	total: 8.59s	remaining: 18.9s
312:	learn: 0.0449538	total: 8.59s	remaining: 18.9s
313:	learn: 0.0444319	total: 8.62s	remaining: 18.8s
314:	learn: 0.0440814	total: 8.65s	remaining: 18.8s
315:	learn: 0.0439533	total: 8.68s	remaining: 18.8s
316:	learn: 0.0434799	total: 8.71s	remaining: 18.8s
317:	learn: 0.0430804	total: 8.74s	remaining: 18.7s
318:	learn: 0.0425969	total: 8.77s	remaining: 18.7s
319:	learn: 0.0423216	total: 8.8s	remaining: 18.7s
320:	learn: 0.0419305	total: 8.83s	remaining: 18.7s
321:	learn: 0.0414198	total: 8.86s	remaining: 18.6s
322:	learn: 0.0411777	total: 8.88s	remaining: 18.6s
323:	learn: 0.0409100	total: 8.92s	remaining: 18.6s
324:	learn: 0.0404597	total: 8.95s	remaining: 18.6s
325:	learn: 0.0402862	total: 8.98s	remaining: 18.6s
326:	learn: 0.0397324	total: 9.01s	remaining: 18.5s
327:	learn: 0.0392598	total: 9.04s	remaining: 18.5s
328:	learn: 0.0389463	total: 9.06s	remaining: 18.5s
329:	learn: 0.0387080	total: 9.1s	remaining: 18.5s
330:	learn: 0.0383061	total: 9.13s	remaining: 18.5s
331:	learn: 0.0380676	total: 9.16s	remaining: 18.4s
332:	learn: 0.0375775	total: 9.19s	remaining: 18.4s
333:	learn: 0.0372943	total: 9.22s	remaining: 18.4s
334:	learn: 0.0372057	total: 9.25s	remaining: 18.4s
335:	learn: 0.0370001	total: 9.28s	remaining: 18.3s
336:	learn: 0.0367005	total: 9.31s	remaining: 18.3s
337:	learn: 0.0364413	total: 9.34s	remaining: 18.3s
338:	learn: 0.0361612	total: 9.37s	remaining: 18.3s
339:	learn: 0.0356925	total: 9.4s	remaining: 18.2s
340:	learn: 0.0356366	total: 9.43s	remaining: 18.2s
341:	learn: 0.0352328	total: 9.46s	remaining: 18.2s
342:	learn: 0.0349911	total: 9.49s	remaining: 18.2s
343:	learn: 0.0346323	total: 9.52s	remaining: 18.2s
344:	learn: 0.0343136	total: 9.55s	remaining: 18.1s
345:	learn: 0.0340887	total: 9.58s	remaining: 18.1s
346:	learn: 0.0336414	total: 9.61s	remaining: 18.1s
347:	learn: 0.0332716	total: 9.64s	remaining: 18.1s
348:	learn: 0.0331046	total: 9.67s	remaining: 18s
349:	learn: 0.0327048	total: 9.7s	remaining: 18s
350:	learn: 0.0322984	total: 9.73s	remaining: 18s
351:	learn: 0.0321940	total: 9.76s	remaining: 18s
352:	learn: 0.0320350	total: 9.79s	remaining: 17.9s
353:	learn: 0.0319128	total: 9.82s	remaining: 17.9s
354:	learn: 0.0314643	total: 9.85s	remaining: 17.9s
355:	learn: 0.0312932	total: 9.88s	remaining: 17.9s
356:	learn: 0.0312023	total: 9.91s	remaining: 17.8s
357:	learn: 0.0309828	total: 9.94s	remaining: 17.8s
358:	learn: 0.0306405	total: 9.96s	remaining: 17.8s
359:	learn: 0.0302229	total: 9.99s	remaining: 17.8s
360:	learn: 0.0299492	total: 10s	remaining: 17.8s
361:	learn: 0.0295824	total: 10.1s	remaining: 17.7s
362:	learn: 0.0295187	total: 10.1s	remaining: 17.7s
363:	learn: 0.0291383	total: 10.1s	remaining: 17.6s
364:	learn: 0.0288679	total: 10.1s	remaining: 17.6s
365:	learn: 0.0285334	total: 10.1s	remaining: 17.6s
366:	learn: 0.0283750	total: 10.2s	remaining: 17.6s
367:	learn: 0.0279796	total: 10.2s	remaining: 17.5s
368:	learn: 0.0279364	total: 10.2s	remaining: 17.5s
369:	learn: 0.0277980	total: 10.3s	remaining: 17.5s
370:	learn: 0.0276362	total: 10.3s	remaining: 17.4s
371:	learn: 0.0276127	total: 10.3s	remaining: 17.4s
372:	learn: 0.0273634	total: 10.3s	remaining: 17.4s
373:	learn: 0.0272346	total: 10.4s	remaining: 17.4s
374:	learn: 0.0271377	total: 10.4s	remaining: 17.3s
375:	learn: 0.0269396	total: 10.4s	remaining: 17.3s
376:	learn: 0.0266839	total: 10.5s	remaining: 17.3s
377:	learn: 0.0263936	total: 10.5s	remaining: 17.3s
378:	learn: 0.0260538	total: 10.5s	remaining: 17.2s
379:	learn: 0.0256685	total: 10.5s	remaining: 17.2s
380:	learn: 0.0253425	total: 10.6s	remaining: 17.2s
381:	learn: 0.0253196	total: 10.6s	remaining: 17.2s
382:	learn: 0.0251860	total: 10.6s	remaining: 17.1s
383:	learn: 0.0249668	total: 10.7s	remaining: 17.1s
384:	learn: 0.0248138	total: 10.7s	remaining: 17.1s
385:	learn: 0.0245769	total: 10.7s	remaining: 17.1s
386:	learn: 0.0243279	total: 10.8s	remaining: 17s
387:	learn: 0.0240407	total: 10.8s	remaining: 17s
388:	learn: 0.0238463	total: 10.8s	remaining: 17s
389:	learn: 0.0235138	total: 10.8s	remaining: 17s
390:	learn: 0.0232214	total: 10.9s	remaining: 16.9s
391:	learn: 0.0230205	total: 10.9s	remaining: 16.9s
392:	learn: 0.0229698	total: 10.9s	remaining: 16.9s
393:	learn: 0.0226705	total: 11s	remaining: 16.9s
394:	learn: 0.0225353	total: 11s	remaining: 16.8s
395:	learn: 0.0222897	total: 11s	remaining: 16.8s
396:	learn: 0.0222087	total: 11.1s	remaining: 16.8s
397:	learn: 0.0219835	total: 11.1s	remaining: 16.8s
398:	learn: 0.0218603	total: 11.1s	remaining: 16.7s
399:	learn: 0.0216437	total: 11.1s	remaining: 16.7s
400:	learn: 0.0214006	total: 11.2s	remaining: 16.7s
401:	learn: 0.0213551	total: 11.2s	remaining: 16.7s
402:	learn: 0.0211516	total: 11.2s	remaining: 16.7s
403:	learn: 0.0208964	total: 11.3s	remaining: 16.6s
404:	learn: 0.0208364	total: 11.3s	remaining: 16.6s
405:	learn: 0.0208092	total: 11.3s	remaining: 16.5s
406:	learn: 0.0206798	total: 11.3s	remaining: 16.5s
407:	learn: 0.0206526	total: 11.3s	remaining: 16.4s
408:	learn: 0.0204728	total: 11.4s	remaining: 16.4s
409:	learn: 0.0204451	total: 11.4s	remaining: 16.4s
410:	learn: 0.0204180	total: 11.4s	remaining: 16.4s
411:	learn: 0.0202378	total: 11.4s	remaining: 16.3s
412:	learn: 0.0202046	total: 11.5s	remaining: 16.3s
413:	learn: 0.0199454	total: 11.5s	remaining: 16.3s
414:	learn: 0.0197035	total: 11.5s	remaining: 16.3s
415:	learn: 0.0196286	total: 11.6s	remaining: 16.2s
416:	learn: 0.0195431	total: 11.6s	remaining: 16.2s
417:	learn: 0.0193135	total: 11.6s	remaining: 16.2s
418:	learn: 0.0190771	total: 11.7s	remaining: 16.2s
419:	learn: 0.0188405	total: 11.7s	remaining: 16.1s
420:	learn: 0.0187226	total: 11.7s	remaining: 16.1s
421:	learn: 0.0185557	total: 11.7s	remaining: 16.1s
422:	learn: 0.0183803	total: 11.8s	remaining: 16.1s
423:	learn: 0.0181598	total: 11.8s	remaining: 16s
424:	learn: 0.0181007	total: 11.8s	remaining: 16s
425:	learn: 0.0179176	total: 11.9s	remaining: 16s
426:	learn: 0.0178323	total: 11.9s	remaining: 16s
427:	learn: 0.0177058	total: 11.9s	remaining: 15.9s
428:	learn: 0.0174551	total: 12s	remaining: 15.9s
429:	learn: 0.0173477	total: 12s	remaining: 15.9s
430:	learn: 0.0173263	total: 12s	remaining: 15.9s
431:	learn: 0.0171506	total: 12.1s	remaining: 15.8s
432:	learn: 0.0171016	total: 12.1s	remaining: 15.8s
433:	learn: 0.0168709	total: 12.1s	remaining: 15.8s
434:	learn: 0.0166089	total: 12.1s	remaining: 15.8s
435:	learn: 0.0164327	total: 12.2s	remaining: 15.8s
436:	learn: 0.0162303	total: 12.2s	remaining: 15.7s
437:	learn: 0.0161336	total: 12.2s	remaining: 15.7s
438:	learn: 0.0160642	total: 12.3s	remaining: 15.7s
439:	learn: 0.0158412	total: 12.3s	remaining: 15.6s
440:	learn: 0.0156861	total: 12.3s	remaining: 15.6s
441:	learn: 0.0154654	total: 12.4s	remaining: 15.6s
442:	learn: 0.0153460	total: 12.4s	remaining: 15.6s
443:	learn: 0.0153250	total: 12.4s	remaining: 15.5s
444:	learn: 0.0151679	total: 12.4s	remaining: 15.5s
445:	learn: 0.0150875	total: 12.4s	remaining: 15.5s
446:	learn: 0.0149665	total: 12.5s	remaining: 15.4s
447:	learn: 0.0148095	total: 12.5s	remaining: 15.4s
448:	learn: 0.0146365	total: 12.5s	remaining: 15.4s
449:	learn: 0.0145321	total: 12.6s	remaining: 15.4s
450:	learn: 0.0144313	total: 12.6s	remaining: 15.3s
451:	learn: 0.0142665	total: 12.6s	remaining: 15.3s
452:	learn: 0.0141916	total: 12.7s	remaining: 15.3s
453:	learn: 0.0140947	total: 12.7s	remaining: 15.3s
454:	learn: 0.0138916	total: 12.7s	remaining: 15.2s
455:	learn: 0.0138310	total: 12.8s	remaining: 15.2s
456:	learn: 0.0137841	total: 12.8s	remaining: 15.2s
457:	learn: 0.0137014	total: 12.8s	remaining: 15.2s
458:	learn: 0.0136364	total: 12.8s	remaining: 15.1s
459:	learn: 0.0134821	total: 12.9s	remaining: 15.1s
460:	learn: 0.0133475	total: 12.9s	remaining: 15.1s
461:	learn: 0.0132458	total: 12.9s	remaining: 15.1s
462:	learn: 0.0130823	total: 13s	remaining: 15.1s
463:	learn: 0.0130022	total: 13s	remaining: 15s
464:	learn: 0.0128638	total: 13s	remaining: 15s
465:	learn: 0.0126980	total: 13.1s	remaining: 15s
466:	learn: 0.0125675	total: 13.1s	remaining: 15s
467:	learn: 0.0125036	total: 13.1s	remaining: 14.9s
468:	learn: 0.0123637	total: 13.2s	remaining: 14.9s
469:	learn: 0.0123479	total: 13.2s	remaining: 14.9s
470:	learn: 0.0123380	total: 13.2s	remaining: 14.8s
471:	learn: 0.0122694	total: 13.2s	remaining: 14.8s
472:	learn: 0.0121943	total: 13.3s	remaining: 14.8s
473:	learn: 0.0121673	total: 13.3s	remaining: 14.8s
474:	learn: 0.0120096	total: 13.3s	remaining: 14.7s
475:	learn: 0.0119762	total: 13.4s	remaining: 14.7s
476:	learn: 0.0119052	total: 13.4s	remaining: 14.7s
477:	learn: 0.0117664	total: 13.4s	remaining: 14.7s
478:	learn: 0.0116803	total: 13.5s	remaining: 14.6s
479:	learn: 0.0116294	total: 13.5s	remaining: 14.6s
480:	learn: 0.0116031	total: 13.5s	remaining: 14.6s
481:	learn: 0.0115822	total: 13.6s	remaining: 14.6s
482:	learn: 0.0114837	total: 13.6s	remaining: 14.5s
483:	learn: 0.0113315	total: 13.6s	remaining: 14.5s
484:	learn: 0.0112808	total: 13.6s	remaining: 14.5s
485:	learn: 0.0112430	total: 13.7s	remaining: 14.5s
486:	learn: 0.0111057	total: 13.7s	remaining: 14.4s
487:	learn: 0.0110390	total: 13.7s	remaining: 14.4s
488:	learn: 0.0109065	total: 13.8s	remaining: 14.4s
489:	learn: 0.0108681	total: 13.8s	remaining: 14.4s
490:	learn: 0.0107251	total: 13.8s	remaining: 14.3s
491:	learn: 0.0105884	total: 13.9s	remaining: 14.3s
492:	learn: 0.0104988	total: 13.9s	remaining: 14.3s
493:	learn: 0.0104179	total: 13.9s	remaining: 14.3s
494:	learn: 0.0103658	total: 14s	remaining: 14.2s
495:	learn: 0.0103427	total: 14s	remaining: 14.2s
496:	learn: 0.0102965	total: 14s	remaining: 14.2s
497:	learn: 0.0102141	total: 14.1s	remaining: 14.2s
498:	learn: 0.0101278	total: 14.1s	remaining: 14.2s
499:	learn: 0.0100982	total: 14.2s	remaining: 14.2s
500:	learn: 0.0100043	total: 14.2s	remaining: 14.1s
501:	learn: 0.0098751	total: 14.2s	remaining: 14.1s
502:	learn: 0.0097463	total: 14.3s	remaining: 14.1s
503:	learn: 0.0096556	total: 14.3s	remaining: 14.1s
504:	learn: 0.0096041	total: 14.3s	remaining: 14s
505:	learn: 0.0094762	total: 14.4s	remaining: 14s
506:	learn: 0.0093795	total: 14.4s	remaining: 14s
507:	learn: 0.0092873	total: 14.4s	remaining: 14s
508:	learn: 0.0091917	total: 14.5s	remaining: 14s
509:	learn: 0.0090814	total: 14.5s	remaining: 13.9s
510:	learn: 0.0090641	total: 14.5s	remaining: 13.9s
511:	learn: 0.0090110	total: 14.6s	remaining: 13.9s
512:	learn: 0.0089702	total: 14.6s	remaining: 13.8s
513:	learn: 0.0089021	total: 14.6s	remaining: 13.8s
514:	learn: 0.0087996	total: 14.7s	remaining: 13.8s
515:	learn: 0.0087698	total: 14.7s	remaining: 13.8s
516:	learn: 0.0087186	total: 14.7s	remaining: 13.8s
517:	learn: 0.0086175	total: 14.8s	remaining: 13.7s
518:	learn: 0.0085418	total: 14.8s	remaining: 13.7s
519:	learn: 0.0084464	total: 14.8s	remaining: 13.7s
520:	learn: 0.0084028	total: 14.8s	remaining: 13.7s
521:	learn: 0.0083454	total: 14.9s	remaining: 13.6s
522:	learn: 0.0083110	total: 14.9s	remaining: 13.6s
523:	learn: 0.0082327	total: 14.9s	remaining: 13.6s
524:	learn: 0.0081489	total: 15s	remaining: 13.5s
525:	learn: 0.0080807	total: 15s	remaining: 13.5s
526:	learn: 0.0080494	total: 15s	remaining: 13.5s
527:	learn: 0.0079809	total: 15.1s	remaining: 13.5s
528:	learn: 0.0079274	total: 15.1s	remaining: 13.4s
529:	learn: 0.0078388	total: 15.1s	remaining: 13.4s
530:	learn: 0.0077594	total: 15.2s	remaining: 13.4s
531:	learn: 0.0077008	total: 15.2s	remaining: 13.4s
532:	learn: 0.0076348	total: 15.2s	remaining: 13.3s
533:	learn: 0.0075975	total: 15.3s	remaining: 13.3s
534:	learn: 0.0075369	total: 15.3s	remaining: 13.3s
535:	learn: 0.0074390	total: 15.3s	remaining: 13.3s
536:	learn: 0.0073559	total: 15.3s	remaining: 13.2s
537:	learn: 0.0073205	total: 15.4s	remaining: 13.2s
538:	learn: 0.0072635	total: 15.4s	remaining: 13.2s
539:	learn: 0.0072453	total: 15.4s	remaining: 13.2s
540:	learn: 0.0071770	total: 15.5s	remaining: 13.1s
541:	learn: 0.0070877	total: 15.5s	remaining: 13.1s
542:	learn: 0.0070057	total: 15.5s	remaining: 13.1s
543:	learn: 0.0069996	total: 15.6s	remaining: 13s
544:	learn: 0.0069278	total: 15.6s	remaining: 13s
545:	learn: 0.0068838	total: 15.6s	remaining: 13s
546:	learn: 0.0068309	total: 15.7s	remaining: 13s
547:	learn: 0.0067508	total: 15.7s	remaining: 12.9s
548:	learn: 0.0067108	total: 15.7s	remaining: 12.9s
549:	learn: 0.0066778	total: 15.8s	remaining: 12.9s
550:	learn: 0.0066039	total: 15.8s	remaining: 12.9s
551:	learn: 0.0065289	total: 15.8s	remaining: 12.9s
552:	learn: 0.0064939	total: 15.9s	remaining: 12.8s
553:	learn: 0.0064165	total: 15.9s	remaining: 12.8s
554:	learn: 0.0063721	total: 16s	remaining: 12.8s
555:	learn: 0.0063410	total: 16s	remaining: 12.8s
556:	learn: 0.0063344	total: 16s	remaining: 12.8s
557:	learn: 0.0063008	total: 16.1s	remaining: 12.7s
558:	learn: 0.0062465	total: 16.1s	remaining: 12.7s
559:	learn: 0.0062172	total: 16.1s	remaining: 12.7s
560:	learn: 0.0061432	total: 16.2s	remaining: 12.7s
561:	learn: 0.0060618	total: 16.2s	remaining: 12.6s
562:	learn: 0.0060147	total: 16.2s	remaining: 12.6s
563:	learn: 0.0059547	total: 16.3s	remaining: 12.6s
564:	learn: 0.0059275	total: 16.3s	remaining: 12.6s
565:	learn: 0.0058897	total: 16.3s	remaining: 12.5s
566:	learn: 0.0058288	total: 16.4s	remaining: 12.5s
567:	learn: 0.0057818	total: 16.4s	remaining: 12.5s
568:	learn: 0.0057235	total: 16.4s	remaining: 12.4s
569:	learn: 0.0056751	total: 16.5s	remaining: 12.4s
570:	learn: 0.0056436	total: 16.5s	remaining: 12.4s
571:	learn: 0.0055755	total: 16.5s	remaining: 12.4s
572:	learn: 0.0055463	total: 16.6s	remaining: 12.3s
573:	learn: 0.0054711	total: 16.6s	remaining: 12.3s
574:	learn: 0.0054289	total: 16.6s	remaining: 12.3s
575:	learn: 0.0054046	total: 16.7s	remaining: 12.3s
576:	learn: 0.0053759	total: 16.7s	remaining: 12.2s
577:	learn: 0.0053485	total: 16.7s	remaining: 12.2s
578:	learn: 0.0053108	total: 16.8s	remaining: 12.2s
579:	learn: 0.0052977	total: 16.8s	remaining: 12.2s
580:	learn: 0.0052888	total: 16.8s	remaining: 12.1s
581:	learn: 0.0052451	total: 16.8s	remaining: 12.1s
582:	learn: 0.0052086	total: 16.9s	remaining: 12.1s
583:	learn: 0.0051529	total: 16.9s	remaining: 12s
584:	learn: 0.0051360	total: 16.9s	remaining: 12s
585:	learn: 0.0050695	total: 17s	remaining: 12s
586:	learn: 0.0050336	total: 17s	remaining: 12s
587:	learn: 0.0049756	total: 17s	remaining: 11.9s
588:	learn: 0.0049540	total: 17.1s	remaining: 11.9s
589:	learn: 0.0049145	total: 17.1s	remaining: 11.9s
590:	learn: 0.0048948	total: 17.1s	remaining: 11.9s
591:	learn: 0.0048895	total: 17.2s	remaining: 11.8s
592:	learn: 0.0048140	total: 17.2s	remaining: 11.8s
593:	learn: 0.0047661	total: 17.3s	remaining: 11.8s
594:	learn: 0.0047060	total: 17.3s	remaining: 11.8s
595:	learn: 0.0046727	total: 17.3s	remaining: 11.8s
596:	learn: 0.0046315	total: 17.4s	remaining: 11.7s
597:	learn: 0.0045957	total: 17.4s	remaining: 11.7s
598:	learn: 0.0045702	total: 17.4s	remaining: 11.7s
599:	learn: 0.0045277	total: 17.5s	remaining: 11.7s
600:	learn: 0.0044928	total: 17.5s	remaining: 11.6s
601:	learn: 0.0044864	total: 17.5s	remaining: 11.6s
602:	learn: 0.0044442	total: 17.6s	remaining: 11.6s
603:	learn: 0.0043964	total: 17.6s	remaining: 11.5s
604:	learn: 0.0043661	total: 17.6s	remaining: 11.5s
605:	learn: 0.0043579	total: 17.7s	remaining: 11.5s
606:	learn: 0.0043486	total: 17.7s	remaining: 11.5s
607:	learn: 0.0043434	total: 17.7s	remaining: 11.4s
608:	learn: 0.0043184	total: 17.8s	remaining: 11.4s
609:	learn: 0.0042649	total: 17.8s	remaining: 11.4s
610:	learn: 0.0042609	total: 17.8s	remaining: 11.4s
611:	learn: 0.0042005	total: 17.9s	remaining: 11.3s
612:	learn: 0.0041471	total: 17.9s	remaining: 11.3s
613:	learn: 0.0041060	total: 17.9s	remaining: 11.3s
614:	learn: 0.0041032	total: 18s	remaining: 11.3s
615:	learn: 0.0040974	total: 18s	remaining: 11.2s
616:	learn: 0.0040533	total: 18s	remaining: 11.2s
617:	learn: 0.0040176	total: 18.1s	remaining: 11.2s
618:	learn: 0.0039760	total: 18.1s	remaining: 11.1s
619:	learn: 0.0039343	total: 18.1s	remaining: 11.1s
620:	learn: 0.0039130	total: 18.2s	remaining: 11.1s
621:	learn: 0.0038961	total: 18.2s	remaining: 11.1s
622:	learn: 0.0038788	total: 18.2s	remaining: 11s
623:	learn: 0.0038503	total: 18.3s	remaining: 11s
624:	learn: 0.0038232	total: 18.3s	remaining: 11s
625:	learn: 0.0037971	total: 18.3s	remaining: 11s
626:	learn: 0.0037528	total: 18.4s	remaining: 10.9s
627:	learn: 0.0037444	total: 18.4s	remaining: 10.9s
628:	learn: 0.0037283	total: 18.4s	remaining: 10.9s
629:	learn: 0.0036913	total: 18.5s	remaining: 10.8s
630:	learn: 0.0036554	total: 18.5s	remaining: 10.8s
631:	learn: 0.0036407	total: 18.5s	remaining: 10.8s
632:	learn: 0.0036169	total: 18.6s	remaining: 10.8s
633:	learn: 0.0035973	total: 18.6s	remaining: 10.8s
634:	learn: 0.0035713	total: 18.7s	remaining: 10.7s
635:	learn: 0.0035341	total: 18.7s	remaining: 10.7s
636:	learn: 0.0035040	total: 18.7s	remaining: 10.7s
637:	learn: 0.0034582	total: 18.7s	remaining: 10.6s
638:	learn: 0.0034140	total: 18.8s	remaining: 10.6s
639:	learn: 0.0033849	total: 18.8s	remaining: 10.6s
640:	learn: 0.0033633	total: 18.8s	remaining: 10.5s
641:	learn: 0.0033236	total: 18.9s	remaining: 10.5s
642:	learn: 0.0032929	total: 18.9s	remaining: 10.5s
643:	learn: 0.0032815	total: 18.9s	remaining: 10.5s
644:	learn: 0.0032475	total: 19s	remaining: 10.4s
645:	learn: 0.0032086	total: 19s	remaining: 10.4s
646:	learn: 0.0031867	total: 19s	remaining: 10.4s
647:	learn: 0.0031773	total: 19.1s	remaining: 10.4s
648:	learn: 0.0031461	total: 19.1s	remaining: 10.3s
649:	learn: 0.0031262	total: 19.1s	remaining: 10.3s
650:	learn: 0.0030886	total: 19.2s	remaining: 10.3s
651:	learn: 0.0030526	total: 19.2s	remaining: 10.2s
652:	learn: 0.0030449	total: 19.2s	remaining: 10.2s
653:	learn: 0.0030185	total: 19.3s	remaining: 10.2s
654:	learn: 0.0029928	total: 19.3s	remaining: 10.2s
655:	learn: 0.0029626	total: 19.3s	remaining: 10.1s
656:	learn: 0.0029503	total: 19.4s	remaining: 10.1s
657:	learn: 0.0029290	total: 19.4s	remaining: 10.1s
658:	learn: 0.0028918	total: 19.4s	remaining: 10.1s
659:	learn: 0.0028711	total: 19.5s	remaining: 10s
660:	learn: 0.0028510	total: 19.5s	remaining: 10s
661:	learn: 0.0028241	total: 19.6s	remaining: 9.98s
662:	learn: 0.0028128	total: 19.6s	remaining: 9.96s
663:	learn: 0.0027783	total: 19.6s	remaining: 9.93s
664:	learn: 0.0027464	total: 19.7s	remaining: 9.91s
665:	learn: 0.0027211	total: 19.7s	remaining: 9.88s
666:	learn: 0.0027087	total: 19.7s	remaining: 9.85s
667:	learn: 0.0026750	total: 19.8s	remaining: 9.82s
668:	learn: 0.0026487	total: 19.8s	remaining: 9.79s
669:	learn: 0.0026419	total: 19.8s	remaining: 9.77s
670:	learn: 0.0026093	total: 19.9s	remaining: 9.74s
671:	learn: 0.0025800	total: 19.9s	remaining: 9.71s
672:	learn: 0.0025505	total: 19.9s	remaining: 9.69s
673:	learn: 0.0025191	total: 20s	remaining: 9.66s
674:	learn: 0.0024983	total: 20s	remaining: 9.63s
675:	learn: 0.0024895	total: 20s	remaining: 9.61s
676:	learn: 0.0024860	total: 20.1s	remaining: 9.58s
677:	learn: 0.0024536	total: 20.1s	remaining: 9.55s
678:	learn: 0.0024222	total: 20.1s	remaining: 9.52s
679:	learn: 0.0024139	total: 20.2s	remaining: 9.5s
680:	learn: 0.0023889	total: 20.2s	remaining: 9.47s
681:	learn: 0.0023684	total: 20.2s	remaining: 9.44s
682:	learn: 0.0023447	total: 20.3s	remaining: 9.41s
683:	learn: 0.0023255	total: 20.3s	remaining: 9.38s
684:	learn: 0.0023071	total: 20.4s	remaining: 9.36s
685:	learn: 0.0023031	total: 20.4s	remaining: 9.34s
686:	learn: 0.0022820	total: 20.4s	remaining: 9.31s
687:	learn: 0.0022603	total: 20.5s	remaining: 9.28s
688:	learn: 0.0022569	total: 20.5s	remaining: 9.25s
689:	learn: 0.0022305	total: 20.5s	remaining: 9.22s
690:	learn: 0.0022206	total: 20.6s	remaining: 9.19s
691:	learn: 0.0021996	total: 20.6s	remaining: 9.16s
692:	learn: 0.0021967	total: 20.6s	remaining: 9.13s
693:	learn: 0.0021841	total: 20.7s	remaining: 9.11s
694:	learn: 0.0021693	total: 20.7s	remaining: 9.08s
695:	learn: 0.0021456	total: 20.7s	remaining: 9.05s
696:	learn: 0.0021282	total: 20.7s	remaining: 9.02s
697:	learn: 0.0021087	total: 20.8s	remaining: 8.99s
698:	learn: 0.0020947	total: 20.8s	remaining: 8.96s
699:	learn: 0.0020808	total: 20.8s	remaining: 8.94s
700:	learn: 0.0020636	total: 20.9s	remaining: 8.9s
701:	learn: 0.0020576	total: 20.9s	remaining: 8.88s
702:	learn: 0.0020478	total: 20.9s	remaining: 8.84s
703:	learn: 0.0020188	total: 21s	remaining: 8.81s
704:	learn: 0.0019980	total: 21s	remaining: 8.78s
705:	learn: 0.0019768	total: 21s	remaining: 8.75s
706:	learn: 0.0019648	total: 21s	remaining: 8.72s
707:	learn: 0.0019585	total: 21.1s	remaining: 8.69s
708:	learn: 0.0019378	total: 21.1s	remaining: 8.66s
709:	learn: 0.0019202	total: 21.1s	remaining: 8.63s
710:	learn: 0.0019125	total: 21.2s	remaining: 8.61s
711:	learn: 0.0019087	total: 21.2s	remaining: 8.57s
712:	learn: 0.0018982	total: 21.2s	remaining: 8.54s
713:	learn: 0.0018775	total: 21.3s	remaining: 8.52s
714:	learn: 0.0018688	total: 21.3s	remaining: 8.48s
715:	learn: 0.0018437	total: 21.3s	remaining: 8.46s
716:	learn: 0.0018220	total: 21.4s	remaining: 8.43s
717:	learn: 0.0018149	total: 21.4s	remaining: 8.4s
718:	learn: 0.0018058	total: 21.4s	remaining: 8.37s
719:	learn: 0.0017837	total: 21.5s	remaining: 8.34s
720:	learn: 0.0017656	total: 21.5s	remaining: 8.31s
721:	learn: 0.0017543	total: 21.5s	remaining: 8.29s
722:	learn: 0.0017385	total: 21.6s	remaining: 8.26s
723:	learn: 0.0017274	total: 21.6s	remaining: 8.23s
724:	learn: 0.0017171	total: 21.6s	remaining: 8.2s
725:	learn: 0.0016922	total: 21.6s	remaining: 8.17s
726:	learn: 0.0016849	total: 21.7s	remaining: 8.14s
727:	learn: 0.0016742	total: 21.7s	remaining: 8.11s
728:	learn: 0.0016655	total: 21.8s	remaining: 8.09s
729:	learn: 0.0016574	total: 21.8s	remaining: 8.06s
730:	learn: 0.0016469	total: 21.8s	remaining: 8.03s
731:	learn: 0.0016265	total: 21.9s	remaining: 8.01s
732:	learn: 0.0016101	total: 21.9s	remaining: 7.98s
733:	learn: 0.0016033	total: 21.9s	remaining: 7.95s
734:	learn: 0.0015952	total: 22s	remaining: 7.92s
735:	learn: 0.0015913	total: 22s	remaining: 7.89s
736:	learn: 0.0015753	total: 22s	remaining: 7.87s
737:	learn: 0.0015611	total: 22.1s	remaining: 7.83s
738:	learn: 0.0015443	total: 22.1s	remaining: 7.8s
739:	learn: 0.0015251	total: 22.1s	remaining: 7.78s
740:	learn: 0.0015059	total: 22.2s	remaining: 7.75s
741:	learn: 0.0015040	total: 22.2s	remaining: 7.72s
742:	learn: 0.0014855	total: 22.2s	remaining: 7.69s
743:	learn: 0.0014739	total: 22.3s	remaining: 7.66s
744:	learn: 0.0014537	total: 22.3s	remaining: 7.63s
745:	learn: 0.0014506	total: 22.3s	remaining: 7.6s
746:	learn: 0.0014403	total: 22.3s	remaining: 7.57s
747:	learn: 0.0014303	total: 22.4s	remaining: 7.54s
748:	learn: 0.0014238	total: 22.4s	remaining: 7.51s
749:	learn: 0.0014126	total: 22.5s	remaining: 7.49s
750:	learn: 0.0013986	total: 22.5s	remaining: 7.46s
751:	learn: 0.0013852	total: 22.5s	remaining: 7.43s
752:	learn: 0.0013764	total: 22.6s	remaining: 7.41s
753:	learn: 0.0013717	total: 22.6s	remaining: 7.38s
754:	learn: 0.0013595	total: 22.6s	remaining: 7.34s
755:	learn: 0.0013462	total: 22.7s	remaining: 7.32s
756:	learn: 0.0013287	total: 22.7s	remaining: 7.29s
757:	learn: 0.0013170	total: 22.7s	remaining: 7.26s
758:	learn: 0.0013030	total: 22.8s	remaining: 7.23s
759:	learn: 0.0012873	total: 22.8s	remaining: 7.2s
760:	learn: 0.0012703	total: 22.8s	remaining: 7.17s
761:	learn: 0.0012604	total: 22.9s	remaining: 7.14s
762:	learn: 0.0012554	total: 22.9s	remaining: 7.11s
763:	learn: 0.0012452	total: 22.9s	remaining: 7.08s
764:	learn: 0.0012364	total: 23s	remaining: 7.05s
765:	learn: 0.0012314	total: 23s	remaining: 7.02s
766:	learn: 0.0012239	total: 23s	remaining: 6.99s
767:	learn: 0.0012103	total: 23s	remaining: 6.96s
768:	learn: 0.0012049	total: 23.1s	remaining: 6.93s
769:	learn: 0.0011918	total: 23.1s	remaining: 6.9s
770:	learn: 0.0011826	total: 23.1s	remaining: 6.87s
771:	learn: 0.0011764	total: 23.2s	remaining: 6.84s
772:	learn: 0.0011642	total: 23.2s	remaining: 6.81s
773:	learn: 0.0011513	total: 23.2s	remaining: 6.78s
774:	learn: 0.0011436	total: 23.3s	remaining: 6.75s
775:	learn: 0.0011406	total: 23.3s	remaining: 6.72s
776:	learn: 0.0011291	total: 23.3s	remaining: 6.69s
777:	learn: 0.0011230	total: 23.3s	remaining: 6.66s
778:	learn: 0.0011134	total: 23.4s	remaining: 6.63s
779:	learn: 0.0011019	total: 23.4s	remaining: 6.6s
780:	learn: 0.0010884	total: 23.4s	remaining: 6.57s
781:	learn: 0.0010800	total: 23.5s	remaining: 6.54s
782:	learn: 0.0010730	total: 23.5s	remaining: 6.51s
783:	learn: 0.0010668	total: 23.5s	remaining: 6.48s
784:	learn: 0.0010541	total: 23.6s	remaining: 6.45s
785:	learn: 0.0010490	total: 23.6s	remaining: 6.42s
786:	learn: 0.0010391	total: 23.6s	remaining: 6.39s
787:	learn: 0.0010374	total: 23.7s	remaining: 6.37s
788:	learn: 0.0010291	total: 23.7s	remaining: 6.34s
789:	learn: 0.0010266	total: 23.7s	remaining: 6.3s
790:	learn: 0.0010184	total: 23.7s	remaining: 6.28s
791:	learn: 0.0010047	total: 23.8s	remaining: 6.24s
792:	learn: 0.0009990	total: 23.8s	remaining: 6.22s
793:	learn: 0.0009927	total: 23.9s	remaining: 6.19s
794:	learn: 0.0009850	total: 23.9s	remaining: 6.16s
795:	learn: 0.0009763	total: 23.9s	remaining: 6.13s
796:	learn: 0.0009714	total: 23.9s	remaining: 6.1s
797:	learn: 0.0009591	total: 24s	remaining: 6.07s
798:	learn: 0.0009499	total: 24s	remaining: 6.04s
799:	learn: 0.0009481	total: 24s	remaining: 6.01s
800:	learn: 0.0009390	total: 24.1s	remaining: 5.98s
801:	learn: 0.0009311	total: 24.1s	remaining: 5.95s
802:	learn: 0.0009205	total: 24.1s	remaining: 5.92s
803:	learn: 0.0009174	total: 24.2s	remaining: 5.89s
804:	learn: 0.0009163	total: 24.2s	remaining: 5.86s
805:	learn: 0.0009041	total: 24.2s	remaining: 5.83s
806:	learn: 0.0008959	total: 24.3s	remaining: 5.8s
807:	learn: 0.0008934	total: 24.3s	remaining: 5.77s
808:	learn: 0.0008852	total: 24.3s	remaining: 5.74s
809:	learn: 0.0008755	total: 24.3s	remaining: 5.71s
810:	learn: 0.0008649	total: 24.4s	remaining: 5.68s
811:	learn: 0.0008560	total: 24.4s	remaining: 5.65s
812:	learn: 0.0008552	total: 24.4s	remaining: 5.62s
813:	learn: 0.0008424	total: 24.5s	remaining: 5.59s
814:	learn: 0.0008349	total: 24.5s	remaining: 5.56s
815:	learn: 0.0008334	total: 24.5s	remaining: 5.53s
816:	learn: 0.0008207	total: 24.5s	remaining: 5.5s
817:	learn: 0.0008130	total: 24.6s	remaining: 5.47s
818:	learn: 0.0008081	total: 24.6s	remaining: 5.44s
819:	learn: 0.0008012	total: 24.6s	remaining: 5.41s
820:	learn: 0.0007969	total: 24.7s	remaining: 5.38s
821:	learn: 0.0007935	total: 24.7s	remaining: 5.35s
822:	learn: 0.0007921	total: 24.7s	remaining: 5.32s
823:	learn: 0.0007915	total: 24.8s	remaining: 5.29s
824:	learn: 0.0007815	total: 24.8s	remaining: 5.26s
825:	learn: 0.0007758	total: 24.8s	remaining: 5.23s
826:	learn: 0.0007687	total: 24.9s	remaining: 5.2s
827:	learn: 0.0007631	total: 24.9s	remaining: 5.17s
828:	learn: 0.0007572	total: 24.9s	remaining: 5.14s
829:	learn: 0.0007546	total: 24.9s	remaining: 5.11s
830:	learn: 0.0007453	total: 25s	remaining: 5.08s
831:	learn: 0.0007424	total: 25s	remaining: 5.05s
832:	learn: 0.0007393	total: 25s	remaining: 5.02s
833:	learn: 0.0007336	total: 25.1s	remaining: 4.99s
834:	learn: 0.0007281	total: 25.1s	remaining: 4.96s
835:	learn: 0.0007273	total: 25.1s	remaining: 4.93s
836:	learn: 0.0007202	total: 25.2s	remaining: 4.9s
837:	learn: 0.0007159	total: 25.2s	remaining: 4.87s
838:	learn: 0.0007152	total: 25.2s	remaining: 4.84s
839:	learn: 0.0007130	total: 25.2s	remaining: 4.81s
840:	learn: 0.0007041	total: 25.3s	remaining: 4.78s
841:	learn: 0.0006989	total: 25.3s	remaining: 4.75s
842:	learn: 0.0006968	total: 25.3s	remaining: 4.72s
843:	learn: 0.0006927	total: 25.4s	remaining: 4.69s
844:	learn: 0.0006913	total: 25.4s	remaining: 4.66s
845:	learn: 0.0006894	total: 25.4s	remaining: 4.63s
846:	learn: 0.0006821	total: 25.5s	remaining: 4.6s
847:	learn: 0.0006759	total: 25.5s	remaining: 4.57s
848:	learn: 0.0006714	total: 25.5s	remaining: 4.54s
849:	learn: 0.0006700	total: 25.5s	remaining: 4.51s
850:	learn: 0.0006635	total: 25.6s	remaining: 4.48s
851:	learn: 0.0006608	total: 25.6s	remaining: 4.45s
852:	learn: 0.0006569	total: 25.6s	remaining: 4.42s
853:	learn: 0.0006524	total: 25.7s	remaining: 4.39s
854:	learn: 0.0006466	total: 25.7s	remaining: 4.36s
855:	learn: 0.0006457	total: 25.7s	remaining: 4.33s
856:	learn: 0.0006419	total: 25.8s	remaining: 4.3s
857:	learn: 0.0006356	total: 25.8s	remaining: 4.27s
858:	learn: 0.0006302	total: 25.8s	remaining: 4.24s
859:	learn: 0.0006249	total: 25.9s	remaining: 4.21s
860:	learn: 0.0006190	total: 25.9s	remaining: 4.18s
861:	learn: 0.0006131	total: 25.9s	remaining: 4.15s
862:	learn: 0.0006072	total: 26s	remaining: 4.12s
863:	learn: 0.0006017	total: 26s	remaining: 4.09s
864:	learn: 0.0005974	total: 26s	remaining: 4.06s
865:	learn: 0.0005962	total: 26.1s	remaining: 4.03s
866:	learn: 0.0005906	total: 26.1s	remaining: 4s
867:	learn: 0.0005853	total: 26.1s	remaining: 3.97s
868:	learn: 0.0005833	total: 26.2s	remaining: 3.94s
869:	learn: 0.0005808	total: 26.2s	remaining: 3.92s
870:	learn: 0.0005749	total: 26.2s	remaining: 3.89s
871:	learn: 0.0005728	total: 26.3s	remaining: 3.86s
872:	learn: 0.0005647	total: 26.3s	remaining: 3.83s
873:	learn: 0.0005641	total: 26.4s	remaining: 3.8s
874:	learn: 0.0005580	total: 26.4s	remaining: 3.77s
875:	learn: 0.0005543	total: 26.4s	remaining: 3.74s
876:	learn: 0.0005511	total: 26.4s	remaining: 3.71s
877:	learn: 0.0005490	total: 26.5s	remaining: 3.68s
878:	learn: 0.0005461	total: 26.5s	remaining: 3.65s
879:	learn: 0.0005440	total: 26.5s	remaining: 3.62s
880:	learn: 0.0005405	total: 26.6s	remaining: 3.59s
881:	learn: 0.0005396	total: 26.6s	remaining: 3.56s
882:	learn: 0.0005353	total: 26.6s	remaining: 3.53s
883:	learn: 0.0005311	total: 26.7s	remaining: 3.5s
884:	learn: 0.0005305	total: 26.7s	remaining: 3.47s
885:	learn: 0.0005276	total: 26.7s	remaining: 3.44s
886:	learn: 0.0005222	total: 26.8s	remaining: 3.41s
887:	learn: 0.0005179	total: 26.8s	remaining: 3.38s
888:	learn: 0.0005121	total: 26.8s	remaining: 3.35s
889:	learn: 0.0005075	total: 26.9s	remaining: 3.32s
890:	learn: 0.0005029	total: 26.9s	remaining: 3.29s
891:	learn: 0.0005006	total: 26.9s	remaining: 3.26s
892:	learn: 0.0004973	total: 27s	remaining: 3.23s
893:	learn: 0.0004930	total: 27s	remaining: 3.2s
894:	learn: 0.0004915	total: 27s	remaining: 3.17s
895:	learn: 0.0004875	total: 27s	remaining: 3.14s
896:	learn: 0.0004819	total: 27.1s	remaining: 3.11s
897:	learn: 0.0004780	total: 27.1s	remaining: 3.08s
898:	learn: 0.0004727	total: 27.1s	remaining: 3.05s
899:	learn: 0.0004707	total: 27.2s	remaining: 3.02s
900:	learn: 0.0004701	total: 27.2s	remaining: 2.99s
901:	learn: 0.0004666	total: 27.2s	remaining: 2.96s
902:	learn: 0.0004649	total: 27.3s	remaining: 2.93s
903:	learn: 0.0004598	total: 27.3s	remaining: 2.9s
904:	learn: 0.0004585	total: 27.3s	remaining: 2.87s
905:	learn: 0.0004539	total: 27.4s	remaining: 2.84s
906:	learn: 0.0004534	total: 27.4s	remaining: 2.81s
907:	learn: 0.0004503	total: 27.4s	remaining: 2.78s
908:	learn: 0.0004474	total: 27.5s	remaining: 2.75s
909:	learn: 0.0004449	total: 27.5s	remaining: 2.72s
910:	learn: 0.0004433	total: 27.5s	remaining: 2.69s
911:	learn: 0.0004407	total: 27.6s	remaining: 2.66s
912:	learn: 0.0004373	total: 27.6s	remaining: 2.63s
913:	learn: 0.0004350	total: 27.6s	remaining: 2.6s
914:	learn: 0.0004302	total: 27.7s	remaining: 2.57s
915:	learn: 0.0004257	total: 27.7s	remaining: 2.54s
916:	learn: 0.0004212	total: 27.8s	remaining: 2.51s
917:	learn: 0.0004189	total: 27.8s	remaining: 2.48s
918:	learn: 0.0004169	total: 27.8s	remaining: 2.45s
919:	learn: 0.0004159	total: 27.9s	remaining: 2.42s
920:	learn: 0.0004126	total: 27.9s	remaining: 2.39s
921:	learn: 0.0004095	total: 27.9s	remaining: 2.36s
922:	learn: 0.0004075	total: 28s	remaining: 2.34s
923:	learn: 0.0004057	total: 28.1s	remaining: 2.31s
924:	learn: 0.0004044	total: 28.1s	remaining: 2.28s
925:	learn: 0.0004027	total: 28.1s	remaining: 2.25s
926:	learn: 0.0003978	total: 28.2s	remaining: 2.22s
927:	learn: 0.0003940	total: 28.2s	remaining: 2.19s
928:	learn: 0.0003918	total: 28.2s	remaining: 2.16s
929:	learn: 0.0003896	total: 28.3s	remaining: 2.13s
930:	learn: 0.0003847	total: 28.3s	remaining: 2.1s
931:	learn: 0.0003823	total: 28.3s	remaining: 2.07s
932:	learn: 0.0003803	total: 28.4s	remaining: 2.04s
933:	learn: 0.0003778	total: 28.4s	remaining: 2.01s
934:	learn: 0.0003736	total: 28.4s	remaining: 1.98s
935:	learn: 0.0003691	total: 28.5s	remaining: 1.95s
936:	learn: 0.0003665	total: 28.5s	remaining: 1.92s
937:	learn: 0.0003652	total: 28.5s	remaining: 1.88s
938:	learn: 0.0003625	total: 28.5s	remaining: 1.85s
939:	learn: 0.0003611	total: 28.6s	remaining: 1.82s
940:	learn: 0.0003588	total: 28.6s	remaining: 1.79s
941:	learn: 0.0003571	total: 28.6s	remaining: 1.76s
942:	learn: 0.0003550	total: 28.7s	remaining: 1.73s
943:	learn: 0.0003516	total: 28.7s	remaining: 1.7s
944:	learn: 0.0003479	total: 28.7s	remaining: 1.67s
945:	learn: 0.0003450	total: 28.8s	remaining: 1.64s
946:	learn: 0.0003431	total: 28.8s	remaining: 1.61s
947:	learn: 0.0003407	total: 28.8s	remaining: 1.58s
948:	learn: 0.0003390	total: 28.8s	remaining: 1.55s
949:	learn: 0.0003361	total: 28.9s	remaining: 1.52s
950:	learn: 0.0003349	total: 28.9s	remaining: 1.49s
951:	learn: 0.0003327	total: 28.9s	remaining: 1.46s
952:	learn: 0.0003319	total: 29s	remaining: 1.43s
953:	learn: 0.0003294	total: 29s	remaining: 1.4s
954:	learn: 0.0003287	total: 29s	remaining: 1.37s
955:	learn: 0.0003271	total: 29s	remaining: 1.34s
956:	learn: 0.0003248	total: 29.1s	remaining: 1.31s
957:	learn: 0.0003224	total: 29.1s	remaining: 1.27s
958:	learn: 0.0003212	total: 29.1s	remaining: 1.25s
959:	learn: 0.0003203	total: 29.2s	remaining: 1.21s
960:	learn: 0.0003184	total: 29.2s	remaining: 1.18s
961:	learn: 0.0003157	total: 29.2s	remaining: 1.15s
962:	learn: 0.0003140	total: 29.2s	remaining: 1.12s
963:	learn: 0.0003130	total: 29.3s	remaining: 1.09s
964:	learn: 0.0003124	total: 29.3s	remaining: 1.06s
965:	learn: 0.0003091	total: 29.3s	remaining: 1.03s
966:	learn: 0.0003050	total: 29.4s	remaining: 1s
967:	learn: 0.0003023	total: 29.4s	remaining: 971ms
968:	learn: 0.0003002	total: 29.4s	remaining: 941ms
969:	learn: 0.0002986	total: 29.4s	remaining: 911ms
970:	learn: 0.0002958	total: 29.5s	remaining: 880ms
971:	learn: 0.0002924	total: 29.5s	remaining: 850ms
972:	learn: 0.0002911	total: 29.5s	remaining: 820ms
973:	learn: 0.0002902	total: 29.6s	remaining: 789ms
974:	learn: 0.0002876	total: 29.6s	remaining: 759ms
975:	learn: 0.0002858	total: 29.6s	remaining: 728ms
976:	learn: 0.0002825	total: 29.7s	remaining: 698ms
977:	learn: 0.0002793	total: 29.7s	remaining: 668ms
978:	learn: 0.0002784	total: 29.7s	remaining: 637ms
979:	learn: 0.0002775	total: 29.7s	remaining: 607ms
980:	learn: 0.0002742	total: 29.8s	remaining: 576ms
981:	learn: 0.0002713	total: 29.8s	remaining: 546ms
982:	learn: 0.0002672	total: 29.8s	remaining: 516ms
983:	learn: 0.0002649	total: 29.8s	remaining: 485ms
984:	learn: 0.0002636	total: 29.9s	remaining: 455ms
985:	learn: 0.0002613	total: 29.9s	remaining: 425ms
986:	learn: 0.0002596	total: 30s	remaining: 395ms
987:	learn: 0.0002580	total: 30s	remaining: 364ms
988:	learn: 0.0002568	total: 30s	remaining: 334ms
989:	learn: 0.0002566	total: 30s	remaining: 303ms
990:	learn: 0.0002551	total: 30.1s	remaining: 273ms
991:	learn: 0.0002541	total: 30.1s	remaining: 243ms
992:	learn: 0.0002516	total: 30.1s	remaining: 212ms
993:	learn: 0.0002497	total: 30.2s	remaining: 182ms
994:	learn: 0.0002463	total: 30.2s	remaining: 152ms
995:	learn: 0.0002450	total: 30.2s	remaining: 121ms
996:	learn: 0.0002433	total: 30.2s	remaining: 91ms
997:	learn: 0.0002409	total: 30.3s	remaining: 60.7ms
998:	learn: 0.0002395	total: 30.3s	remaining: 30.3ms
999:	learn: 0.0002375	total: 30.3s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=7, depth=10, total=  32.3s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=10 ......................
0:	learn: 0.8562699	total: 30.6ms	remaining: 30.6s
1:	learn: 0.8254672	total: 58.8ms	remaining: 29.4s
2:	learn: 0.8066288	total: 88.8ms	remaining: 29.5s
3:	learn: 0.7846688	total: 120ms	remaining: 29.8s
4:	learn: 0.7524624	total: 154ms	remaining: 30.5s

[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:   32.2s remaining:    0.0s

5:	learn: 0.7342663	total: 183ms	remaining: 30.3s
6:	learn: 0.7164381	total: 212ms	remaining: 30s
7:	learn: 0.6909627	total: 241ms	remaining: 29.8s
8:	learn: 0.6781460	total: 270ms	remaining: 29.7s
9:	learn: 0.6563028	total: 275ms	remaining: 27.2s
10:	learn: 0.6299659	total: 305ms	remaining: 27.5s
11:	learn: 0.6110734	total: 334ms	remaining: 27.5s
12:	learn: 0.5953495	total: 362ms	remaining: 27.5s
13:	learn: 0.5735921	total: 391ms	remaining: 27.5s
14:	learn: 0.5625728	total: 420ms	remaining: 27.6s
15:	learn: 0.5492010	total: 447ms	remaining: 27.5s
16:	learn: 0.5333479	total: 476ms	remaining: 27.5s
17:	learn: 0.5205369	total: 504ms	remaining: 27.5s
18:	learn: 0.5083307	total: 534ms	remaining: 27.5s
19:	learn: 0.4962470	total: 570ms	remaining: 27.9s
20:	learn: 0.4867359	total: 607ms	remaining: 28.3s
21:	learn: 0.4768880	total: 640ms	remaining: 28.5s
22:	learn: 0.4636716	total: 673ms	remaining: 28.6s
23:	learn: 0.4545123	total: 705ms	remaining: 28.7s
24:	learn: 0.4442850	total: 733ms	remaining: 28.6s
25:	learn: 0.4344497	total: 763ms	remaining: 28.6s
26:	learn: 0.4242356	total: 794ms	remaining: 28.6s
27:	learn: 0.4158927	total: 832ms	remaining: 28.9s
28:	learn: 0.4083450	total: 868ms	remaining: 29.1s
29:	learn: 0.4016771	total: 898ms	remaining: 29s
30:	learn: 0.3913341	total: 933ms	remaining: 29.2s
31:	learn: 0.3847039	total: 961ms	remaining: 29.1s
32:	learn: 0.3775084	total: 994ms	remaining: 29.1s
33:	learn: 0.3698519	total: 1.02s	remaining: 29.1s
34:	learn: 0.3640234	total: 1.07s	remaining: 29.4s
35:	learn: 0.3580211	total: 1.1s	remaining: 29.6s
36:	learn: 0.3509451	total: 1.14s	remaining: 29.8s
37:	learn: 0.3443978	total: 1.18s	remaining: 30s
38:	learn: 0.3384068	total: 1.21s	remaining: 29.9s
39:	learn: 0.3331679	total: 1.24s	remaining: 29.8s
40:	learn: 0.3271971	total: 1.27s	remaining: 29.7s
41:	learn: 0.3217082	total: 1.3s	remaining: 29.6s
42:	learn: 0.3161293	total: 1.33s	remaining: 29.6s
43:	learn: 0.3123873	total: 1.36s	remaining: 29.5s
44:	learn: 0.3075745	total: 1.39s	remaining: 29.6s
45:	learn: 0.3021492	total: 1.43s	remaining: 29.6s
46:	learn: 0.2978388	total: 1.46s	remaining: 29.6s
47:	learn: 0.2927963	total: 1.5s	remaining: 29.7s
48:	learn: 0.2881591	total: 1.52s	remaining: 29.6s
49:	learn: 0.2842125	total: 1.55s	remaining: 29.5s
50:	learn: 0.2802644	total: 1.58s	remaining: 29.5s
51:	learn: 0.2761335	total: 1.61s	remaining: 29.4s
52:	learn: 0.2713561	total: 1.65s	remaining: 29.5s
53:	learn: 0.2670769	total: 1.68s	remaining: 29.5s
54:	learn: 0.2631630	total: 1.72s	remaining: 29.5s
55:	learn: 0.2596492	total: 1.75s	remaining: 29.5s
56:	learn: 0.2555686	total: 1.78s	remaining: 29.5s
57:	learn: 0.2519808	total: 1.81s	remaining: 29.4s
58:	learn: 0.2485621	total: 1.84s	remaining: 29.4s
59:	learn: 0.2447199	total: 1.87s	remaining: 29.4s
60:	learn: 0.2409255	total: 1.91s	remaining: 29.4s
61:	learn: 0.2377553	total: 1.94s	remaining: 29.4s
62:	learn: 0.2342160	total: 1.98s	remaining: 29.4s
63:	learn: 0.2312715	total: 2.01s	remaining: 29.4s
64:	learn: 0.2278451	total: 2.04s	remaining: 29.3s
65:	learn: 0.2271938	total: 2.04s	remaining: 28.9s
66:	learn: 0.2242618	total: 2.07s	remaining: 28.8s
67:	learn: 0.2215201	total: 2.1s	remaining: 28.8s
68:	learn: 0.2184365	total: 2.13s	remaining: 28.7s
69:	learn: 0.2143274	total: 2.16s	remaining: 28.7s
70:	learn: 0.2114144	total: 2.2s	remaining: 28.8s
71:	learn: 0.2093533	total: 2.2s	remaining: 28.4s
72:	learn: 0.2063867	total: 2.24s	remaining: 28.5s
73:	learn: 0.2036304	total: 2.27s	remaining: 28.5s
74:	learn: 0.2028540	total: 2.31s	remaining: 28.4s
75:	learn: 0.2021274	total: 2.31s	remaining: 28.1s
76:	learn: 0.2013862	total: 2.31s	remaining: 27.7s
77:	learn: 0.2007810	total: 2.32s	remaining: 27.4s
78:	learn: 0.1978388	total: 2.35s	remaining: 27.4s
79:	learn: 0.1973879	total: 2.35s	remaining: 27s
80:	learn: 0.1962785	total: 2.38s	remaining: 27s
81:	learn: 0.1938160	total: 2.42s	remaining: 27.1s
82:	learn: 0.1912658	total: 2.46s	remaining: 27.1s
83:	learn: 0.1906692	total: 2.49s	remaining: 27.1s
84:	learn: 0.1882711	total: 2.52s	remaining: 27.1s
85:	learn: 0.1852507	total: 2.55s	remaining: 27.1s
86:	learn: 0.1846576	total: 2.58s	remaining: 27.1s
87:	learn: 0.1816767	total: 2.61s	remaining: 27s
88:	learn: 0.1811607	total: 2.64s	remaining: 27s
89:	learn: 0.1786623	total: 2.65s	remaining: 26.8s
90:	learn: 0.1780446	total: 2.68s	remaining: 26.8s
91:	learn: 0.1773549	total: 2.68s	remaining: 26.5s
92:	learn: 0.1767515	total: 2.72s	remaining: 26.5s
93:	learn: 0.1741841	total: 2.75s	remaining: 26.6s
94:	learn: 0.1736077	total: 2.76s	remaining: 26.3s
95:	learn: 0.1710300	total: 2.78s	remaining: 26.2s
96:	learn: 0.1704420	total: 2.82s	remaining: 26.3s
97:	learn: 0.1698727	total: 2.85s	remaining: 26.3s
98:	learn: 0.1676066	total: 2.88s	remaining: 26.3s
99:	learn: 0.1671247	total: 2.89s	remaining: 26s
100:	learn: 0.1655487	total: 2.89s	remaining: 25.7s
101:	learn: 0.1651160	total: 2.92s	remaining: 25.7s
102:	learn: 0.1646784	total: 2.93s	remaining: 25.5s
103:	learn: 0.1642289	total: 2.96s	remaining: 25.5s
104:	learn: 0.1623982	total: 2.99s	remaining: 25.5s
105:	learn: 0.1620168	total: 2.99s	remaining: 25.2s
106:	learn: 0.1592840	total: 3.02s	remaining: 25.2s
107:	learn: 0.1588532	total: 3.06s	remaining: 25.3s
108:	learn: 0.1584273	total: 3.09s	remaining: 25.3s
109:	learn: 0.1569544	total: 3.13s	remaining: 25.3s
110:	learn: 0.1565845	total: 3.16s	remaining: 25.3s
111:	learn: 0.1545455	total: 3.19s	remaining: 25.3s
112:	learn: 0.1527692	total: 3.23s	remaining: 25.3s
113:	learn: 0.1521327	total: 3.23s	remaining: 25.1s
114:	learn: 0.1517760	total: 3.24s	remaining: 24.9s
115:	learn: 0.1503410	total: 3.27s	remaining: 24.9s
116:	learn: 0.1499751	total: 3.28s	remaining: 24.8s
117:	learn: 0.1478923	total: 3.31s	remaining: 24.7s
118:	learn: 0.1464274	total: 3.34s	remaining: 24.7s
119:	learn: 0.1452681	total: 3.37s	remaining: 24.7s
120:	learn: 0.1429225	total: 3.4s	remaining: 24.7s
121:	learn: 0.1425684	total: 3.4s	remaining: 24.5s
122:	learn: 0.1422457	total: 3.41s	remaining: 24.3s
123:	learn: 0.1419047	total: 3.41s	remaining: 24.1s
124:	learn: 0.1413559	total: 3.45s	remaining: 24.1s
125:	learn: 0.1395798	total: 3.48s	remaining: 24.1s
126:	learn: 0.1392670	total: 3.52s	remaining: 24.2s
127:	learn: 0.1373641	total: 3.56s	remaining: 24.2s
128:	learn: 0.1370140	total: 3.58s	remaining: 24.2s
129:	learn: 0.1366692	total: 3.61s	remaining: 24.2s
130:	learn: 0.1362411	total: 3.64s	remaining: 24.2s
131:	learn: 0.1345964	total: 3.67s	remaining: 24.1s
132:	learn: 0.1332866	total: 3.7s	remaining: 24.1s
133:	learn: 0.1314459	total: 3.73s	remaining: 24.1s
134:	learn: 0.1310574	total: 3.76s	remaining: 24.1s
135:	learn: 0.1307743	total: 3.79s	remaining: 24.1s
136:	learn: 0.1294063	total: 3.83s	remaining: 24.1s
137:	learn: 0.1291189	total: 3.84s	remaining: 24s
138:	learn: 0.1279985	total: 3.85s	remaining: 23.9s
139:	learn: 0.1269307	total: 3.89s	remaining: 23.9s
140:	learn: 0.1265381	total: 3.92s	remaining: 23.9s
141:	learn: 0.1251729	total: 3.96s	remaining: 23.9s
142:	learn: 0.1241310	total: 3.98s	remaining: 23.9s
143:	learn: 0.1237467	total: 4.01s	remaining: 23.9s
144:	learn: 0.1235266	total: 4.04s	remaining: 23.8s
145:	learn: 0.1213062	total: 4.07s	remaining: 23.8s
146:	learn: 0.1202854	total: 4.08s	remaining: 23.7s
147:	learn: 0.1200350	total: 4.09s	remaining: 23.6s
148:	learn: 0.1192763	total: 4.12s	remaining: 23.5s
149:	learn: 0.1189154	total: 4.15s	remaining: 23.5s
150:	learn: 0.1172260	total: 4.18s	remaining: 23.5s
151:	learn: 0.1156983	total: 4.21s	remaining: 23.5s
152:	learn: 0.1152828	total: 4.24s	remaining: 23.4s
153:	learn: 0.1150954	total: 4.24s	remaining: 23.3s
154:	learn: 0.1149697	total: 4.24s	remaining: 23.1s
155:	learn: 0.1147967	total: 4.25s	remaining: 23s
156:	learn: 0.1137990	total: 4.28s	remaining: 23s
157:	learn: 0.1125877	total: 4.31s	remaining: 23s
158:	learn: 0.1124173	total: 4.33s	remaining: 22.9s
159:	learn: 0.1109980	total: 4.37s	remaining: 22.9s
160:	learn: 0.1106254	total: 4.37s	remaining: 22.8s
161:	learn: 0.1091750	total: 4.41s	remaining: 22.8s
162:	learn: 0.1085279	total: 4.45s	remaining: 22.8s
163:	learn: 0.1083645	total: 4.47s	remaining: 22.8s
164:	learn: 0.1082059	total: 4.5s	remaining: 22.8s
165:	learn: 0.1071319	total: 4.53s	remaining: 22.8s
166:	learn: 0.1061195	total: 4.56s	remaining: 22.8s
167:	learn: 0.1050495	total: 4.59s	remaining: 22.7s
168:	learn: 0.1037639	total: 4.62s	remaining: 22.7s
169:	learn: 0.1023196	total: 4.65s	remaining: 22.7s
170:	learn: 0.1013094	total: 4.67s	remaining: 22.7s
171:	learn: 0.1000637	total: 4.7s	remaining: 22.6s
172:	learn: 0.0999703	total: 4.71s	remaining: 22.5s
173:	learn: 0.0993103	total: 4.74s	remaining: 22.5s
174:	learn: 0.0991417	total: 4.77s	remaining: 22.5s
175:	learn: 0.0990133	total: 4.79s	remaining: 22.4s
176:	learn: 0.0976953	total: 4.83s	remaining: 22.5s
177:	learn: 0.0970965	total: 4.87s	remaining: 22.5s
178:	learn: 0.0969704	total: 4.88s	remaining: 22.4s
179:	learn: 0.0968480	total: 4.91s	remaining: 22.4s
180:	learn: 0.0955381	total: 4.95s	remaining: 22.4s
181:	learn: 0.0947600	total: 4.99s	remaining: 22.4s
182:	learn: 0.0935730	total: 5.02s	remaining: 22.4s
183:	learn: 0.0923084	total: 5.05s	remaining: 22.4s
184:	learn: 0.0920241	total: 5.08s	remaining: 22.4s
185:	learn: 0.0919213	total: 5.09s	remaining: 22.3s
186:	learn: 0.0918159	total: 5.12s	remaining: 22.3s
187:	learn: 0.0913447	total: 5.15s	remaining: 22.3s
188:	learn: 0.0901013	total: 5.19s	remaining: 22.3s
189:	learn: 0.0889167	total: 5.22s	remaining: 22.3s
190:	learn: 0.0883214	total: 5.25s	remaining: 22.2s
191:	learn: 0.0875140	total: 5.28s	remaining: 22.2s
192:	learn: 0.0865146	total: 5.31s	remaining: 22.2s
193:	learn: 0.0864369	total: 5.32s	remaining: 22.1s
194:	learn: 0.0860266	total: 5.35s	remaining: 22.1s
195:	learn: 0.0859386	total: 5.39s	remaining: 22.1s
196:	learn: 0.0857197	total: 5.43s	remaining: 22.1s
197:	learn: 0.0856304	total: 5.47s	remaining: 22.1s
198:	learn: 0.0847264	total: 5.5s	remaining: 22.1s
199:	learn: 0.0837370	total: 5.53s	remaining: 22.1s
200:	learn: 0.0827931	total: 5.56s	remaining: 22.1s
201:	learn: 0.0823878	total: 5.59s	remaining: 22.1s
202:	learn: 0.0816253	total: 5.62s	remaining: 22.1s
203:	learn: 0.0808426	total: 5.65s	remaining: 22s
204:	learn: 0.0807711	total: 5.65s	remaining: 21.9s
205:	learn: 0.0802980	total: 5.68s	remaining: 21.9s
206:	learn: 0.0794885	total: 5.71s	remaining: 21.9s
207:	learn: 0.0785521	total: 5.75s	remaining: 21.9s
208:	learn: 0.0777361	total: 5.78s	remaining: 21.9s
209:	learn: 0.0774346	total: 5.8s	remaining: 21.8s
210:	learn: 0.0772223	total: 5.83s	remaining: 21.8s
211:	learn: 0.0765101	total: 5.86s	remaining: 21.8s
212:	learn: 0.0758703	total: 5.89s	remaining: 21.8s
213:	learn: 0.0758053	total: 5.92s	remaining: 21.8s
214:	learn: 0.0750900	total: 5.95s	remaining: 21.7s
215:	learn: 0.0747038	total: 5.98s	remaining: 21.7s
216:	learn: 0.0741257	total: 6.01s	remaining: 21.7s
217:	learn: 0.0731889	total: 6.04s	remaining: 21.7s
218:	learn: 0.0731261	total: 6.16s	remaining: 22s
219:	learn: 0.0725152	total: 6.21s	remaining: 22s
220:	learn: 0.0721060	total: 6.26s	remaining: 22.1s
221:	learn: 0.0713783	total: 6.3s	remaining: 22.1s
222:	learn: 0.0705711	total: 6.34s	remaining: 22.1s
223:	learn: 0.0697427	total: 6.39s	remaining: 22.1s
224:	learn: 0.0696871	total: 6.42s	remaining: 22.1s
225:	learn: 0.0690533	total: 6.46s	remaining: 22.1s
226:	learn: 0.0683757	total: 6.53s	remaining: 22.2s
227:	learn: 0.0675268	total: 6.59s	remaining: 22.3s
228:	learn: 0.0666887	total: 6.65s	remaining: 22.4s
229:	learn: 0.0661081	total: 6.69s	remaining: 22.4s
230:	learn: 0.0654431	total: 6.73s	remaining: 22.4s
231:	learn: 0.0649322	total: 6.77s	remaining: 22.4s
232:	learn: 0.0641792	total: 6.81s	remaining: 22.4s
233:	learn: 0.0636451	total: 6.84s	remaining: 22.4s
234:	learn: 0.0629253	total: 6.87s	remaining: 22.4s
235:	learn: 0.0623086	total: 6.91s	remaining: 22.4s
236:	learn: 0.0617396	total: 6.94s	remaining: 22.3s
237:	learn: 0.0609954	total: 6.97s	remaining: 22.3s
238:	learn: 0.0604338	total: 7s	remaining: 22.3s
239:	learn: 0.0599479	total: 7.03s	remaining: 22.3s
240:	learn: 0.0594260	total: 7.06s	remaining: 22.2s
241:	learn: 0.0589118	total: 7.1s	remaining: 22.2s
242:	learn: 0.0582695	total: 7.13s	remaining: 22.2s
243:	learn: 0.0577005	total: 7.18s	remaining: 22.2s
244:	learn: 0.0571613	total: 7.23s	remaining: 22.3s
245:	learn: 0.0564994	total: 7.26s	remaining: 22.3s
246:	learn: 0.0560942	total: 7.3s	remaining: 22.3s
247:	learn: 0.0554700	total: 7.34s	remaining: 22.3s
248:	learn: 0.0550515	total: 7.39s	remaining: 22.3s
249:	learn: 0.0545057	total: 7.43s	remaining: 22.3s
250:	learn: 0.0541388	total: 7.47s	remaining: 22.3s
251:	learn: 0.0540013	total: 7.51s	remaining: 22.3s
252:	learn: 0.0533675	total: 7.56s	remaining: 22.3s
253:	learn: 0.0530469	total: 7.59s	remaining: 22.3s
254:	learn: 0.0526587	total: 7.62s	remaining: 22.3s
255:	learn: 0.0520087	total: 7.65s	remaining: 22.2s
256:	learn: 0.0516198	total: 7.68s	remaining: 22.2s
257:	learn: 0.0511229	total: 7.72s	remaining: 22.2s
258:	learn: 0.0507024	total: 7.76s	remaining: 22.2s
259:	learn: 0.0503410	total: 7.77s	remaining: 22.1s
260:	learn: 0.0497028	total: 7.81s	remaining: 22.1s
261:	learn: 0.0496220	total: 7.82s	remaining: 22s
262:	learn: 0.0494171	total: 7.82s	remaining: 21.9s
263:	learn: 0.0489465	total: 7.86s	remaining: 21.9s
264:	learn: 0.0486188	total: 7.89s	remaining: 21.9s
265:	learn: 0.0485033	total: 7.92s	remaining: 21.9s
266:	learn: 0.0484700	total: 7.92s	remaining: 21.8s
267:	learn: 0.0484102	total: 7.96s	remaining: 21.7s
268:	learn: 0.0481489	total: 7.99s	remaining: 21.7s
269:	learn: 0.0477981	total: 8.02s	remaining: 21.7s
270:	learn: 0.0473595	total: 8.05s	remaining: 21.6s
271:	learn: 0.0472080	total: 8.08s	remaining: 21.6s
272:	learn: 0.0467727	total: 8.11s	remaining: 21.6s
273:	learn: 0.0464286	total: 8.14s	remaining: 21.6s
274:	learn: 0.0460776	total: 8.17s	remaining: 21.6s
275:	learn: 0.0457767	total: 8.21s	remaining: 21.5s
276:	learn: 0.0457248	total: 8.24s	remaining: 21.5s
277:	learn: 0.0451313	total: 8.27s	remaining: 21.5s
278:	learn: 0.0448633	total: 8.29s	remaining: 21.4s
279:	learn: 0.0443410	total: 8.33s	remaining: 21.4s
280:	learn: 0.0439258	total: 8.37s	remaining: 21.4s
281:	learn: 0.0438551	total: 8.4s	remaining: 21.4s
282:	learn: 0.0435814	total: 8.43s	remaining: 21.4s
283:	learn: 0.0431319	total: 8.47s	remaining: 21.3s
284:	learn: 0.0426286	total: 8.5s	remaining: 21.3s
285:	learn: 0.0423294	total: 8.55s	remaining: 21.3s
286:	learn: 0.0420622	total: 8.58s	remaining: 21.3s
287:	learn: 0.0417059	total: 8.61s	remaining: 21.3s
288:	learn: 0.0413148	total: 8.64s	remaining: 21.3s
289:	learn: 0.0408379	total: 8.67s	remaining: 21.2s
290:	learn: 0.0404231	total: 8.71s	remaining: 21.2s
291:	learn: 0.0401106	total: 8.75s	remaining: 21.2s
292:	learn: 0.0398558	total: 8.78s	remaining: 21.2s
293:	learn: 0.0397088	total: 8.78s	remaining: 21.1s
294:	learn: 0.0395013	total: 8.81s	remaining: 21.1s
295:	learn: 0.0394677	total: 8.83s	remaining: 21s
296:	learn: 0.0391682	total: 8.86s	remaining: 21s
297:	learn: 0.0391142	total: 8.86s	remaining: 20.9s
298:	learn: 0.0387517	total: 8.89s	remaining: 20.9s
299:	learn: 0.0382746	total: 8.93s	remaining: 20.8s
300:	learn: 0.0379155	total: 8.97s	remaining: 20.8s
301:	learn: 0.0376941	total: 9s	remaining: 20.8s
302:	learn: 0.0373793	total: 9.03s	remaining: 20.8s
303:	learn: 0.0371345	total: 9.06s	remaining: 20.7s
304:	learn: 0.0371021	total: 9.1s	remaining: 20.7s
305:	learn: 0.0368044	total: 9.14s	remaining: 20.7s
306:	learn: 0.0366022	total: 9.22s	remaining: 20.8s
307:	learn: 0.0362416	total: 9.28s	remaining: 20.9s
308:	learn: 0.0359737	total: 9.31s	remaining: 20.8s
309:	learn: 0.0359383	total: 9.33s	remaining: 20.8s
310:	learn: 0.0356422	total: 9.37s	remaining: 20.8s
311:	learn: 0.0354476	total: 9.4s	remaining: 20.7s
312:	learn: 0.0351409	total: 9.43s	remaining: 20.7s
313:	learn: 0.0347792	total: 9.46s	remaining: 20.7s
314:	learn: 0.0345940	total: 9.49s	remaining: 20.6s
315:	learn: 0.0345510	total: 9.5s	remaining: 20.6s
316:	learn: 0.0342010	total: 9.53s	remaining: 20.5s
317:	learn: 0.0339190	total: 9.56s	remaining: 20.5s
318:	learn: 0.0336121	total: 9.59s	remaining: 20.5s
319:	learn: 0.0335823	total: 9.61s	remaining: 20.4s
320:	learn: 0.0331700	total: 9.64s	remaining: 20.4s
321:	learn: 0.0329664	total: 9.67s	remaining: 20.4s
322:	learn: 0.0326625	total: 9.71s	remaining: 20.3s
323:	learn: 0.0324238	total: 9.74s	remaining: 20.3s
324:	learn: 0.0320398	total: 9.77s	remaining: 20.3s
325:	learn: 0.0315366	total: 9.8s	remaining: 20.3s
326:	learn: 0.0312539	total: 9.92s	remaining: 20.4s
327:	learn: 0.0309002	total: 9.96s	remaining: 20.4s
328:	learn: 0.0307925	total: 10s	remaining: 20.4s
329:	learn: 0.0305940	total: 10s	remaining: 20.4s
330:	learn: 0.0302685	total: 10.1s	remaining: 20.3s
331:	learn: 0.0300638	total: 10.1s	remaining: 20.3s
332:	learn: 0.0298317	total: 10.1s	remaining: 20.3s
333:	learn: 0.0297912	total: 10.2s	remaining: 20.3s
334:	learn: 0.0293211	total: 10.2s	remaining: 20.2s
335:	learn: 0.0289313	total: 10.2s	remaining: 20.2s
336:	learn: 0.0286011	total: 10.2s	remaining: 20.2s
337:	learn: 0.0284871	total: 10.3s	remaining: 20.1s
338:	learn: 0.0284601	total: 10.3s	remaining: 20s
339:	learn: 0.0284379	total: 10.3s	remaining: 20s
340:	learn: 0.0281976	total: 10.3s	remaining: 19.9s
341:	learn: 0.0278936	total: 10.3s	remaining: 19.9s
342:	learn: 0.0275740	total: 10.4s	remaining: 19.9s
343:	learn: 0.0272993	total: 10.4s	remaining: 19.8s
344:	learn: 0.0272699	total: 10.4s	remaining: 19.8s
345:	learn: 0.0272322	total: 10.5s	remaining: 19.8s
346:	learn: 0.0270455	total: 10.5s	remaining: 19.8s
347:	learn: 0.0268640	total: 10.5s	remaining: 19.7s
348:	learn: 0.0266712	total: 10.6s	remaining: 19.7s
349:	learn: 0.0264065	total: 10.6s	remaining: 19.7s
350:	learn: 0.0261461	total: 10.6s	remaining: 19.6s
351:	learn: 0.0261077	total: 10.6s	remaining: 19.5s
352:	learn: 0.0259379	total: 10.6s	remaining: 19.5s
353:	learn: 0.0257239	total: 10.7s	remaining: 19.4s
354:	learn: 0.0254533	total: 10.7s	remaining: 19.4s
355:	learn: 0.0252812	total: 10.7s	remaining: 19.4s
356:	learn: 0.0251904	total: 10.7s	remaining: 19.4s
357:	learn: 0.0251594	total: 10.8s	remaining: 19.3s
358:	learn: 0.0251392	total: 10.8s	remaining: 19.3s
359:	learn: 0.0250066	total: 10.8s	remaining: 19.3s
360:	learn: 0.0247976	total: 10.9s	remaining: 19.3s
361:	learn: 0.0245222	total: 10.9s	remaining: 19.2s
362:	learn: 0.0244874	total: 10.9s	remaining: 19.2s
363:	learn: 0.0242071	total: 11s	remaining: 19.2s
364:	learn: 0.0239332	total: 11s	remaining: 19.1s
365:	learn: 0.0237608	total: 11s	remaining: 19.1s
366:	learn: 0.0235668	total: 11.1s	remaining: 19.1s
367:	learn: 0.0235445	total: 11.1s	remaining: 19.1s
368:	learn: 0.0232551	total: 11.1s	remaining: 19s
369:	learn: 0.0230297	total: 11.2s	remaining: 19s
370:	learn: 0.0228105	total: 11.2s	remaining: 19s
371:	learn: 0.0226969	total: 11.2s	remaining: 19s
372:	learn: 0.0225789	total: 11.3s	remaining: 18.9s
373:	learn: 0.0224918	total: 11.3s	remaining: 18.9s
374:	learn: 0.0224734	total: 11.3s	remaining: 18.8s
375:	learn: 0.0221493	total: 11.3s	remaining: 18.8s
376:	learn: 0.0221131	total: 11.4s	remaining: 18.8s
377:	learn: 0.0219652	total: 11.5s	remaining: 18.9s
378:	learn: 0.0217996	total: 11.5s	remaining: 18.9s
379:	learn: 0.0216845	total: 11.6s	remaining: 18.9s
380:	learn: 0.0214326	total: 11.6s	remaining: 18.9s
381:	learn: 0.0213781	total: 11.7s	remaining: 18.9s
382:	learn: 0.0211411	total: 11.7s	remaining: 18.9s
383:	learn: 0.0209801	total: 11.7s	remaining: 18.8s
384:	learn: 0.0208162	total: 11.8s	remaining: 18.8s
385:	learn: 0.0206719	total: 11.8s	remaining: 18.8s
386:	learn: 0.0205338	total: 11.9s	remaining: 18.8s
387:	learn: 0.0203575	total: 11.9s	remaining: 18.8s
388:	learn: 0.0202012	total: 11.9s	remaining: 18.7s
389:	learn: 0.0201190	total: 11.9s	remaining: 18.7s
390:	learn: 0.0199942	total: 12s	remaining: 18.6s
391:	learn: 0.0197773	total: 12s	remaining: 18.6s
392:	learn: 0.0195933	total: 12s	remaining: 18.6s
393:	learn: 0.0194543	total: 12.1s	remaining: 18.6s
394:	learn: 0.0193550	total: 12.1s	remaining: 18.5s
395:	learn: 0.0193399	total: 12.1s	remaining: 18.5s
396:	learn: 0.0191976	total: 12.1s	remaining: 18.4s
397:	learn: 0.0191214	total: 12.2s	remaining: 18.4s
398:	learn: 0.0190531	total: 12.2s	remaining: 18.3s
399:	learn: 0.0187854	total: 12.2s	remaining: 18.3s
400:	learn: 0.0186367	total: 12.2s	remaining: 18.3s
401:	learn: 0.0184399	total: 12.3s	remaining: 18.3s
402:	learn: 0.0183307	total: 12.3s	remaining: 18.2s
403:	learn: 0.0181982	total: 12.3s	remaining: 18.2s
404:	learn: 0.0181838	total: 12.4s	remaining: 18.2s
405:	learn: 0.0180079	total: 12.5s	remaining: 18.2s
406:	learn: 0.0178392	total: 12.5s	remaining: 18.3s
407:	learn: 0.0176354	total: 12.6s	remaining: 18.2s
408:	learn: 0.0174616	total: 12.6s	remaining: 18.2s
409:	learn: 0.0173997	total: 12.6s	remaining: 18.1s
410:	learn: 0.0172357	total: 12.7s	remaining: 18.1s
411:	learn: 0.0170278	total: 12.7s	remaining: 18.1s
412:	learn: 0.0169952	total: 12.7s	remaining: 18s
413:	learn: 0.0168489	total: 12.7s	remaining: 18s
414:	learn: 0.0166433	total: 12.8s	remaining: 18s
415:	learn: 0.0164332	total: 12.8s	remaining: 18s
416:	learn: 0.0162777	total: 12.8s	remaining: 17.9s
417:	learn: 0.0162230	total: 12.9s	remaining: 17.9s
418:	learn: 0.0160342	total: 12.9s	remaining: 17.9s
419:	learn: 0.0158945	total: 12.9s	remaining: 17.8s
420:	learn: 0.0156901	total: 12.9s	remaining: 17.8s
421:	learn: 0.0154624	total: 13s	remaining: 17.8s
422:	learn: 0.0152615	total: 13s	remaining: 17.7s
423:	learn: 0.0151878	total: 13s	remaining: 17.7s
424:	learn: 0.0150749	total: 13.1s	remaining: 17.7s
425:	learn: 0.0150043	total: 13.1s	remaining: 17.7s
426:	learn: 0.0148796	total: 13.1s	remaining: 17.6s
427:	learn: 0.0147971	total: 13.1s	remaining: 17.6s
428:	learn: 0.0147128	total: 13.2s	remaining: 17.5s
429:	learn: 0.0145476	total: 13.2s	remaining: 17.5s
430:	learn: 0.0143866	total: 13.2s	remaining: 17.5s
431:	learn: 0.0142998	total: 13.3s	remaining: 17.5s
432:	learn: 0.0141895	total: 13.3s	remaining: 17.4s
433:	learn: 0.0140959	total: 13.3s	remaining: 17.4s
434:	learn: 0.0140273	total: 13.4s	remaining: 17.4s
435:	learn: 0.0138703	total: 13.4s	remaining: 17.3s
436:	learn: 0.0137005	total: 13.4s	remaining: 17.3s
437:	learn: 0.0136342	total: 13.5s	remaining: 17.3s
438:	learn: 0.0134930	total: 13.5s	remaining: 17.2s
439:	learn: 0.0133800	total: 13.5s	remaining: 17.2s
440:	learn: 0.0132572	total: 13.6s	remaining: 17.2s
441:	learn: 0.0130966	total: 13.6s	remaining: 17.2s
442:	learn: 0.0129727	total: 13.6s	remaining: 17.1s
443:	learn: 0.0129215	total: 13.7s	remaining: 17.1s
444:	learn: 0.0128456	total: 13.7s	remaining: 17.1s
445:	learn: 0.0126703	total: 13.7s	remaining: 17s
446:	learn: 0.0125155	total: 13.7s	remaining: 17s
447:	learn: 0.0124169	total: 13.8s	remaining: 17s
448:	learn: 0.0123971	total: 13.8s	remaining: 16.9s
449:	learn: 0.0122609	total: 13.8s	remaining: 16.9s
450:	learn: 0.0122501	total: 13.9s	remaining: 16.9s
451:	learn: 0.0121339	total: 13.9s	remaining: 16.9s
452:	learn: 0.0119616	total: 14s	remaining: 16.8s
453:	learn: 0.0119201	total: 14s	remaining: 16.8s
454:	learn: 0.0118550	total: 14s	remaining: 16.8s
455:	learn: 0.0118187	total: 14.1s	remaining: 16.8s
456:	learn: 0.0117597	total: 14.1s	remaining: 16.7s
457:	learn: 0.0117085	total: 14.1s	remaining: 16.7s
458:	learn: 0.0116037	total: 14.2s	remaining: 16.7s
459:	learn: 0.0115544	total: 14.2s	remaining: 16.7s
460:	learn: 0.0114433	total: 14.2s	remaining: 16.6s
461:	learn: 0.0113921	total: 14.3s	remaining: 16.6s
462:	learn: 0.0112265	total: 14.3s	remaining: 16.6s
463:	learn: 0.0111919	total: 14.3s	remaining: 16.6s
464:	learn: 0.0110617	total: 14.4s	remaining: 16.5s
465:	learn: 0.0109356	total: 14.4s	remaining: 16.5s
466:	learn: 0.0108477	total: 14.4s	remaining: 16.5s
467:	learn: 0.0107006	total: 14.5s	remaining: 16.4s
468:	learn: 0.0105888	total: 14.5s	remaining: 16.4s
469:	learn: 0.0104988	total: 14.5s	remaining: 16.4s
470:	learn: 0.0104175	total: 14.6s	remaining: 16.4s
471:	learn: 0.0103057	total: 14.6s	remaining: 16.3s
472:	learn: 0.0102622	total: 14.6s	remaining: 16.3s
473:	learn: 0.0102453	total: 14.6s	remaining: 16.2s
474:	learn: 0.0101760	total: 14.7s	remaining: 16.2s
475:	learn: 0.0101602	total: 14.7s	remaining: 16.2s
476:	learn: 0.0100879	total: 14.7s	remaining: 16.2s
477:	learn: 0.0100133	total: 14.8s	remaining: 16.1s
478:	learn: 0.0099675	total: 14.8s	remaining: 16.1s
479:	learn: 0.0098814	total: 14.8s	remaining: 16.1s
480:	learn: 0.0098626	total: 14.9s	remaining: 16s
481:	learn: 0.0097898	total: 14.9s	remaining: 16s
482:	learn: 0.0097390	total: 15s	remaining: 16.1s
483:	learn: 0.0096873	total: 15s	remaining: 16s
484:	learn: 0.0096097	total: 15.1s	remaining: 16s
485:	learn: 0.0094814	total: 15.1s	remaining: 16s
486:	learn: 0.0094621	total: 15.2s	remaining: 16s
487:	learn: 0.0093468	total: 15.2s	remaining: 15.9s
488:	learn: 0.0092917	total: 15.2s	remaining: 15.9s
489:	learn: 0.0092246	total: 15.3s	remaining: 15.9s
490:	learn: 0.0091090	total: 15.3s	remaining: 15.9s
491:	learn: 0.0090049	total: 15.3s	remaining: 15.8s
492:	learn: 0.0089445	total: 15.4s	remaining: 15.8s
493:	learn: 0.0088389	total: 15.4s	remaining: 15.8s
494:	learn: 0.0087662	total: 15.4s	remaining: 15.7s
495:	learn: 0.0086537	total: 15.5s	remaining: 15.7s
496:	learn: 0.0085856	total: 15.5s	remaining: 15.7s
497:	learn: 0.0085159	total: 15.5s	remaining: 15.7s
498:	learn: 0.0084726	total: 15.6s	remaining: 15.6s
499:	learn: 0.0083899	total: 15.6s	remaining: 15.6s
500:	learn: 0.0083187	total: 15.6s	remaining: 15.6s
501:	learn: 0.0082175	total: 15.7s	remaining: 15.5s
502:	learn: 0.0081269	total: 15.7s	remaining: 15.5s
503:	learn: 0.0080322	total: 15.7s	remaining: 15.5s
504:	learn: 0.0079349	total: 15.8s	remaining: 15.5s
505:	learn: 0.0078934	total: 15.8s	remaining: 15.4s
506:	learn: 0.0078082	total: 15.9s	remaining: 15.4s
507:	learn: 0.0077092	total: 15.9s	remaining: 15.4s
508:	learn: 0.0076180	total: 15.9s	remaining: 15.4s
509:	learn: 0.0075969	total: 15.9s	remaining: 15.3s
510:	learn: 0.0075265	total: 16s	remaining: 15.3s
511:	learn: 0.0074834	total: 16s	remaining: 15.3s
512:	learn: 0.0073731	total: 16.1s	remaining: 15.2s
513:	learn: 0.0073235	total: 16.1s	remaining: 15.2s
514:	learn: 0.0072724	total: 16.1s	remaining: 15.2s
515:	learn: 0.0071992	total: 16.2s	remaining: 15.2s
516:	learn: 0.0071611	total: 16.2s	remaining: 15.1s
517:	learn: 0.0070992	total: 16.2s	remaining: 15.1s
518:	learn: 0.0070394	total: 16.3s	remaining: 15.1s
519:	learn: 0.0069865	total: 16.3s	remaining: 15s
520:	learn: 0.0069006	total: 16.3s	remaining: 15s
521:	learn: 0.0067695	total: 16.4s	remaining: 15s
522:	learn: 0.0067150	total: 16.4s	remaining: 15s
523:	learn: 0.0066400	total: 16.4s	remaining: 14.9s
524:	learn: 0.0065920	total: 16.5s	remaining: 14.9s
525:	learn: 0.0065422	total: 16.5s	remaining: 14.9s
526:	learn: 0.0064699	total: 16.5s	remaining: 14.8s
527:	learn: 0.0064025	total: 16.6s	remaining: 14.8s
528:	learn: 0.0063744	total: 16.6s	remaining: 14.8s
529:	learn: 0.0062909	total: 16.6s	remaining: 14.8s
530:	learn: 0.0062566	total: 16.7s	remaining: 14.7s
531:	learn: 0.0062399	total: 16.7s	remaining: 14.7s
532:	learn: 0.0061708	total: 16.7s	remaining: 14.7s
533:	learn: 0.0061182	total: 16.8s	remaining: 14.6s
534:	learn: 0.0060278	total: 16.8s	remaining: 14.6s
535:	learn: 0.0059958	total: 16.8s	remaining: 14.6s
536:	learn: 0.0059277	total: 16.9s	remaining: 14.5s
537:	learn: 0.0059107	total: 16.9s	remaining: 14.5s
538:	learn: 0.0058614	total: 16.9s	remaining: 14.5s
539:	learn: 0.0057919	total: 17s	remaining: 14.5s
540:	learn: 0.0057458	total: 17s	remaining: 14.4s
541:	learn: 0.0057052	total: 17.1s	remaining: 14.4s
542:	learn: 0.0056612	total: 17.1s	remaining: 14.4s
543:	learn: 0.0056001	total: 17.1s	remaining: 14.4s
544:	learn: 0.0055910	total: 17.2s	remaining: 14.3s
545:	learn: 0.0055579	total: 17.2s	remaining: 14.3s
546:	learn: 0.0055470	total: 17.2s	remaining: 14.3s
547:	learn: 0.0055021	total: 17.3s	remaining: 14.2s
548:	learn: 0.0054677	total: 17.3s	remaining: 14.2s
549:	learn: 0.0054225	total: 17.3s	remaining: 14.2s
550:	learn: 0.0053287	total: 17.4s	remaining: 14.2s
551:	learn: 0.0052850	total: 17.4s	remaining: 14.1s
552:	learn: 0.0052501	total: 17.4s	remaining: 14.1s
553:	learn: 0.0052058	total: 17.4s	remaining: 14s
554:	learn: 0.0051750	total: 17.5s	remaining: 14s
555:	learn: 0.0051384	total: 17.5s	remaining: 14s
556:	learn: 0.0050864	total: 17.5s	remaining: 13.9s
557:	learn: 0.0050698	total: 17.5s	remaining: 13.9s
558:	learn: 0.0050426	total: 17.6s	remaining: 13.9s
559:	learn: 0.0049888	total: 17.6s	remaining: 13.8s
560:	learn: 0.0049829	total: 17.6s	remaining: 13.8s
561:	learn: 0.0049267	total: 17.7s	remaining: 13.8s
562:	learn: 0.0049198	total: 17.7s	remaining: 13.7s
563:	learn: 0.0048917	total: 17.7s	remaining: 13.7s
564:	learn: 0.0048831	total: 17.7s	remaining: 13.7s
565:	learn: 0.0048699	total: 17.8s	remaining: 13.6s
566:	learn: 0.0048330	total: 17.8s	remaining: 13.6s
567:	learn: 0.0047890	total: 17.8s	remaining: 13.6s
568:	learn: 0.0047440	total: 17.9s	remaining: 13.5s
569:	learn: 0.0047122	total: 17.9s	remaining: 13.5s
570:	learn: 0.0046672	total: 17.9s	remaining: 13.5s
571:	learn: 0.0046386	total: 18s	remaining: 13.4s
572:	learn: 0.0046224	total: 18s	remaining: 13.4s
573:	learn: 0.0045986	total: 18s	remaining: 13.4s
574:	learn: 0.0045861	total: 18.1s	remaining: 13.4s
575:	learn: 0.0045277	total: 18.1s	remaining: 13.3s
576:	learn: 0.0045002	total: 18.1s	remaining: 13.3s
577:	learn: 0.0044606	total: 18.2s	remaining: 13.3s
578:	learn: 0.0044032	total: 18.2s	remaining: 13.2s
579:	learn: 0.0043788	total: 18.2s	remaining: 13.2s
580:	learn: 0.0043585	total: 18.3s	remaining: 13.2s
581:	learn: 0.0043520	total: 18.3s	remaining: 13.1s
582:	learn: 0.0043096	total: 18.3s	remaining: 13.1s
583:	learn: 0.0042567	total: 18.4s	remaining: 13.1s
584:	learn: 0.0042228	total: 18.4s	remaining: 13s
585:	learn: 0.0041934	total: 18.4s	remaining: 13s
586:	learn: 0.0041540	total: 18.5s	remaining: 13s
587:	learn: 0.0041158	total: 18.5s	remaining: 13s
588:	learn: 0.0040726	total: 18.5s	remaining: 12.9s
589:	learn: 0.0040232	total: 18.6s	remaining: 12.9s
590:	learn: 0.0040026	total: 18.6s	remaining: 12.9s
591:	learn: 0.0039600	total: 18.6s	remaining: 12.8s
592:	learn: 0.0039340	total: 18.7s	remaining: 12.8s
593:	learn: 0.0038725	total: 18.7s	remaining: 12.8s
594:	learn: 0.0038495	total: 18.7s	remaining: 12.7s
595:	learn: 0.0038051	total: 18.7s	remaining: 12.7s
596:	learn: 0.0037887	total: 18.8s	remaining: 12.7s
597:	learn: 0.0037378	total: 18.8s	remaining: 12.6s
598:	learn: 0.0037217	total: 18.8s	remaining: 12.6s
599:	learn: 0.0037028	total: 18.9s	remaining: 12.6s
600:	learn: 0.0036461	total: 18.9s	remaining: 12.5s
601:	learn: 0.0036053	total: 18.9s	remaining: 12.5s
602:	learn: 0.0035701	total: 19s	remaining: 12.5s
603:	learn: 0.0035273	total: 19s	remaining: 12.4s
604:	learn: 0.0035016	total: 19s	remaining: 12.4s
605:	learn: 0.0034833	total: 19.1s	remaining: 12.4s
606:	learn: 0.0034558	total: 19.1s	remaining: 12.4s
607:	learn: 0.0034216	total: 19.1s	remaining: 12.3s
608:	learn: 0.0033933	total: 19.1s	remaining: 12.3s
609:	learn: 0.0033775	total: 19.2s	remaining: 12.3s
610:	learn: 0.0033420	total: 19.2s	remaining: 12.2s
611:	learn: 0.0033312	total: 19.2s	remaining: 12.2s
612:	learn: 0.0033186	total: 19.3s	remaining: 12.2s
613:	learn: 0.0033089	total: 19.3s	remaining: 12.1s
614:	learn: 0.0032960	total: 19.4s	remaining: 12.1s
615:	learn: 0.0032822	total: 19.4s	remaining: 12.1s
616:	learn: 0.0032591	total: 19.5s	remaining: 12.1s
617:	learn: 0.0032256	total: 19.5s	remaining: 12.1s
618:	learn: 0.0031853	total: 19.5s	remaining: 12s
619:	learn: 0.0031695	total: 19.6s	remaining: 12s
620:	learn: 0.0031295	total: 19.6s	remaining: 12s
621:	learn: 0.0030919	total: 19.7s	remaining: 11.9s
622:	learn: 0.0030679	total: 19.7s	remaining: 11.9s
623:	learn: 0.0030417	total: 19.7s	remaining: 11.9s
624:	learn: 0.0030018	total: 19.8s	remaining: 11.9s
625:	learn: 0.0029729	total: 19.8s	remaining: 11.8s
626:	learn: 0.0029348	total: 19.8s	remaining: 11.8s
627:	learn: 0.0028957	total: 19.9s	remaining: 11.8s
628:	learn: 0.0028659	total: 19.9s	remaining: 11.7s
629:	learn: 0.0028243	total: 19.9s	remaining: 11.7s
630:	learn: 0.0028008	total: 20s	remaining: 11.7s
631:	learn: 0.0027628	total: 20s	remaining: 11.6s
632:	learn: 0.0027313	total: 20s	remaining: 11.6s
633:	learn: 0.0027175	total: 20.1s	remaining: 11.6s
634:	learn: 0.0026972	total: 20.1s	remaining: 11.5s
635:	learn: 0.0026711	total: 20.1s	remaining: 11.5s
636:	learn: 0.0026432	total: 20.1s	remaining: 11.5s
637:	learn: 0.0026258	total: 20.2s	remaining: 11.4s
638:	learn: 0.0026109	total: 20.2s	remaining: 11.4s
639:	learn: 0.0025928	total: 20.2s	remaining: 11.4s
640:	learn: 0.0025727	total: 20.3s	remaining: 11.4s
641:	learn: 0.0025528	total: 20.3s	remaining: 11.3s
642:	learn: 0.0025273	total: 20.3s	remaining: 11.3s
643:	learn: 0.0025116	total: 20.4s	remaining: 11.3s
644:	learn: 0.0024810	total: 20.4s	remaining: 11.2s
645:	learn: 0.0024690	total: 20.4s	remaining: 11.2s
646:	learn: 0.0024382	total: 20.5s	remaining: 11.2s
647:	learn: 0.0024335	total: 20.5s	remaining: 11.1s
648:	learn: 0.0024045	total: 20.5s	remaining: 11.1s
649:	learn: 0.0023777	total: 20.6s	remaining: 11.1s
650:	learn: 0.0023599	total: 20.6s	remaining: 11s
651:	learn: 0.0023466	total: 20.6s	remaining: 11s
652:	learn: 0.0023145	total: 20.7s	remaining: 11s
653:	learn: 0.0022961	total: 20.7s	remaining: 11s
654:	learn: 0.0022719	total: 20.7s	remaining: 10.9s
655:	learn: 0.0022579	total: 20.8s	remaining: 10.9s
656:	learn: 0.0022512	total: 20.8s	remaining: 10.9s
657:	learn: 0.0022349	total: 20.8s	remaining: 10.8s
658:	learn: 0.0022218	total: 20.9s	remaining: 10.8s
659:	learn: 0.0022101	total: 20.9s	remaining: 10.8s
660:	learn: 0.0021938	total: 20.9s	remaining: 10.7s
661:	learn: 0.0021771	total: 21s	remaining: 10.7s
662:	learn: 0.0021584	total: 21s	remaining: 10.7s
663:	learn: 0.0021299	total: 21s	remaining: 10.6s
664:	learn: 0.0021158	total: 21.1s	remaining: 10.6s
665:	learn: 0.0021061	total: 21.1s	remaining: 10.6s
666:	learn: 0.0021021	total: 21.1s	remaining: 10.5s
667:	learn: 0.0020873	total: 21.2s	remaining: 10.5s
668:	learn: 0.0020728	total: 21.2s	remaining: 10.5s
669:	learn: 0.0020483	total: 21.2s	remaining: 10.4s
670:	learn: 0.0020213	total: 21.3s	remaining: 10.4s
671:	learn: 0.0019930	total: 21.3s	remaining: 10.4s
672:	learn: 0.0019749	total: 21.3s	remaining: 10.4s
673:	learn: 0.0019488	total: 21.4s	remaining: 10.3s
674:	learn: 0.0019368	total: 21.4s	remaining: 10.3s
675:	learn: 0.0019302	total: 21.4s	remaining: 10.3s
676:	learn: 0.0019054	total: 21.5s	remaining: 10.2s
677:	learn: 0.0018824	total: 21.5s	remaining: 10.2s
678:	learn: 0.0018781	total: 21.6s	remaining: 10.2s
679:	learn: 0.0018597	total: 21.6s	remaining: 10.2s
680:	learn: 0.0018412	total: 21.6s	remaining: 10.1s
681:	learn: 0.0018299	total: 21.7s	remaining: 10.1s
682:	learn: 0.0018115	total: 21.7s	remaining: 10.1s
683:	learn: 0.0017899	total: 21.7s	remaining: 10s
684:	learn: 0.0017797	total: 21.8s	remaining: 10s
685:	learn: 0.0017598	total: 21.8s	remaining: 9.98s
686:	learn: 0.0017420	total: 21.8s	remaining: 9.95s
687:	learn: 0.0017303	total: 21.9s	remaining: 9.92s
688:	learn: 0.0017249	total: 21.9s	remaining: 9.89s
689:	learn: 0.0017157	total: 21.9s	remaining: 9.85s
690:	learn: 0.0017082	total: 21.9s	remaining: 9.81s
691:	learn: 0.0017032	total: 22s	remaining: 9.78s
692:	learn: 0.0016970	total: 22s	remaining: 9.75s
693:	learn: 0.0016794	total: 22s	remaining: 9.72s
694:	learn: 0.0016618	total: 22.1s	remaining: 9.69s
695:	learn: 0.0016503	total: 22.1s	remaining: 9.65s
696:	learn: 0.0016300	total: 22.1s	remaining: 9.62s
697:	learn: 0.0016094	total: 22.2s	remaining: 9.59s
698:	learn: 0.0015891	total: 22.2s	remaining: 9.56s
699:	learn: 0.0015810	total: 22.2s	remaining: 9.53s
700:	learn: 0.0015643	total: 22.3s	remaining: 9.49s
701:	learn: 0.0015520	total: 22.3s	remaining: 9.46s
702:	learn: 0.0015438	total: 22.3s	remaining: 9.43s
703:	learn: 0.0015295	total: 22.4s	remaining: 9.4s
704:	learn: 0.0015115	total: 22.4s	remaining: 9.37s
705:	learn: 0.0015083	total: 22.4s	remaining: 9.34s
706:	learn: 0.0014863	total: 22.5s	remaining: 9.31s
707:	learn: 0.0014732	total: 22.5s	remaining: 9.28s
708:	learn: 0.0014608	total: 22.5s	remaining: 9.25s
709:	learn: 0.0014545	total: 22.6s	remaining: 9.22s
710:	learn: 0.0014363	total: 22.6s	remaining: 9.19s
711:	learn: 0.0014255	total: 22.6s	remaining: 9.16s
712:	learn: 0.0014115	total: 22.7s	remaining: 9.13s
713:	learn: 0.0014090	total: 22.7s	remaining: 9.1s
714:	learn: 0.0013957	total: 22.7s	remaining: 9.06s
715:	learn: 0.0013901	total: 22.8s	remaining: 9.03s
716:	learn: 0.0013746	total: 22.8s	remaining: 9s
717:	learn: 0.0013565	total: 22.8s	remaining: 8.97s
718:	learn: 0.0013500	total: 22.8s	remaining: 8.93s
719:	learn: 0.0013419	total: 22.9s	remaining: 8.9s
720:	learn: 0.0013300	total: 22.9s	remaining: 8.86s
721:	learn: 0.0013152	total: 22.9s	remaining: 8.83s
722:	learn: 0.0013001	total: 23s	remaining: 8.8s
723:	learn: 0.0012899	total: 23s	remaining: 8.77s
724:	learn: 0.0012761	total: 23s	remaining: 8.73s
725:	learn: 0.0012640	total: 23.1s	remaining: 8.7s
726:	learn: 0.0012581	total: 23.1s	remaining: 8.67s
727:	learn: 0.0012535	total: 23.1s	remaining: 8.64s
728:	learn: 0.0012407	total: 23.2s	remaining: 8.61s
729:	learn: 0.0012295	total: 23.2s	remaining: 8.57s
730:	learn: 0.0012165	total: 23.2s	remaining: 8.54s
731:	learn: 0.0012053	total: 23.2s	remaining: 8.51s
732:	learn: 0.0011933	total: 23.3s	remaining: 8.48s
733:	learn: 0.0011798	total: 23.3s	remaining: 8.45s
734:	learn: 0.0011698	total: 23.3s	remaining: 8.41s
735:	learn: 0.0011630	total: 23.4s	remaining: 8.38s
736:	learn: 0.0011540	total: 23.4s	remaining: 8.35s
737:	learn: 0.0011432	total: 23.4s	remaining: 8.32s
738:	learn: 0.0011397	total: 23.4s	remaining: 8.28s
739:	learn: 0.0011260	total: 23.5s	remaining: 8.25s
740:	learn: 0.0011133	total: 23.5s	remaining: 8.22s
741:	learn: 0.0011035	total: 23.6s	remaining: 8.19s
742:	learn: 0.0010935	total: 23.6s	remaining: 8.16s
743:	learn: 0.0010839	total: 23.6s	remaining: 8.13s
744:	learn: 0.0010815	total: 23.7s	remaining: 8.1s
745:	learn: 0.0010757	total: 23.7s	remaining: 8.07s
746:	learn: 0.0010673	total: 23.7s	remaining: 8.04s
747:	learn: 0.0010584	total: 23.8s	remaining: 8.01s
748:	learn: 0.0010461	total: 23.8s	remaining: 7.97s
749:	learn: 0.0010431	total: 23.8s	remaining: 7.93s
750:	learn: 0.0010366	total: 23.8s	remaining: 7.9s
751:	learn: 0.0010310	total: 23.9s	remaining: 7.87s
752:	learn: 0.0010261	total: 23.9s	remaining: 7.84s
753:	learn: 0.0010160	total: 23.9s	remaining: 7.81s
754:	learn: 0.0010072	total: 24s	remaining: 7.78s
755:	learn: 0.0010021	total: 24s	remaining: 7.74s
756:	learn: 0.0009903	total: 24s	remaining: 7.71s
757:	learn: 0.0009849	total: 24.1s	remaining: 7.68s
758:	learn: 0.0009765	total: 24.1s	remaining: 7.65s
759:	learn: 0.0009685	total: 24.1s	remaining: 7.62s
760:	learn: 0.0009647	total: 24.1s	remaining: 7.58s
761:	learn: 0.0009595	total: 24.2s	remaining: 7.55s
762:	learn: 0.0009500	total: 24.2s	remaining: 7.52s
763:	learn: 0.0009457	total: 24.2s	remaining: 7.49s
764:	learn: 0.0009391	total: 24.3s	remaining: 7.45s
765:	learn: 0.0009333	total: 24.3s	remaining: 7.42s
766:	learn: 0.0009216	total: 24.3s	remaining: 7.39s
767:	learn: 0.0009129	total: 24.4s	remaining: 7.36s
768:	learn: 0.0009065	total: 24.4s	remaining: 7.33s
769:	learn: 0.0009015	total: 24.4s	remaining: 7.29s
770:	learn: 0.0008913	total: 24.5s	remaining: 7.26s
771:	learn: 0.0008866	total: 24.5s	remaining: 7.23s
772:	learn: 0.0008749	total: 24.5s	remaining: 7.2s
773:	learn: 0.0008631	total: 24.5s	remaining: 7.17s
774:	learn: 0.0008577	total: 24.6s	remaining: 7.13s
775:	learn: 0.0008536	total: 24.6s	remaining: 7.1s
776:	learn: 0.0008425	total: 24.6s	remaining: 7.06s
777:	learn: 0.0008386	total: 24.6s	remaining: 7.03s
778:	learn: 0.0008372	total: 24.7s	remaining: 7s
779:	learn: 0.0008318	total: 24.7s	remaining: 6.96s
780:	learn: 0.0008251	total: 24.7s	remaining: 6.93s
781:	learn: 0.0008223	total: 24.8s	remaining: 6.9s
782:	learn: 0.0008115	total: 24.8s	remaining: 6.87s
783:	learn: 0.0008036	total: 24.8s	remaining: 6.84s
784:	learn: 0.0007941	total: 24.9s	remaining: 6.81s
785:	learn: 0.0007890	total: 24.9s	remaining: 6.78s
786:	learn: 0.0007836	total: 24.9s	remaining: 6.75s
787:	learn: 0.0007744	total: 25s	remaining: 6.72s
788:	learn: 0.0007713	total: 25s	remaining: 6.69s
789:	learn: 0.0007627	total: 25s	remaining: 6.65s
790:	learn: 0.0007561	total: 25.1s	remaining: 6.62s
791:	learn: 0.0007502	total: 25.1s	remaining: 6.59s
792:	learn: 0.0007464	total: 25.1s	remaining: 6.56s
793:	learn: 0.0007436	total: 25.2s	remaining: 6.53s
794:	learn: 0.0007330	total: 25.2s	remaining: 6.5s
795:	learn: 0.0007252	total: 25.2s	remaining: 6.46s
796:	learn: 0.0007205	total: 25.3s	remaining: 6.43s
797:	learn: 0.0007171	total: 25.3s	remaining: 6.4s
798:	learn: 0.0007117	total: 25.3s	remaining: 6.37s
799:	learn: 0.0007055	total: 25.4s	remaining: 6.34s
800:	learn: 0.0007000	total: 25.4s	remaining: 6.31s
801:	learn: 0.0006973	total: 25.4s	remaining: 6.28s
802:	learn: 0.0006889	total: 25.5s	remaining: 6.25s
803:	learn: 0.0006815	total: 25.5s	remaining: 6.22s
804:	learn: 0.0006753	total: 25.5s	remaining: 6.19s
805:	learn: 0.0006701	total: 25.6s	remaining: 6.16s
806:	learn: 0.0006676	total: 25.6s	remaining: 6.12s
807:	learn: 0.0006623	total: 25.6s	remaining: 6.09s
808:	learn: 0.0006573	total: 25.7s	remaining: 6.06s
809:	learn: 0.0006520	total: 25.7s	remaining: 6.03s
810:	learn: 0.0006500	total: 25.7s	remaining: 6s
811:	learn: 0.0006453	total: 25.8s	remaining: 5.97s
812:	learn: 0.0006435	total: 25.8s	remaining: 5.93s
813:	learn: 0.0006423	total: 25.8s	remaining: 5.9s
814:	learn: 0.0006338	total: 25.8s	remaining: 5.87s
815:	learn: 0.0006254	total: 25.9s	remaining: 5.83s
816:	learn: 0.0006184	total: 25.9s	remaining: 5.8s
817:	learn: 0.0006110	total: 25.9s	remaining: 5.77s
818:	learn: 0.0006054	total: 26s	remaining: 5.74s
819:	learn: 0.0006004	total: 26s	remaining: 5.71s
820:	learn: 0.0005938	total: 26s	remaining: 5.68s
821:	learn: 0.0005924	total: 26.1s	remaining: 5.64s
822:	learn: 0.0005886	total: 26.1s	remaining: 5.61s
823:	learn: 0.0005874	total: 26.1s	remaining: 5.58s
824:	learn: 0.0005799	total: 26.2s	remaining: 5.55s
825:	learn: 0.0005751	total: 26.2s	remaining: 5.52s
826:	learn: 0.0005677	total: 26.2s	remaining: 5.49s
827:	learn: 0.0005656	total: 26.3s	remaining: 5.46s
828:	learn: 0.0005582	total: 26.3s	remaining: 5.42s
829:	learn: 0.0005550	total: 26.3s	remaining: 5.39s
830:	learn: 0.0005494	total: 26.4s	remaining: 5.36s
831:	learn: 0.0005444	total: 26.4s	remaining: 5.33s
832:	learn: 0.0005370	total: 26.4s	remaining: 5.3s
833:	learn: 0.0005325	total: 26.4s	remaining: 5.26s
834:	learn: 0.0005302	total: 26.5s	remaining: 5.23s
835:	learn: 0.0005259	total: 26.5s	remaining: 5.2s
836:	learn: 0.0005237	total: 26.5s	remaining: 5.17s
837:	learn: 0.0005225	total: 26.6s	remaining: 5.14s
838:	learn: 0.0005196	total: 26.6s	remaining: 5.11s
839:	learn: 0.0005167	total: 26.6s	remaining: 5.07s
840:	learn: 0.0005135	total: 26.7s	remaining: 5.04s
841:	learn: 0.0005094	total: 26.7s	remaining: 5.01s
842:	learn: 0.0005045	total: 26.7s	remaining: 4.98s
843:	learn: 0.0005002	total: 26.8s	remaining: 4.95s
844:	learn: 0.0004945	total: 26.8s	remaining: 4.92s
845:	learn: 0.0004905	total: 26.8s	remaining: 4.88s
846:	learn: 0.0004883	total: 26.9s	remaining: 4.85s
847:	learn: 0.0004839	total: 26.9s	remaining: 4.82s
848:	learn: 0.0004813	total: 26.9s	remaining: 4.79s
849:	learn: 0.0004792	total: 27s	remaining: 4.76s
850:	learn: 0.0004782	total: 27s	remaining: 4.72s
851:	learn: 0.0004733	total: 27s	remaining: 4.69s
852:	learn: 0.0004683	total: 27.1s	remaining: 4.66s
853:	learn: 0.0004661	total: 27.1s	remaining: 4.63s
854:	learn: 0.0004619	total: 27.1s	remaining: 4.6s
855:	learn: 0.0004598	total: 27.1s	remaining: 4.57s
856:	learn: 0.0004554	total: 27.2s	remaining: 4.53s
857:	learn: 0.0004516	total: 27.2s	remaining: 4.5s
858:	learn: 0.0004498	total: 27.2s	remaining: 4.47s
859:	learn: 0.0004465	total: 27.2s	remaining: 4.43s
860:	learn: 0.0004441	total: 27.3s	remaining: 4.4s
861:	learn: 0.0004410	total: 27.3s	remaining: 4.37s
862:	learn: 0.0004377	total: 27.3s	remaining: 4.34s
863:	learn: 0.0004343	total: 27.4s	remaining: 4.31s
864:	learn: 0.0004309	total: 27.4s	remaining: 4.28s
865:	learn: 0.0004262	total: 27.4s	remaining: 4.25s
866:	learn: 0.0004239	total: 27.5s	remaining: 4.21s
867:	learn: 0.0004206	total: 27.5s	remaining: 4.18s
868:	learn: 0.0004157	total: 27.5s	remaining: 4.15s
869:	learn: 0.0004104	total: 27.6s	remaining: 4.12s
870:	learn: 0.0004075	total: 27.6s	remaining: 4.09s
871:	learn: 0.0004021	total: 27.6s	remaining: 4.06s
872:	learn: 0.0003986	total: 27.7s	remaining: 4.02s
873:	learn: 0.0003974	total: 27.7s	remaining: 3.99s
874:	learn: 0.0003927	total: 27.7s	remaining: 3.96s
875:	learn: 0.0003885	total: 27.8s	remaining: 3.93s
876:	learn: 0.0003859	total: 27.8s	remaining: 3.89s
877:	learn: 0.0003846	total: 27.8s	remaining: 3.86s
878:	learn: 0.0003802	total: 27.8s	remaining: 3.83s
879:	learn: 0.0003785	total: 27.9s	remaining: 3.8s
880:	learn: 0.0003744	total: 27.9s	remaining: 3.77s
881:	learn: 0.0003736	total: 27.9s	remaining: 3.74s
882:	learn: 0.0003717	total: 28s	remaining: 3.71s
883:	learn: 0.0003706	total: 28s	remaining: 3.67s
884:	learn: 0.0003695	total: 28s	remaining: 3.64s
885:	learn: 0.0003671	total: 28.1s	remaining: 3.61s
886:	learn: 0.0003650	total: 28.1s	remaining: 3.58s
887:	learn: 0.0003606	total: 28.1s	remaining: 3.54s
888:	learn: 0.0003579	total: 28.1s	remaining: 3.51s
889:	learn: 0.0003548	total: 28.2s	remaining: 3.48s
890:	learn: 0.0003519	total: 28.2s	remaining: 3.45s
891:	learn: 0.0003496	total: 28.2s	remaining: 3.42s
892:	learn: 0.0003480	total: 28.3s	remaining: 3.39s
893:	learn: 0.0003460	total: 28.3s	remaining: 3.36s
894:	learn: 0.0003420	total: 28.3s	remaining: 3.33s
895:	learn: 0.0003400	total: 28.4s	remaining: 3.29s
896:	learn: 0.0003373	total: 28.4s	remaining: 3.26s
897:	learn: 0.0003355	total: 28.4s	remaining: 3.23s
898:	learn: 0.0003319	total: 28.5s	remaining: 3.2s
899:	learn: 0.0003305	total: 28.5s	remaining: 3.17s
900:	learn: 0.0003283	total: 28.5s	remaining: 3.13s
901:	learn: 0.0003261	total: 28.6s	remaining: 3.1s
902:	learn: 0.0003230	total: 28.6s	remaining: 3.07s
903:	learn: 0.0003203	total: 28.6s	remaining: 3.04s
904:	learn: 0.0003174	total: 28.7s	remaining: 3.01s
905:	learn: 0.0003159	total: 28.7s	remaining: 2.98s
906:	learn: 0.0003132	total: 28.7s	remaining: 2.94s
907:	learn: 0.0003107	total: 28.7s	remaining: 2.91s
908:	learn: 0.0003064	total: 28.8s	remaining: 2.88s
909:	learn: 0.0003029	total: 28.8s	remaining: 2.85s
910:	learn: 0.0003013	total: 28.8s	remaining: 2.82s
911:	learn: 0.0002985	total: 28.9s	remaining: 2.79s
912:	learn: 0.0002975	total: 28.9s	remaining: 2.75s
913:	learn: 0.0002951	total: 28.9s	remaining: 2.72s
914:	learn: 0.0002938	total: 29s	remaining: 2.69s
915:	learn: 0.0002917	total: 29s	remaining: 2.66s
916:	learn: 0.0002879	total: 29s	remaining: 2.63s
917:	learn: 0.0002842	total: 29s	remaining: 2.59s
918:	learn: 0.0002820	total: 29.1s	remaining: 2.56s
919:	learn: 0.0002815	total: 29.1s	remaining: 2.53s
920:	learn: 0.0002793	total: 29.1s	remaining: 2.5s
921:	learn: 0.0002777	total: 29.2s	remaining: 2.47s
922:	learn: 0.0002751	total: 29.2s	remaining: 2.44s
923:	learn: 0.0002723	total: 29.2s	remaining: 2.4s
924:	learn: 0.0002703	total: 29.2s	remaining: 2.37s
925:	learn: 0.0002670	total: 29.3s	remaining: 2.34s
926:	learn: 0.0002666	total: 29.3s	remaining: 2.31s
927:	learn: 0.0002647	total: 29.3s	remaining: 2.28s
928:	learn: 0.0002639	total: 29.4s	remaining: 2.24s
929:	learn: 0.0002620	total: 29.4s	remaining: 2.21s
930:	learn: 0.0002616	total: 29.4s	remaining: 2.18s
931:	learn: 0.0002583	total: 29.4s	remaining: 2.15s
932:	learn: 0.0002573	total: 29.5s	remaining: 2.12s
933:	learn: 0.0002546	total: 29.5s	remaining: 2.08s
934:	learn: 0.0002530	total: 29.5s	remaining: 2.05s
935:	learn: 0.0002507	total: 29.6s	remaining: 2.02s
936:	learn: 0.0002490	total: 29.6s	remaining: 1.99s
937:	learn: 0.0002475	total: 29.6s	remaining: 1.96s
938:	learn: 0.0002455	total: 29.7s	remaining: 1.93s
939:	learn: 0.0002449	total: 29.7s	remaining: 1.9s
940:	learn: 0.0002418	total: 29.8s	remaining: 1.86s
941:	learn: 0.0002408	total: 29.8s	remaining: 1.83s
942:	learn: 0.0002402	total: 29.8s	remaining: 1.8s
943:	learn: 0.0002395	total: 29.8s	remaining: 1.77s
944:	learn: 0.0002392	total: 29.9s	remaining: 1.74s
945:	learn: 0.0002359	total: 29.9s	remaining: 1.71s
946:	learn: 0.0002340	total: 29.9s	remaining: 1.68s
947:	learn: 0.0002335	total: 30s	remaining: 1.64s
948:	learn: 0.0002319	total: 30s	remaining: 1.61s
949:	learn: 0.0002307	total: 30s	remaining: 1.58s
950:	learn: 0.0002291	total: 30.1s	remaining: 1.55s
951:	learn: 0.0002276	total: 30.1s	remaining: 1.52s
952:	learn: 0.0002270	total: 30.1s	remaining: 1.49s
953:	learn: 0.0002258	total: 30.1s	remaining: 1.45s
954:	learn: 0.0002239	total: 30.2s	remaining: 1.42s
955:	learn: 0.0002225	total: 30.2s	remaining: 1.39s
956:	learn: 0.0002221	total: 30.2s	remaining: 1.36s
957:	learn: 0.0002205	total: 30.3s	remaining: 1.33s
958:	learn: 0.0002191	total: 30.3s	remaining: 1.29s
959:	learn: 0.0002166	total: 30.3s	remaining: 1.26s
960:	learn: 0.0002142	total: 30.4s	remaining: 1.23s
961:	learn: 0.0002137	total: 30.4s	remaining: 1.2s
962:	learn: 0.0002122	total: 30.4s	remaining: 1.17s
963:	learn: 0.0002095	total: 30.5s	remaining: 1.14s
964:	learn: 0.0002080	total: 30.5s	remaining: 1.1s
965:	learn: 0.0002062	total: 30.5s	remaining: 1.07s
966:	learn: 0.0002037	total: 30.5s	remaining: 1.04s
967:	learn: 0.0002023	total: 30.6s	remaining: 1.01s
968:	learn: 0.0002015	total: 30.6s	remaining: 979ms
969:	learn: 0.0001995	total: 30.6s	remaining: 947ms
970:	learn: 0.0001981	total: 30.7s	remaining: 916ms
971:	learn: 0.0001972	total: 30.7s	remaining: 885ms
972:	learn: 0.0001960	total: 30.7s	remaining: 853ms
973:	learn: 0.0001941	total: 30.8s	remaining: 821ms
974:	learn: 0.0001924	total: 30.8s	remaining: 790ms
975:	learn: 0.0001899	total: 30.8s	remaining: 758ms
976:	learn: 0.0001883	total: 30.9s	remaining: 726ms
977:	learn: 0.0001874	total: 30.9s	remaining: 695ms
978:	learn: 0.0001849	total: 30.9s	remaining: 663ms
979:	learn: 0.0001847	total: 31s	remaining: 632ms
980:	learn: 0.0001842	total: 31s	remaining: 600ms
981:	learn: 0.0001834	total: 31s	remaining: 568ms
982:	learn: 0.0001816	total: 31s	remaining: 537ms
983:	learn: 0.0001802	total: 31.1s	remaining: 505ms
984:	learn: 0.0001783	total: 31.1s	remaining: 474ms
985:	learn: 0.0001767	total: 31.1s	remaining: 442ms
986:	learn: 0.0001756	total: 31.2s	remaining: 411ms
987:	learn: 0.0001734	total: 31.2s	remaining: 379ms
988:	learn: 0.0001723	total: 31.2s	remaining: 347ms
989:	learn: 0.0001709	total: 31.3s	remaining: 316ms
990:	learn: 0.0001694	total: 31.3s	remaining: 284ms
991:	learn: 0.0001684	total: 31.3s	remaining: 253ms
992:	learn: 0.0001667	total: 31.4s	remaining: 221ms
993:	learn: 0.0001655	total: 31.4s	remaining: 189ms
994:	learn: 0.0001648	total: 31.4s	remaining: 158ms
995:	learn: 0.0001641	total: 31.4s	remaining: 126ms
996:	learn: 0.0001627	total: 31.5s	remaining: 94.7ms
997:	learn: 0.0001620	total: 31.5s	remaining: 63.1ms
998:	learn: 0.0001609	total: 31.5s	remaining: 31.6ms
999:	learn: 0.0001598	total: 31.6s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=7, depth=10, total=  32.5s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=10 ......................
0:	learn: 0.8678991	total: 30.4ms	remaining: 30.4s
1:	learn: 0.8315650	total: 58.1ms	remaining: 29s
2:	learn: 0.7944876	total: 60ms	remaining: 20s
3:	learn: 0.7666477	total: 90.1ms	remaining: 22.4s
4:	learn: 0.7415530	total: 119ms	remaining: 23.6s
5:	learn: 0.7232326	total: 148ms	remaining: 24.5s
6:	learn: 0.7008628	total: 183ms	remaining: 26s
7:	learn: 0.6801959	total: 212ms	remaining: 26.3s
8:	learn: 0.6586833	total: 242ms	remaining: 26.6s
9:	learn: 0.6369818	total: 271ms	remaining: 26.8s
10:	learn: 0.6230442	total: 302ms	remaining: 27.2s
11:	learn: 0.6073673	total: 335ms	remaining: 27.6s
12:	learn: 0.5902841	total: 368ms	remaining: 28s
13:	learn: 0.5678238	total: 401ms	remaining: 28.2s
14:	learn: 0.5498099	total: 430ms	remaining: 28.2s
15:	learn: 0.5337183	total: 458ms	remaining: 28.2s
16:	learn: 0.5190160	total: 488ms	remaining: 28.2s
17:	learn: 0.5030141	total: 494ms	remaining: 27s
18:	learn: 0.4895114	total: 525ms	remaining: 27.1s
19:	learn: 0.4759733	total: 556ms	remaining: 27.3s
20:	learn: 0.4647175	total: 591ms	remaining: 27.6s
21:	learn: 0.4568267	total: 623ms	remaining: 27.7s
22:	learn: 0.4484321	total: 652ms	remaining: 27.7s
23:	learn: 0.4361162	total: 681ms	remaining: 27.7s
24:	learn: 0.4271647	total: 711ms	remaining: 27.7s
25:	learn: 0.4202581	total: 744ms	remaining: 27.9s
26:	learn: 0.4109544	total: 777ms	remaining: 28s
27:	learn: 0.4020905	total: 807ms	remaining: 28s
28:	learn: 0.3933285	total: 840ms	remaining: 28.1s
29:	learn: 0.3852877	total: 871ms	remaining: 28.2s
30:	learn: 0.3796651	total: 903ms	remaining: 28.2s
31:	learn: 0.3727687	total: 946ms	remaining: 28.6s
32:	learn: 0.3647880	total: 981ms	remaining: 28.7s
33:	learn: 0.3590929	total: 1.01s	remaining: 28.7s
34:	learn: 0.3532734	total: 1.04s	remaining: 28.7s
35:	learn: 0.3476250	total: 1.07s	remaining: 28.7s
36:	learn: 0.3418094	total: 1.1s	remaining: 28.7s
37:	learn: 0.3367282	total: 1.14s	remaining: 28.8s
38:	learn: 0.3303406	total: 1.17s	remaining: 28.8s
39:	learn: 0.3263231	total: 1.18s	remaining: 28.4s
40:	learn: 0.3215252	total: 1.21s	remaining: 28.4s
41:	learn: 0.3168609	total: 1.25s	remaining: 28.4s
42:	learn: 0.3120968	total: 1.28s	remaining: 28.5s
43:	learn: 0.3074382	total: 1.32s	remaining: 28.6s
44:	learn: 0.3029057	total: 1.35s	remaining: 28.8s
45:	learn: 0.2981173	total: 1.39s	remaining: 28.8s
46:	learn: 0.2929028	total: 1.42s	remaining: 28.8s
47:	learn: 0.2889338	total: 1.45s	remaining: 28.8s
48:	learn: 0.2845266	total: 1.48s	remaining: 28.8s
49:	learn: 0.2812192	total: 1.52s	remaining: 28.8s
50:	learn: 0.2767164	total: 1.55s	remaining: 28.8s
51:	learn: 0.2718534	total: 1.58s	remaining: 28.8s
52:	learn: 0.2678995	total: 1.61s	remaining: 28.7s
53:	learn: 0.2640767	total: 1.64s	remaining: 28.7s
54:	learn: 0.2598695	total: 1.67s	remaining: 28.6s
55:	learn: 0.2566204	total: 1.68s	remaining: 28.4s
56:	learn: 0.2532584	total: 1.72s	remaining: 28.4s
57:	learn: 0.2496325	total: 1.75s	remaining: 28.4s
58:	learn: 0.2466644	total: 1.78s	remaining: 28.4s
59:	learn: 0.2447339	total: 1.78s	remaining: 27.9s
60:	learn: 0.2437818	total: 1.78s	remaining: 27.4s
61:	learn: 0.2413582	total: 1.81s	remaining: 27.5s
62:	learn: 0.2408066	total: 1.82s	remaining: 27.1s
63:	learn: 0.2403968	total: 1.82s	remaining: 26.7s
64:	learn: 0.2398958	total: 1.83s	remaining: 26.3s
65:	learn: 0.2366172	total: 1.83s	remaining: 26s
66:	learn: 0.2360422	total: 1.85s	remaining: 25.7s
67:	learn: 0.2341830	total: 1.88s	remaining: 25.8s
68:	learn: 0.2336715	total: 1.91s	remaining: 25.8s
69:	learn: 0.2327445	total: 1.94s	remaining: 25.8s
70:	learn: 0.2321903	total: 1.97s	remaining: 25.8s
71:	learn: 0.2306454	total: 1.98s	remaining: 25.5s
72:	learn: 0.2274115	total: 2.01s	remaining: 25.5s
73:	learn: 0.2270083	total: 2.01s	remaining: 25.2s
74:	learn: 0.2264370	total: 2.02s	remaining: 24.9s
75:	learn: 0.2240716	total: 2.05s	remaining: 25s
76:	learn: 0.2209185	total: 2.09s	remaining: 25s
77:	learn: 0.2204432	total: 2.09s	remaining: 24.8s
78:	learn: 0.2182758	total: 2.13s	remaining: 24.8s
79:	learn: 0.2178210	total: 2.14s	remaining: 24.6s
80:	learn: 0.2153771	total: 2.17s	remaining: 24.6s
81:	learn: 0.2146116	total: 2.2s	remaining: 24.6s
82:	learn: 0.2141835	total: 2.21s	remaining: 24.5s
83:	learn: 0.2137476	total: 2.24s	remaining: 24.5s
84:	learn: 0.2133194	total: 2.28s	remaining: 24.6s
85:	learn: 0.2128908	total: 2.31s	remaining: 24.6s
86:	learn: 0.2100491	total: 2.34s	remaining: 24.6s
87:	learn: 0.2096299	total: 2.37s	remaining: 24.6s
88:	learn: 0.2070619	total: 2.4s	remaining: 24.6s
89:	learn: 0.2064479	total: 2.4s	remaining: 24.3s
90:	learn: 0.2035538	total: 2.43s	remaining: 24.3s
91:	learn: 0.2031680	total: 2.47s	remaining: 24.4s
92:	learn: 0.2027833	total: 2.5s	remaining: 24.4s
93:	learn: 0.1986438	total: 2.53s	remaining: 24.4s
94:	learn: 0.1981198	total: 2.56s	remaining: 24.4s
95:	learn: 0.1959118	total: 2.59s	remaining: 24.4s
96:	learn: 0.1933385	total: 2.62s	remaining: 24.4s
97:	learn: 0.1918807	total: 2.65s	remaining: 24.4s
98:	learn: 0.1891492	total: 2.68s	remaining: 24.4s
99:	learn: 0.1884844	total: 2.71s	remaining: 24.4s
100:	learn: 0.1854311	total: 2.74s	remaining: 24.4s
101:	learn: 0.1851068	total: 2.77s	remaining: 24.4s
102:	learn: 0.1844932	total: 2.8s	remaining: 24.4s
103:	learn: 0.1823010	total: 2.84s	remaining: 24.5s
104:	learn: 0.1815741	total: 2.88s	remaining: 24.5s
105:	learn: 0.1810287	total: 2.88s	remaining: 24.3s
106:	learn: 0.1804679	total: 2.88s	remaining: 24.1s
107:	learn: 0.1795455	total: 2.92s	remaining: 24.1s
108:	learn: 0.1787330	total: 2.95s	remaining: 24.1s
109:	learn: 0.1760888	total: 2.98s	remaining: 24.1s
110:	learn: 0.1755518	total: 3.02s	remaining: 24.2s
111:	learn: 0.1748560	total: 3.02s	remaining: 24s
112:	learn: 0.1743433	total: 3.06s	remaining: 24s
113:	learn: 0.1715590	total: 3.08s	remaining: 24s
114:	learn: 0.1713089	total: 3.12s	remaining: 24s
115:	learn: 0.1710533	total: 3.14s	remaining: 24s
116:	learn: 0.1694308	total: 3.17s	remaining: 24s
117:	learn: 0.1689861	total: 3.19s	remaining: 23.8s
118:	learn: 0.1668972	total: 3.23s	remaining: 23.9s
119:	learn: 0.1646994	total: 3.25s	remaining: 23.9s
120:	learn: 0.1644291	total: 3.29s	remaining: 23.9s
121:	learn: 0.1639322	total: 3.29s	remaining: 23.7s
122:	learn: 0.1634983	total: 3.32s	remaining: 23.7s
123:	learn: 0.1616208	total: 3.35s	remaining: 23.7s
124:	learn: 0.1597403	total: 3.39s	remaining: 23.7s
125:	learn: 0.1576837	total: 3.42s	remaining: 23.7s
126:	learn: 0.1557521	total: 3.46s	remaining: 23.8s
127:	learn: 0.1547978	total: 3.49s	remaining: 23.8s
128:	learn: 0.1532585	total: 3.52s	remaining: 23.8s
129:	learn: 0.1514176	total: 3.55s	remaining: 23.8s
130:	learn: 0.1496554	total: 3.59s	remaining: 23.8s
131:	learn: 0.1484193	total: 3.62s	remaining: 23.8s
132:	learn: 0.1479349	total: 3.65s	remaining: 23.8s
133:	learn: 0.1463809	total: 3.68s	remaining: 23.8s
134:	learn: 0.1460133	total: 3.71s	remaining: 23.8s
135:	learn: 0.1446394	total: 3.74s	remaining: 23.8s
136:	learn: 0.1432242	total: 3.78s	remaining: 23.8s
137:	learn: 0.1416966	total: 3.81s	remaining: 23.8s
138:	learn: 0.1391359	total: 3.84s	remaining: 23.8s
139:	learn: 0.1389028	total: 3.87s	remaining: 23.8s
140:	learn: 0.1377719	total: 3.9s	remaining: 23.8s
141:	learn: 0.1353575	total: 3.93s	remaining: 23.8s
142:	learn: 0.1345032	total: 3.97s	remaining: 23.8s
143:	learn: 0.1339873	total: 4s	remaining: 23.8s
144:	learn: 0.1333317	total: 4.03s	remaining: 23.8s
145:	learn: 0.1331386	total: 4.06s	remaining: 23.8s
146:	learn: 0.1328192	total: 4.09s	remaining: 23.7s
147:	learn: 0.1319761	total: 4.12s	remaining: 23.7s
148:	learn: 0.1316981	total: 4.12s	remaining: 23.6s
149:	learn: 0.1303432	total: 4.16s	remaining: 23.6s
150:	learn: 0.1291180	total: 4.19s	remaining: 23.6s
151:	learn: 0.1276728	total: 4.2s	remaining: 23.4s
152:	learn: 0.1262947	total: 4.23s	remaining: 23.4s
153:	learn: 0.1251824	total: 4.26s	remaining: 23.4s
154:	learn: 0.1247171	total: 4.29s	remaining: 23.4s
155:	learn: 0.1238987	total: 4.32s	remaining: 23.4s
156:	learn: 0.1236541	total: 4.33s	remaining: 23.2s
157:	learn: 0.1226321	total: 4.34s	remaining: 23.1s
158:	learn: 0.1223476	total: 4.37s	remaining: 23.1s
159:	learn: 0.1220237	total: 4.4s	remaining: 23.1s
160:	learn: 0.1208234	total: 4.43s	remaining: 23.1s
161:	learn: 0.1200838	total: 4.47s	remaining: 23.1s
162:	learn: 0.1189166	total: 4.5s	remaining: 23.1s
163:	learn: 0.1177175	total: 4.53s	remaining: 23.1s
164:	learn: 0.1174085	total: 4.56s	remaining: 23.1s
165:	learn: 0.1166515	total: 4.59s	remaining: 23.1s
166:	learn: 0.1163065	total: 4.62s	remaining: 23.1s
167:	learn: 0.1153798	total: 4.65s	remaining: 23.1s
168:	learn: 0.1137332	total: 4.69s	remaining: 23s
169:	learn: 0.1124471	total: 4.72s	remaining: 23.1s
170:	learn: 0.1121838	total: 4.75s	remaining: 23s
171:	learn: 0.1108967	total: 4.78s	remaining: 23s
172:	learn: 0.1094882	total: 4.81s	remaining: 23s
173:	learn: 0.1080705	total: 4.84s	remaining: 23s
174:	learn: 0.1065985	total: 4.87s	remaining: 23s
175:	learn: 0.1052326	total: 4.91s	remaining: 23s
176:	learn: 0.1044765	total: 4.94s	remaining: 23s
177:	learn: 0.1037176	total: 4.97s	remaining: 22.9s
178:	learn: 0.1034851	total: 5s	remaining: 22.9s
179:	learn: 0.1030619	total: 5.03s	remaining: 22.9s
180:	learn: 0.1022346	total: 5.04s	remaining: 22.8s
181:	learn: 0.1009390	total: 5.06s	remaining: 22.8s
182:	learn: 0.1007619	total: 5.1s	remaining: 22.8s
183:	learn: 0.1004921	total: 5.13s	remaining: 22.7s
184:	learn: 0.1000336	total: 5.16s	remaining: 22.7s
185:	learn: 0.0995266	total: 5.19s	remaining: 22.7s
186:	learn: 0.0986376	total: 5.22s	remaining: 22.7s
187:	learn: 0.0981620	total: 5.25s	remaining: 22.7s
188:	learn: 0.0973513	total: 5.28s	remaining: 22.7s
189:	learn: 0.0961392	total: 5.31s	remaining: 22.6s
190:	learn: 0.0957516	total: 5.34s	remaining: 22.6s
191:	learn: 0.0951235	total: 5.37s	remaining: 22.6s
192:	learn: 0.0943686	total: 5.4s	remaining: 22.6s
193:	learn: 0.0940918	total: 5.43s	remaining: 22.6s
194:	learn: 0.0934059	total: 5.46s	remaining: 22.6s
195:	learn: 0.0921764	total: 5.5s	remaining: 22.5s
196:	learn: 0.0907799	total: 5.53s	remaining: 22.5s
197:	learn: 0.0896182	total: 5.56s	remaining: 22.5s
198:	learn: 0.0884728	total: 5.59s	remaining: 22.5s
199:	learn: 0.0874327	total: 5.62s	remaining: 22.5s
200:	learn: 0.0862404	total: 5.66s	remaining: 22.5s
201:	learn: 0.0859303	total: 5.68s	remaining: 22.5s
202:	learn: 0.0857798	total: 5.71s	remaining: 22.4s
203:	learn: 0.0854556	total: 5.74s	remaining: 22.4s
204:	learn: 0.0842436	total: 5.77s	remaining: 22.4s
205:	learn: 0.0835490	total: 5.8s	remaining: 22.4s
206:	learn: 0.0824104	total: 5.84s	remaining: 22.4s
207:	learn: 0.0812515	total: 5.87s	remaining: 22.4s
208:	learn: 0.0809634	total: 5.9s	remaining: 22.3s
209:	learn: 0.0806460	total: 5.9s	remaining: 22.2s
210:	learn: 0.0796523	total: 5.93s	remaining: 22.2s
211:	learn: 0.0786031	total: 5.96s	remaining: 22.1s
212:	learn: 0.0775051	total: 5.99s	remaining: 22.1s
213:	learn: 0.0767768	total: 6.03s	remaining: 22.1s
214:	learn: 0.0759463	total: 6.06s	remaining: 22.1s
215:	learn: 0.0749910	total: 6.09s	remaining: 22.1s
216:	learn: 0.0746091	total: 6.12s	remaining: 22.1s
217:	learn: 0.0736217	total: 6.15s	remaining: 22.1s
218:	learn: 0.0727271	total: 6.18s	remaining: 22s
219:	learn: 0.0718605	total: 6.22s	remaining: 22s
220:	learn: 0.0710144	total: 6.25s	remaining: 22s
221:	learn: 0.0701773	total: 6.28s	remaining: 22s
222:	learn: 0.0697476	total: 6.31s	remaining: 22s
223:	learn: 0.0691257	total: 6.33s	remaining: 21.9s
224:	learn: 0.0688547	total: 6.36s	remaining: 21.9s
225:	learn: 0.0678843	total: 6.4s	remaining: 21.9s
226:	learn: 0.0670257	total: 6.43s	remaining: 21.9s
227:	learn: 0.0661870	total: 6.46s	remaining: 21.9s
228:	learn: 0.0655077	total: 6.49s	remaining: 21.8s
229:	learn: 0.0649997	total: 6.52s	remaining: 21.8s
230:	learn: 0.0641234	total: 6.54s	remaining: 21.8s
231:	learn: 0.0632810	total: 6.58s	remaining: 21.8s
232:	learn: 0.0631122	total: 6.61s	remaining: 21.8s
233:	learn: 0.0622580	total: 6.64s	remaining: 21.7s
234:	learn: 0.0617483	total: 6.67s	remaining: 21.7s
235:	learn: 0.0610415	total: 6.7s	remaining: 21.7s
236:	learn: 0.0603145	total: 6.73s	remaining: 21.7s
237:	learn: 0.0595255	total: 6.76s	remaining: 21.7s
238:	learn: 0.0592564	total: 6.77s	remaining: 21.6s
239:	learn: 0.0586939	total: 6.8s	remaining: 21.5s
240:	learn: 0.0581301	total: 6.83s	remaining: 21.5s
241:	learn: 0.0574209	total: 6.86s	remaining: 21.5s
242:	learn: 0.0566871	total: 6.88s	remaining: 21.4s
243:	learn: 0.0565319	total: 6.91s	remaining: 21.4s
244:	learn: 0.0562768	total: 6.95s	remaining: 21.4s
245:	learn: 0.0557473	total: 6.98s	remaining: 21.4s
246:	learn: 0.0550147	total: 7.01s	remaining: 21.4s
247:	learn: 0.0544013	total: 7.04s	remaining: 21.3s
248:	learn: 0.0538925	total: 7.07s	remaining: 21.3s
249:	learn: 0.0532935	total: 7.1s	remaining: 21.3s
250:	learn: 0.0527358	total: 7.13s	remaining: 21.3s
251:	learn: 0.0520534	total: 7.17s	remaining: 21.3s
252:	learn: 0.0519866	total: 7.2s	remaining: 21.3s
253:	learn: 0.0513538	total: 7.23s	remaining: 21.2s
254:	learn: 0.0507735	total: 7.26s	remaining: 21.2s
255:	learn: 0.0501407	total: 7.29s	remaining: 21.2s
256:	learn: 0.0494626	total: 7.33s	remaining: 21.2s
257:	learn: 0.0490853	total: 7.36s	remaining: 21.2s
258:	learn: 0.0484421	total: 7.38s	remaining: 21.1s
259:	learn: 0.0477871	total: 7.42s	remaining: 21.1s
260:	learn: 0.0472852	total: 7.45s	remaining: 21.1s
261:	learn: 0.0470202	total: 7.47s	remaining: 21.1s
262:	learn: 0.0464444	total: 7.5s	remaining: 21s
263:	learn: 0.0457633	total: 7.53s	remaining: 21s
264:	learn: 0.0453923	total: 7.56s	remaining: 21s
265:	learn: 0.0449544	total: 7.59s	remaining: 21s
266:	learn: 0.0446724	total: 7.62s	remaining: 20.9s
267:	learn: 0.0440705	total: 7.65s	remaining: 20.9s
268:	learn: 0.0435078	total: 7.68s	remaining: 20.9s
269:	learn: 0.0433555	total: 7.72s	remaining: 20.9s
270:	learn: 0.0429734	total: 7.75s	remaining: 20.8s
271:	learn: 0.0425104	total: 7.78s	remaining: 20.8s
272:	learn: 0.0422193	total: 7.81s	remaining: 20.8s
273:	learn: 0.0416432	total: 7.84s	remaining: 20.8s
274:	learn: 0.0413381	total: 7.87s	remaining: 20.7s
275:	learn: 0.0408696	total: 7.91s	remaining: 20.7s
276:	learn: 0.0405554	total: 7.93s	remaining: 20.7s
277:	learn: 0.0402972	total: 7.96s	remaining: 20.7s
278:	learn: 0.0398366	total: 7.99s	remaining: 20.7s
279:	learn: 0.0394737	total: 8.02s	remaining: 20.6s
280:	learn: 0.0390193	total: 8.05s	remaining: 20.6s
281:	learn: 0.0385879	total: 8.09s	remaining: 20.6s
282:	learn: 0.0382083	total: 8.12s	remaining: 20.6s
283:	learn: 0.0379421	total: 8.15s	remaining: 20.6s
284:	learn: 0.0374799	total: 8.18s	remaining: 20.5s
285:	learn: 0.0370509	total: 8.21s	remaining: 20.5s
286:	learn: 0.0369700	total: 8.24s	remaining: 20.5s
287:	learn: 0.0367302	total: 8.28s	remaining: 20.5s
288:	learn: 0.0363664	total: 8.31s	remaining: 20.4s
289:	learn: 0.0359524	total: 8.34s	remaining: 20.4s
290:	learn: 0.0356301	total: 8.36s	remaining: 20.4s
291:	learn: 0.0353214	total: 8.39s	remaining: 20.4s
292:	learn: 0.0350602	total: 8.42s	remaining: 20.3s
293:	learn: 0.0347138	total: 8.45s	remaining: 20.3s
294:	learn: 0.0345245	total: 8.49s	remaining: 20.3s
295:	learn: 0.0341991	total: 8.52s	remaining: 20.3s
296:	learn: 0.0338578	total: 8.55s	remaining: 20.2s
297:	learn: 0.0335282	total: 8.58s	remaining: 20.2s
298:	learn: 0.0330953	total: 8.61s	remaining: 20.2s
299:	learn: 0.0327680	total: 8.64s	remaining: 20.2s
300:	learn: 0.0324760	total: 8.67s	remaining: 20.1s
301:	learn: 0.0322627	total: 8.71s	remaining: 20.1s
302:	learn: 0.0319999	total: 8.74s	remaining: 20.1s
303:	learn: 0.0316547	total: 8.77s	remaining: 20.1s
304:	learn: 0.0312952	total: 8.79s	remaining: 20s
305:	learn: 0.0309234	total: 8.82s	remaining: 20s
306:	learn: 0.0307054	total: 8.86s	remaining: 20s
307:	learn: 0.0304723	total: 8.89s	remaining: 20s
308:	learn: 0.0300649	total: 8.92s	remaining: 19.9s
309:	learn: 0.0297855	total: 8.95s	remaining: 19.9s
310:	learn: 0.0295753	total: 8.98s	remaining: 19.9s
311:	learn: 0.0293577	total: 9.01s	remaining: 19.9s
312:	learn: 0.0289598	total: 9.04s	remaining: 19.8s
313:	learn: 0.0286289	total: 9.07s	remaining: 19.8s
314:	learn: 0.0282582	total: 9.1s	remaining: 19.8s
315:	learn: 0.0279455	total: 9.13s	remaining: 19.8s
316:	learn: 0.0275973	total: 9.16s	remaining: 19.7s
317:	learn: 0.0273411	total: 9.19s	remaining: 19.7s
318:	learn: 0.0270272	total: 9.22s	remaining: 19.7s
319:	learn: 0.0268444	total: 9.26s	remaining: 19.7s
320:	learn: 0.0266925	total: 9.29s	remaining: 19.6s
321:	learn: 0.0264353	total: 9.31s	remaining: 19.6s
322:	learn: 0.0260661	total: 9.34s	remaining: 19.6s
323:	learn: 0.0257530	total: 9.37s	remaining: 19.6s
324:	learn: 0.0254533	total: 9.4s	remaining: 19.5s
325:	learn: 0.0251159	total: 9.44s	remaining: 19.5s
326:	learn: 0.0249269	total: 9.47s	remaining: 19.5s
327:	learn: 0.0246515	total: 9.5s	remaining: 19.5s
328:	learn: 0.0243285	total: 9.53s	remaining: 19.4s
329:	learn: 0.0240630	total: 9.55s	remaining: 19.4s
330:	learn: 0.0238417	total: 9.58s	remaining: 19.4s
331:	learn: 0.0236029	total: 9.62s	remaining: 19.4s
332:	learn: 0.0233803	total: 9.65s	remaining: 19.3s
333:	learn: 0.0231746	total: 9.68s	remaining: 19.3s
334:	learn: 0.0229401	total: 9.71s	remaining: 19.3s
335:	learn: 0.0228649	total: 9.74s	remaining: 19.3s
336:	learn: 0.0225669	total: 9.77s	remaining: 19.2s
337:	learn: 0.0222951	total: 9.8s	remaining: 19.2s
338:	learn: 0.0220507	total: 9.84s	remaining: 19.2s
339:	learn: 0.0218725	total: 9.87s	remaining: 19.1s
340:	learn: 0.0216790	total: 9.89s	remaining: 19.1s
341:	learn: 0.0213781	total: 9.92s	remaining: 19.1s
342:	learn: 0.0211951	total: 9.95s	remaining: 19.1s
343:	learn: 0.0209246	total: 9.99s	remaining: 19s
344:	learn: 0.0208750	total: 10s	remaining: 19s
345:	learn: 0.0206059	total: 10s	remaining: 19s
346:	learn: 0.0202675	total: 10.1s	remaining: 19s
347:	learn: 0.0200305	total: 10.1s	remaining: 18.9s
348:	learn: 0.0198980	total: 10.1s	remaining: 18.9s
349:	learn: 0.0196396	total: 10.2s	remaining: 18.9s
350:	learn: 0.0194992	total: 10.2s	remaining: 18.9s
351:	learn: 0.0192987	total: 10.2s	remaining: 18.8s
352:	learn: 0.0191657	total: 10.3s	remaining: 18.8s
353:	learn: 0.0190408	total: 10.3s	remaining: 18.8s
354:	learn: 0.0189501	total: 10.3s	remaining: 18.8s
355:	learn: 0.0187578	total: 10.4s	remaining: 18.7s
356:	learn: 0.0186243	total: 10.4s	remaining: 18.7s
357:	learn: 0.0185334	total: 10.4s	remaining: 18.7s
358:	learn: 0.0183898	total: 10.4s	remaining: 18.6s
359:	learn: 0.0181883	total: 10.5s	remaining: 18.6s
360:	learn: 0.0180783	total: 10.5s	remaining: 18.6s
361:	learn: 0.0178858	total: 10.5s	remaining: 18.6s
362:	learn: 0.0177567	total: 10.6s	remaining: 18.5s
363:	learn: 0.0176370	total: 10.6s	remaining: 18.5s
364:	learn: 0.0174934	total: 10.6s	remaining: 18.5s
365:	learn: 0.0173941	total: 10.7s	remaining: 18.5s
366:	learn: 0.0171769	total: 10.7s	remaining: 18.4s
367:	learn: 0.0169624	total: 10.7s	remaining: 18.4s
368:	learn: 0.0169424	total: 10.8s	remaining: 18.4s
369:	learn: 0.0167718	total: 10.8s	remaining: 18.4s
370:	learn: 0.0165938	total: 10.8s	remaining: 18.3s
371:	learn: 0.0165033	total: 10.8s	remaining: 18.3s
372:	learn: 0.0162882	total: 10.9s	remaining: 18.3s
373:	learn: 0.0161058	total: 10.9s	remaining: 18.3s
374:	learn: 0.0158699	total: 10.9s	remaining: 18.2s
375:	learn: 0.0156948	total: 11s	remaining: 18.2s
376:	learn: 0.0154934	total: 11s	remaining: 18.2s
377:	learn: 0.0153717	total: 11s	remaining: 18.1s
378:	learn: 0.0152544	total: 11.1s	remaining: 18.1s
379:	learn: 0.0151130	total: 11.1s	remaining: 18.1s
380:	learn: 0.0150425	total: 11.1s	remaining: 18.1s
381:	learn: 0.0148713	total: 11.1s	remaining: 18s
382:	learn: 0.0147051	total: 11.2s	remaining: 18s
383:	learn: 0.0146397	total: 11.2s	remaining: 18s
384:	learn: 0.0144967	total: 11.2s	remaining: 18s
385:	learn: 0.0143055	total: 11.3s	remaining: 17.9s
386:	learn: 0.0142647	total: 11.3s	remaining: 17.9s
387:	learn: 0.0140912	total: 11.3s	remaining: 17.9s
388:	learn: 0.0140221	total: 11.4s	remaining: 17.9s
389:	learn: 0.0139263	total: 11.4s	remaining: 17.8s
390:	learn: 0.0138092	total: 11.4s	remaining: 17.8s
391:	learn: 0.0136730	total: 11.5s	remaining: 17.8s
392:	learn: 0.0135181	total: 11.5s	remaining: 17.7s
393:	learn: 0.0134570	total: 11.5s	remaining: 17.7s
394:	learn: 0.0132712	total: 11.5s	remaining: 17.7s
395:	learn: 0.0131510	total: 11.6s	remaining: 17.7s
396:	learn: 0.0130182	total: 11.6s	remaining: 17.6s
397:	learn: 0.0129073	total: 11.6s	remaining: 17.6s
398:	learn: 0.0128368	total: 11.7s	remaining: 17.6s
399:	learn: 0.0127350	total: 11.7s	remaining: 17.6s
400:	learn: 0.0126552	total: 11.7s	remaining: 17.5s
401:	learn: 0.0124694	total: 11.8s	remaining: 17.5s
402:	learn: 0.0123220	total: 11.8s	remaining: 17.5s
403:	learn: 0.0121726	total: 11.8s	remaining: 17.4s
404:	learn: 0.0121268	total: 11.9s	remaining: 17.4s
405:	learn: 0.0120540	total: 11.9s	remaining: 17.4s
406:	learn: 0.0119066	total: 11.9s	remaining: 17.4s
407:	learn: 0.0118150	total: 11.9s	remaining: 17.3s
408:	learn: 0.0116634	total: 12s	remaining: 17.3s
409:	learn: 0.0115552	total: 12s	remaining: 17.3s
410:	learn: 0.0114102	total: 12s	remaining: 17.3s
411:	learn: 0.0113042	total: 12.1s	remaining: 17.2s
412:	learn: 0.0111385	total: 12.1s	remaining: 17.2s
413:	learn: 0.0110098	total: 12.1s	remaining: 17.2s
414:	learn: 0.0108979	total: 12.2s	remaining: 17.1s
415:	learn: 0.0108258	total: 12.2s	remaining: 17.1s
416:	learn: 0.0107619	total: 12.2s	remaining: 17.1s
417:	learn: 0.0106366	total: 12.2s	remaining: 17.1s
418:	learn: 0.0106075	total: 12.3s	remaining: 17s
419:	learn: 0.0105419	total: 12.3s	remaining: 17s
420:	learn: 0.0104079	total: 12.3s	remaining: 17s
421:	learn: 0.0102735	total: 12.4s	remaining: 17s
422:	learn: 0.0101612	total: 12.4s	remaining: 16.9s
423:	learn: 0.0100871	total: 12.4s	remaining: 16.9s
424:	learn: 0.0099989	total: 12.5s	remaining: 16.9s
425:	learn: 0.0098522	total: 12.5s	remaining: 16.9s
426:	learn: 0.0097100	total: 12.5s	remaining: 16.8s
427:	learn: 0.0095489	total: 12.6s	remaining: 16.8s
428:	learn: 0.0095162	total: 12.6s	remaining: 16.8s
429:	learn: 0.0094055	total: 12.6s	remaining: 16.7s
430:	learn: 0.0092915	total: 12.7s	remaining: 16.7s
431:	learn: 0.0091660	total: 12.7s	remaining: 16.7s
432:	learn: 0.0090674	total: 12.7s	remaining: 16.7s
433:	learn: 0.0089342	total: 12.7s	remaining: 16.6s
434:	learn: 0.0089213	total: 12.8s	remaining: 16.6s
435:	learn: 0.0088583	total: 12.8s	remaining: 16.6s
436:	learn: 0.0087397	total: 12.8s	remaining: 16.5s
437:	learn: 0.0086709	total: 12.9s	remaining: 16.5s
438:	learn: 0.0085664	total: 12.9s	remaining: 16.5s
439:	learn: 0.0084703	total: 12.9s	remaining: 16.5s
440:	learn: 0.0083706	total: 13s	remaining: 16.4s
441:	learn: 0.0082889	total: 13s	remaining: 16.4s
442:	learn: 0.0082508	total: 13s	remaining: 16.4s
443:	learn: 0.0081694	total: 13.1s	remaining: 16.3s
444:	learn: 0.0080569	total: 13.1s	remaining: 16.3s
445:	learn: 0.0080053	total: 13.1s	remaining: 16.3s
446:	learn: 0.0079511	total: 13.1s	remaining: 16.3s
447:	learn: 0.0078545	total: 13.2s	remaining: 16.2s
448:	learn: 0.0077401	total: 13.2s	remaining: 16.2s
449:	learn: 0.0077279	total: 13.2s	remaining: 16.2s
450:	learn: 0.0076680	total: 13.3s	remaining: 16.2s
451:	learn: 0.0076042	total: 13.3s	remaining: 16.1s
452:	learn: 0.0075081	total: 13.3s	remaining: 16.1s
453:	learn: 0.0074256	total: 13.4s	remaining: 16.1s
454:	learn: 0.0073301	total: 13.4s	remaining: 16s
455:	learn: 0.0072462	total: 13.4s	remaining: 16s
456:	learn: 0.0071848	total: 13.5s	remaining: 16s
457:	learn: 0.0071204	total: 13.5s	remaining: 16s
458:	learn: 0.0070453	total: 13.5s	remaining: 15.9s
459:	learn: 0.0069529	total: 13.5s	remaining: 15.9s
460:	learn: 0.0069127	total: 13.6s	remaining: 15.9s
461:	learn: 0.0068822	total: 13.6s	remaining: 15.8s
462:	learn: 0.0068641	total: 13.6s	remaining: 15.8s
463:	learn: 0.0068316	total: 13.7s	remaining: 15.8s
464:	learn: 0.0067724	total: 13.7s	remaining: 15.8s
465:	learn: 0.0067643	total: 13.7s	remaining: 15.7s
466:	learn: 0.0067010	total: 13.8s	remaining: 15.7s
467:	learn: 0.0066320	total: 13.8s	remaining: 15.7s
468:	learn: 0.0065668	total: 13.8s	remaining: 15.6s
469:	learn: 0.0065157	total: 13.9s	remaining: 15.6s
470:	learn: 0.0064273	total: 13.9s	remaining: 15.6s
471:	learn: 0.0063649	total: 13.9s	remaining: 15.6s
472:	learn: 0.0063133	total: 13.9s	remaining: 15.5s
473:	learn: 0.0062880	total: 14s	remaining: 15.5s
474:	learn: 0.0062434	total: 14s	remaining: 15.5s
475:	learn: 0.0061651	total: 14s	remaining: 15.5s
476:	learn: 0.0061111	total: 14.1s	remaining: 15.4s
477:	learn: 0.0060828	total: 14.1s	remaining: 15.4s
478:	learn: 0.0060449	total: 14.1s	remaining: 15.4s
479:	learn: 0.0060265	total: 14.2s	remaining: 15.3s
480:	learn: 0.0059624	total: 14.2s	remaining: 15.3s
481:	learn: 0.0059171	total: 14.2s	remaining: 15.3s
482:	learn: 0.0058660	total: 14.3s	remaining: 15.3s
483:	learn: 0.0058469	total: 14.3s	remaining: 15.2s
484:	learn: 0.0057750	total: 14.3s	remaining: 15.2s
485:	learn: 0.0057222	total: 14.3s	remaining: 15.2s
486:	learn: 0.0056516	total: 14.4s	remaining: 15.1s
487:	learn: 0.0055964	total: 14.4s	remaining: 15.1s
488:	learn: 0.0055573	total: 14.4s	remaining: 15.1s
489:	learn: 0.0055074	total: 14.5s	remaining: 15.1s
490:	learn: 0.0054563	total: 14.5s	remaining: 15s
491:	learn: 0.0053877	total: 14.5s	remaining: 15s
492:	learn: 0.0053262	total: 14.6s	remaining: 15s
493:	learn: 0.0052607	total: 14.6s	remaining: 14.9s
494:	learn: 0.0052393	total: 14.6s	remaining: 14.9s
495:	learn: 0.0051799	total: 14.7s	remaining: 14.9s
496:	learn: 0.0051438	total: 14.7s	remaining: 14.9s
497:	learn: 0.0050879	total: 14.7s	remaining: 14.8s
498:	learn: 0.0050770	total: 14.7s	remaining: 14.8s
499:	learn: 0.0050337	total: 14.8s	remaining: 14.8s
500:	learn: 0.0049759	total: 14.8s	remaining: 14.7s
501:	learn: 0.0049405	total: 14.8s	remaining: 14.7s
502:	learn: 0.0049016	total: 14.9s	remaining: 14.7s
503:	learn: 0.0048797	total: 14.9s	remaining: 14.7s
504:	learn: 0.0048309	total: 14.9s	remaining: 14.6s
505:	learn: 0.0047831	total: 15s	remaining: 14.6s
506:	learn: 0.0047200	total: 15s	remaining: 14.6s
507:	learn: 0.0046689	total: 15s	remaining: 14.5s
508:	learn: 0.0046113	total: 15.1s	remaining: 14.5s
509:	learn: 0.0045522	total: 15.1s	remaining: 14.5s
510:	learn: 0.0045118	total: 15.1s	remaining: 14.5s
511:	learn: 0.0044629	total: 15.1s	remaining: 14.4s
512:	learn: 0.0044080	total: 15.2s	remaining: 14.4s
513:	learn: 0.0043915	total: 15.2s	remaining: 14.4s
514:	learn: 0.0043420	total: 15.2s	remaining: 14.3s
515:	learn: 0.0043163	total: 15.3s	remaining: 14.3s
516:	learn: 0.0042645	total: 15.3s	remaining: 14.3s
517:	learn: 0.0042178	total: 15.3s	remaining: 14.3s
518:	learn: 0.0041937	total: 15.4s	remaining: 14.2s
519:	learn: 0.0041472	total: 15.4s	remaining: 14.2s
520:	learn: 0.0041244	total: 15.4s	remaining: 14.2s
521:	learn: 0.0041157	total: 15.4s	remaining: 14.1s
522:	learn: 0.0041020	total: 15.5s	remaining: 14.1s
523:	learn: 0.0040564	total: 15.5s	remaining: 14.1s
524:	learn: 0.0040200	total: 15.5s	remaining: 14.1s
525:	learn: 0.0039797	total: 15.6s	remaining: 14s
526:	learn: 0.0039396	total: 15.6s	remaining: 14s
527:	learn: 0.0039002	total: 15.6s	remaining: 14s
528:	learn: 0.0038480	total: 15.7s	remaining: 13.9s
529:	learn: 0.0037942	total: 15.7s	remaining: 13.9s
530:	learn: 0.0037609	total: 15.7s	remaining: 13.9s
531:	learn: 0.0037193	total: 15.8s	remaining: 13.9s
532:	learn: 0.0036922	total: 15.8s	remaining: 13.8s
533:	learn: 0.0036448	total: 15.8s	remaining: 13.8s
534:	learn: 0.0036102	total: 15.8s	remaining: 13.8s
535:	learn: 0.0035831	total: 15.9s	remaining: 13.7s
536:	learn: 0.0035445	total: 15.9s	remaining: 13.7s
537:	learn: 0.0035117	total: 15.9s	remaining: 13.7s
538:	learn: 0.0034847	total: 16s	remaining: 13.7s
539:	learn: 0.0034473	total: 16s	remaining: 13.6s
540:	learn: 0.0034113	total: 16s	remaining: 13.6s
541:	learn: 0.0033872	total: 16.1s	remaining: 13.6s
542:	learn: 0.0033678	total: 16.1s	remaining: 13.5s
543:	learn: 0.0033204	total: 16.1s	remaining: 13.5s
544:	learn: 0.0032937	total: 16.2s	remaining: 13.5s
545:	learn: 0.0032556	total: 16.2s	remaining: 13.5s
546:	learn: 0.0032449	total: 16.2s	remaining: 13.4s
547:	learn: 0.0032056	total: 16.2s	remaining: 13.4s
548:	learn: 0.0031835	total: 16.3s	remaining: 13.4s
549:	learn: 0.0031538	total: 16.3s	remaining: 13.3s
550:	learn: 0.0031457	total: 16.3s	remaining: 13.3s
551:	learn: 0.0031188	total: 16.4s	remaining: 13.3s
552:	learn: 0.0030848	total: 16.4s	remaining: 13.3s
553:	learn: 0.0030811	total: 16.4s	remaining: 13.2s
554:	learn: 0.0030572	total: 16.5s	remaining: 13.2s
555:	learn: 0.0030434	total: 16.5s	remaining: 13.2s
556:	learn: 0.0030155	total: 16.5s	remaining: 13.1s
557:	learn: 0.0029838	total: 16.6s	remaining: 13.1s
558:	learn: 0.0029512	total: 16.6s	remaining: 13.1s
559:	learn: 0.0029251	total: 16.6s	remaining: 13s
560:	learn: 0.0029110	total: 16.6s	remaining: 13s
561:	learn: 0.0028637	total: 16.7s	remaining: 13s
562:	learn: 0.0028280	total: 16.7s	remaining: 13s
563:	learn: 0.0027983	total: 16.7s	remaining: 12.9s
564:	learn: 0.0027705	total: 16.8s	remaining: 12.9s
565:	learn: 0.0027501	total: 16.8s	remaining: 12.9s
566:	learn: 0.0027243	total: 16.8s	remaining: 12.8s
567:	learn: 0.0027198	total: 16.9s	remaining: 12.8s
568:	learn: 0.0027086	total: 16.9s	remaining: 12.8s
569:	learn: 0.0026785	total: 16.9s	remaining: 12.8s
570:	learn: 0.0026615	total: 16.9s	remaining: 12.7s
571:	learn: 0.0026499	total: 17s	remaining: 12.7s
572:	learn: 0.0026272	total: 17s	remaining: 12.7s
573:	learn: 0.0025985	total: 17.1s	remaining: 12.7s
574:	learn: 0.0025737	total: 17.1s	remaining: 12.6s
575:	learn: 0.0025432	total: 17.1s	remaining: 12.6s
576:	learn: 0.0025397	total: 17.1s	remaining: 12.6s
577:	learn: 0.0025158	total: 17.2s	remaining: 12.5s
578:	learn: 0.0024812	total: 17.2s	remaining: 12.5s
579:	learn: 0.0024565	total: 17.2s	remaining: 12.5s
580:	learn: 0.0024420	total: 17.3s	remaining: 12.5s
581:	learn: 0.0024207	total: 17.3s	remaining: 12.4s
582:	learn: 0.0024142	total: 17.3s	remaining: 12.4s
583:	learn: 0.0023843	total: 17.4s	remaining: 12.4s
584:	learn: 0.0023531	total: 17.4s	remaining: 12.3s
585:	learn: 0.0023432	total: 17.4s	remaining: 12.3s
586:	learn: 0.0023182	total: 17.4s	remaining: 12.3s
587:	learn: 0.0023052	total: 17.5s	remaining: 12.2s
588:	learn: 0.0022774	total: 17.5s	remaining: 12.2s
589:	learn: 0.0022656	total: 17.5s	remaining: 12.2s
590:	learn: 0.0022487	total: 17.6s	remaining: 12.2s
591:	learn: 0.0022331	total: 17.6s	remaining: 12.1s
592:	learn: 0.0022137	total: 17.6s	remaining: 12.1s
593:	learn: 0.0021888	total: 17.7s	remaining: 12.1s
594:	learn: 0.0021697	total: 17.7s	remaining: 12.1s
595:	learn: 0.0021493	total: 17.7s	remaining: 12s
596:	learn: 0.0021310	total: 17.8s	remaining: 12s
597:	learn: 0.0021095	total: 17.8s	remaining: 12s
598:	learn: 0.0020926	total: 17.8s	remaining: 11.9s
599:	learn: 0.0020723	total: 17.9s	remaining: 11.9s
600:	learn: 0.0020594	total: 17.9s	remaining: 11.9s
601:	learn: 0.0020349	total: 17.9s	remaining: 11.8s
602:	learn: 0.0020160	total: 17.9s	remaining: 11.8s
603:	learn: 0.0019921	total: 18s	remaining: 11.8s
604:	learn: 0.0019811	total: 18s	remaining: 11.8s
605:	learn: 0.0019659	total: 18s	remaining: 11.7s
606:	learn: 0.0019532	total: 18.1s	remaining: 11.7s
607:	learn: 0.0019437	total: 18.1s	remaining: 11.7s
608:	learn: 0.0019228	total: 18.1s	remaining: 11.6s
609:	learn: 0.0019089	total: 18.2s	remaining: 11.6s
610:	learn: 0.0018989	total: 18.2s	remaining: 11.6s
611:	learn: 0.0018843	total: 18.2s	remaining: 11.6s
612:	learn: 0.0018738	total: 18.3s	remaining: 11.5s
613:	learn: 0.0018561	total: 18.3s	remaining: 11.5s
614:	learn: 0.0018310	total: 18.3s	remaining: 11.5s
615:	learn: 0.0018220	total: 18.4s	remaining: 11.4s
616:	learn: 0.0018132	total: 18.4s	remaining: 11.4s
617:	learn: 0.0017905	total: 18.4s	remaining: 11.4s
618:	learn: 0.0017852	total: 18.4s	remaining: 11.4s
619:	learn: 0.0017732	total: 18.5s	remaining: 11.3s
620:	learn: 0.0017669	total: 18.5s	remaining: 11.3s
621:	learn: 0.0017516	total: 18.5s	remaining: 11.3s
622:	learn: 0.0017314	total: 18.6s	remaining: 11.2s
623:	learn: 0.0017092	total: 18.6s	remaining: 11.2s
624:	learn: 0.0016953	total: 18.6s	remaining: 11.2s
625:	learn: 0.0016749	total: 18.7s	remaining: 11.2s
626:	learn: 0.0016550	total: 18.7s	remaining: 11.1s
627:	learn: 0.0016414	total: 18.7s	remaining: 11.1s
628:	learn: 0.0016275	total: 18.8s	remaining: 11.1s
629:	learn: 0.0016072	total: 18.8s	remaining: 11s
630:	learn: 0.0015888	total: 18.8s	remaining: 11s
631:	learn: 0.0015792	total: 18.8s	remaining: 11s
632:	learn: 0.0015620	total: 18.9s	remaining: 10.9s
633:	learn: 0.0015430	total: 18.9s	remaining: 10.9s
634:	learn: 0.0015248	total: 18.9s	remaining: 10.9s
635:	learn: 0.0015145	total: 19s	remaining: 10.9s
636:	learn: 0.0015041	total: 19s	remaining: 10.8s
637:	learn: 0.0014852	total: 19s	remaining: 10.8s
638:	learn: 0.0014722	total: 19.1s	remaining: 10.8s
639:	learn: 0.0014536	total: 19.1s	remaining: 10.7s
640:	learn: 0.0014393	total: 19.1s	remaining: 10.7s
641:	learn: 0.0014333	total: 19.2s	remaining: 10.7s
642:	learn: 0.0014242	total: 19.2s	remaining: 10.7s
643:	learn: 0.0014114	total: 19.2s	remaining: 10.6s
644:	learn: 0.0013939	total: 19.2s	remaining: 10.6s
645:	learn: 0.0013827	total: 19.3s	remaining: 10.6s
646:	learn: 0.0013687	total: 19.3s	remaining: 10.5s
647:	learn: 0.0013503	total: 19.3s	remaining: 10.5s
648:	learn: 0.0013358	total: 19.4s	remaining: 10.5s
649:	learn: 0.0013301	total: 19.4s	remaining: 10.4s
650:	learn: 0.0013243	total: 19.4s	remaining: 10.4s
651:	learn: 0.0013123	total: 19.5s	remaining: 10.4s
652:	learn: 0.0013027	total: 19.5s	remaining: 10.4s
653:	learn: 0.0012966	total: 19.5s	remaining: 10.3s
654:	learn: 0.0012853	total: 19.6s	remaining: 10.3s
655:	learn: 0.0012741	total: 19.6s	remaining: 10.3s
656:	learn: 0.0012728	total: 19.6s	remaining: 10.2s
657:	learn: 0.0012660	total: 19.6s	remaining: 10.2s
658:	learn: 0.0012527	total: 19.7s	remaining: 10.2s
659:	learn: 0.0012393	total: 19.7s	remaining: 10.2s
660:	learn: 0.0012333	total: 19.7s	remaining: 10.1s
661:	learn: 0.0012201	total: 19.8s	remaining: 10.1s
662:	learn: 0.0012119	total: 19.8s	remaining: 10.1s
663:	learn: 0.0011994	total: 19.8s	remaining: 10s
664:	learn: 0.0011883	total: 19.9s	remaining: 10s
665:	learn: 0.0011721	total: 19.9s	remaining: 9.98s
666:	learn: 0.0011670	total: 19.9s	remaining: 9.95s
667:	learn: 0.0011622	total: 20s	remaining: 9.92s
668:	learn: 0.0011495	total: 20s	remaining: 9.89s
669:	learn: 0.0011358	total: 20s	remaining: 9.86s
670:	learn: 0.0011315	total: 20.1s	remaining: 9.83s
671:	learn: 0.0011204	total: 20.1s	remaining: 9.8s
672:	learn: 0.0011079	total: 20.1s	remaining: 9.77s
673:	learn: 0.0010973	total: 20.1s	remaining: 9.74s
674:	learn: 0.0010865	total: 20.2s	remaining: 9.71s
675:	learn: 0.0010751	total: 20.2s	remaining: 9.68s
676:	learn: 0.0010692	total: 20.2s	remaining: 9.65s
677:	learn: 0.0010578	total: 20.3s	remaining: 9.63s
678:	learn: 0.0010458	total: 20.3s	remaining: 9.59s
679:	learn: 0.0010349	total: 20.3s	remaining: 9.56s
680:	learn: 0.0010301	total: 20.4s	remaining: 9.53s
681:	learn: 0.0010224	total: 20.4s	remaining: 9.5s
682:	learn: 0.0010178	total: 20.4s	remaining: 9.48s
683:	learn: 0.0010055	total: 20.4s	remaining: 9.45s
684:	learn: 0.0009951	total: 20.5s	remaining: 9.42s
685:	learn: 0.0009838	total: 20.5s	remaining: 9.39s
686:	learn: 0.0009724	total: 20.5s	remaining: 9.36s
687:	learn: 0.0009699	total: 20.6s	remaining: 9.32s
688:	learn: 0.0009566	total: 20.6s	remaining: 9.3s
689:	learn: 0.0009439	total: 20.6s	remaining: 9.27s
690:	learn: 0.0009384	total: 20.7s	remaining: 9.24s
691:	learn: 0.0009369	total: 20.7s	remaining: 9.21s
692:	learn: 0.0009308	total: 20.7s	remaining: 9.18s
693:	learn: 0.0009278	total: 20.8s	remaining: 9.15s
694:	learn: 0.0009224	total: 20.8s	remaining: 9.12s
695:	learn: 0.0009208	total: 20.8s	remaining: 9.09s
696:	learn: 0.0009090	total: 20.8s	remaining: 9.06s
697:	learn: 0.0009055	total: 20.9s	remaining: 9.03s
698:	learn: 0.0008999	total: 20.9s	remaining: 9s
699:	learn: 0.0008938	total: 20.9s	remaining: 8.97s
700:	learn: 0.0008912	total: 21s	remaining: 8.94s
701:	learn: 0.0008846	total: 21s	remaining: 8.91s
702:	learn: 0.0008749	total: 21s	remaining: 8.88s
703:	learn: 0.0008668	total: 21.1s	remaining: 8.85s
704:	learn: 0.0008559	total: 21.1s	remaining: 8.82s
705:	learn: 0.0008523	total: 21.1s	remaining: 8.79s
706:	learn: 0.0008443	total: 21.2s	remaining: 8.77s
707:	learn: 0.0008334	total: 21.2s	remaining: 8.74s
708:	learn: 0.0008268	total: 21.2s	remaining: 8.71s
709:	learn: 0.0008181	total: 21.2s	remaining: 8.68s
710:	learn: 0.0008088	total: 21.3s	remaining: 8.65s
711:	learn: 0.0007986	total: 21.3s	remaining: 8.62s
712:	learn: 0.0007960	total: 21.3s	remaining: 8.59s
713:	learn: 0.0007947	total: 21.4s	remaining: 8.56s
714:	learn: 0.0007895	total: 21.4s	remaining: 8.53s
715:	learn: 0.0007801	total: 21.4s	remaining: 8.5s
716:	learn: 0.0007724	total: 21.5s	remaining: 8.47s
717:	learn: 0.0007629	total: 21.5s	remaining: 8.44s
718:	learn: 0.0007539	total: 21.5s	remaining: 8.41s
719:	learn: 0.0007457	total: 21.6s	remaining: 8.38s
720:	learn: 0.0007392	total: 21.6s	remaining: 8.35s
721:	learn: 0.0007319	total: 21.6s	remaining: 8.32s
722:	learn: 0.0007243	total: 21.6s	remaining: 8.29s
723:	learn: 0.0007233	total: 21.7s	remaining: 8.26s
724:	learn: 0.0007180	total: 21.7s	remaining: 8.23s
725:	learn: 0.0007150	total: 21.7s	remaining: 8.2s
726:	learn: 0.0007121	total: 21.8s	remaining: 8.17s
727:	learn: 0.0007046	total: 21.8s	remaining: 8.14s
728:	learn: 0.0006967	total: 21.8s	remaining: 8.11s
729:	learn: 0.0006887	total: 21.9s	remaining: 8.08s
730:	learn: 0.0006805	total: 21.9s	remaining: 8.05s
731:	learn: 0.0006728	total: 21.9s	remaining: 8.03s
732:	learn: 0.0006659	total: 22s	remaining: 8s
733:	learn: 0.0006595	total: 22s	remaining: 7.96s
734:	learn: 0.0006482	total: 22s	remaining: 7.93s
735:	learn: 0.0006442	total: 22s	remaining: 7.91s
736:	learn: 0.0006418	total: 22.1s	remaining: 7.88s
737:	learn: 0.0006383	total: 22.1s	remaining: 7.85s
738:	learn: 0.0006343	total: 22.1s	remaining: 7.82s
739:	learn: 0.0006270	total: 22.2s	remaining: 7.79s
740:	learn: 0.0006209	total: 22.2s	remaining: 7.76s
741:	learn: 0.0006142	total: 22.2s	remaining: 7.73s
742:	learn: 0.0006076	total: 22.3s	remaining: 7.7s
743:	learn: 0.0006020	total: 22.3s	remaining: 7.67s
744:	learn: 0.0005980	total: 22.3s	remaining: 7.64s
745:	learn: 0.0005922	total: 22.3s	remaining: 7.61s
746:	learn: 0.0005892	total: 22.4s	remaining: 7.58s
747:	learn: 0.0005856	total: 22.4s	remaining: 7.55s
748:	learn: 0.0005788	total: 22.4s	remaining: 7.52s
749:	learn: 0.0005747	total: 22.5s	remaining: 7.49s
750:	learn: 0.0005695	total: 22.5s	remaining: 7.46s
751:	learn: 0.0005657	total: 22.5s	remaining: 7.43s
752:	learn: 0.0005616	total: 22.6s	remaining: 7.4s
753:	learn: 0.0005578	total: 22.6s	remaining: 7.37s
754:	learn: 0.0005540	total: 22.6s	remaining: 7.34s
755:	learn: 0.0005527	total: 22.7s	remaining: 7.31s
756:	learn: 0.0005460	total: 22.7s	remaining: 7.28s
757:	learn: 0.0005406	total: 22.7s	remaining: 7.25s
758:	learn: 0.0005331	total: 22.7s	remaining: 7.22s
759:	learn: 0.0005305	total: 22.8s	remaining: 7.19s
760:	learn: 0.0005273	total: 22.8s	remaining: 7.16s
761:	learn: 0.0005208	total: 22.8s	remaining: 7.13s
762:	learn: 0.0005147	total: 22.9s	remaining: 7.1s
763:	learn: 0.0005092	total: 22.9s	remaining: 7.07s
764:	learn: 0.0005037	total: 22.9s	remaining: 7.04s
765:	learn: 0.0005014	total: 23s	remaining: 7.01s
766:	learn: 0.0004960	total: 23s	remaining: 6.98s
767:	learn: 0.0004896	total: 23s	remaining: 6.95s
768:	learn: 0.0004835	total: 23.1s	remaining: 6.92s
769:	learn: 0.0004792	total: 23.1s	remaining: 6.89s
770:	learn: 0.0004763	total: 23.1s	remaining: 6.86s
771:	learn: 0.0004693	total: 23.1s	remaining: 6.83s
772:	learn: 0.0004643	total: 23.2s	remaining: 6.8s
773:	learn: 0.0004619	total: 23.2s	remaining: 6.78s
774:	learn: 0.0004574	total: 23.2s	remaining: 6.75s
775:	learn: 0.0004523	total: 23.3s	remaining: 6.72s
776:	learn: 0.0004495	total: 23.3s	remaining: 6.69s
777:	learn: 0.0004470	total: 23.3s	remaining: 6.66s
778:	learn: 0.0004432	total: 23.4s	remaining: 6.63s
779:	learn: 0.0004387	total: 23.4s	remaining: 6.6s
780:	learn: 0.0004333	total: 23.4s	remaining: 6.57s
781:	learn: 0.0004283	total: 23.5s	remaining: 6.54s
782:	learn: 0.0004243	total: 23.5s	remaining: 6.51s
783:	learn: 0.0004224	total: 23.5s	remaining: 6.48s
784:	learn: 0.0004193	total: 23.5s	remaining: 6.45s
785:	learn: 0.0004152	total: 23.6s	remaining: 6.42s
786:	learn: 0.0004106	total: 23.6s	remaining: 6.39s
787:	learn: 0.0004098	total: 23.6s	remaining: 6.35s
788:	learn: 0.0004056	total: 23.6s	remaining: 6.32s
789:	learn: 0.0004021	total: 23.7s	remaining: 6.29s
790:	learn: 0.0004016	total: 23.7s	remaining: 6.26s
791:	learn: 0.0003975	total: 23.7s	remaining: 6.23s
792:	learn: 0.0003925	total: 23.8s	remaining: 6.2s
793:	learn: 0.0003878	total: 23.8s	remaining: 6.17s
794:	learn: 0.0003819	total: 23.8s	remaining: 6.14s
795:	learn: 0.0003807	total: 23.9s	remaining: 6.12s
796:	learn: 0.0003786	total: 23.9s	remaining: 6.09s
797:	learn: 0.0003752	total: 23.9s	remaining: 6.06s
798:	learn: 0.0003741	total: 24s	remaining: 6.03s
799:	learn: 0.0003706	total: 24s	remaining: 6s
800:	learn: 0.0003687	total: 24s	remaining: 5.97s
801:	learn: 0.0003654	total: 24.1s	remaining: 5.94s
802:	learn: 0.0003612	total: 24.1s	remaining: 5.91s
803:	learn: 0.0003605	total: 24.1s	remaining: 5.88s
804:	learn: 0.0003564	total: 24.2s	remaining: 5.86s
805:	learn: 0.0003521	total: 24.2s	remaining: 5.83s
806:	learn: 0.0003484	total: 24.2s	remaining: 5.79s
807:	learn: 0.0003438	total: 24.3s	remaining: 5.77s
808:	learn: 0.0003426	total: 24.3s	remaining: 5.74s
809:	learn: 0.0003387	total: 24.3s	remaining: 5.71s
810:	learn: 0.0003355	total: 24.4s	remaining: 5.68s
811:	learn: 0.0003353	total: 24.4s	remaining: 5.65s
812:	learn: 0.0003312	total: 24.5s	remaining: 5.62s
813:	learn: 0.0003264	total: 24.5s	remaining: 5.6s
814:	learn: 0.0003252	total: 24.5s	remaining: 5.57s
815:	learn: 0.0003233	total: 24.6s	remaining: 5.54s
816:	learn: 0.0003213	total: 24.6s	remaining: 5.51s
817:	learn: 0.0003203	total: 24.6s	remaining: 5.48s
818:	learn: 0.0003167	total: 24.7s	remaining: 5.45s
819:	learn: 0.0003130	total: 24.7s	remaining: 5.42s
820:	learn: 0.0003111	total: 24.7s	remaining: 5.39s
821:	learn: 0.0003087	total: 24.8s	remaining: 5.36s
822:	learn: 0.0003046	total: 24.8s	remaining: 5.33s
823:	learn: 0.0003012	total: 24.8s	remaining: 5.31s
824:	learn: 0.0002992	total: 24.9s	remaining: 5.28s
825:	learn: 0.0002967	total: 24.9s	remaining: 5.25s
826:	learn: 0.0002960	total: 24.9s	remaining: 5.22s
827:	learn: 0.0002949	total: 25s	remaining: 5.19s
828:	learn: 0.0002923	total: 25s	remaining: 5.16s
829:	learn: 0.0002901	total: 25s	remaining: 5.13s
830:	learn: 0.0002872	total: 25.1s	remaining: 5.1s
831:	learn: 0.0002838	total: 25.1s	remaining: 5.07s
832:	learn: 0.0002823	total: 25.1s	remaining: 5.04s
833:	learn: 0.0002789	total: 25.2s	remaining: 5.01s
834:	learn: 0.0002754	total: 25.2s	remaining: 4.98s
835:	learn: 0.0002733	total: 25.2s	remaining: 4.95s
836:	learn: 0.0002716	total: 25.3s	remaining: 4.92s
837:	learn: 0.0002695	total: 25.3s	remaining: 4.89s
838:	learn: 0.0002675	total: 25.4s	remaining: 4.87s
839:	learn: 0.0002666	total: 25.4s	remaining: 4.83s
840:	learn: 0.0002647	total: 25.4s	remaining: 4.8s
841:	learn: 0.0002639	total: 25.5s	remaining: 4.78s
842:	learn: 0.0002610	total: 25.5s	remaining: 4.75s
843:	learn: 0.0002586	total: 25.5s	remaining: 4.72s
844:	learn: 0.0002554	total: 25.6s	remaining: 4.69s
845:	learn: 0.0002529	total: 25.6s	remaining: 4.66s
846:	learn: 0.0002512	total: 25.6s	remaining: 4.63s
847:	learn: 0.0002501	total: 25.7s	remaining: 4.6s
848:	learn: 0.0002467	total: 25.7s	remaining: 4.57s
849:	learn: 0.0002448	total: 25.7s	remaining: 4.54s
850:	learn: 0.0002421	total: 25.7s	remaining: 4.51s
851:	learn: 0.0002394	total: 25.8s	remaining: 4.48s
852:	learn: 0.0002366	total: 25.8s	remaining: 4.45s
853:	learn: 0.0002345	total: 25.9s	remaining: 4.42s
854:	learn: 0.0002320	total: 25.9s	remaining: 4.39s
855:	learn: 0.0002290	total: 25.9s	remaining: 4.36s
856:	learn: 0.0002276	total: 26s	remaining: 4.33s
857:	learn: 0.0002250	total: 26s	remaining: 4.3s
858:	learn: 0.0002228	total: 26.1s	remaining: 4.28s
859:	learn: 0.0002217	total: 26.1s	remaining: 4.25s
860:	learn: 0.0002195	total: 26.1s	remaining: 4.22s
861:	learn: 0.0002170	total: 26.2s	remaining: 4.19s
862:	learn: 0.0002148	total: 26.2s	remaining: 4.16s
863:	learn: 0.0002131	total: 26.2s	remaining: 4.13s
864:	learn: 0.0002120	total: 26.3s	remaining: 4.1s
865:	learn: 0.0002112	total: 26.3s	remaining: 4.07s
866:	learn: 0.0002093	total: 26.3s	remaining: 4.04s
867:	learn: 0.0002086	total: 26.4s	remaining: 4.01s
868:	learn: 0.0002060	total: 26.4s	remaining: 3.98s
869:	learn: 0.0002036	total: 26.4s	remaining: 3.95s
870:	learn: 0.0002008	total: 26.5s	remaining: 3.92s
871:	learn: 0.0001982	total: 26.5s	remaining: 3.89s
872:	learn: 0.0001965	total: 26.5s	remaining: 3.86s
873:	learn: 0.0001947	total: 26.6s	remaining: 3.83s
874:	learn: 0.0001942	total: 26.6s	remaining: 3.8s
875:	learn: 0.0001924	total: 26.6s	remaining: 3.77s
876:	learn: 0.0001900	total: 26.6s	remaining: 3.74s
877:	learn: 0.0001876	total: 26.7s	remaining: 3.71s
878:	learn: 0.0001859	total: 26.7s	remaining: 3.68s
879:	learn: 0.0001831	total: 26.8s	remaining: 3.65s
880:	learn: 0.0001813	total: 26.8s	remaining: 3.62s
881:	learn: 0.0001801	total: 26.8s	remaining: 3.59s
882:	learn: 0.0001790	total: 26.8s	remaining: 3.56s
883:	learn: 0.0001787	total: 26.8s	remaining: 3.52s
884:	learn: 0.0001775	total: 26.9s	remaining: 3.49s
885:	learn: 0.0001768	total: 26.9s	remaining: 3.46s
886:	learn: 0.0001745	total: 26.9s	remaining: 3.43s
887:	learn: 0.0001737	total: 27s	remaining: 3.4s
888:	learn: 0.0001716	total: 27s	remaining: 3.37s
889:	learn: 0.0001711	total: 27s	remaining: 3.34s
890:	learn: 0.0001691	total: 27.1s	remaining: 3.31s
891:	learn: 0.0001679	total: 27.1s	remaining: 3.28s
892:	learn: 0.0001653	total: 27.1s	remaining: 3.25s
893:	learn: 0.0001639	total: 27.2s	remaining: 3.22s
894:	learn: 0.0001621	total: 27.2s	remaining: 3.19s
895:	learn: 0.0001605	total: 27.2s	remaining: 3.16s
896:	learn: 0.0001590	total: 27.3s	remaining: 3.13s
897:	learn: 0.0001575	total: 27.3s	remaining: 3.1s
898:	learn: 0.0001566	total: 27.3s	remaining: 3.07s
899:	learn: 0.0001552	total: 27.3s	remaining: 3.04s
900:	learn: 0.0001533	total: 27.4s	remaining: 3.01s
901:	learn: 0.0001523	total: 27.4s	remaining: 2.98s
902:	learn: 0.0001513	total: 27.4s	remaining: 2.95s
903:	learn: 0.0001504	total: 27.5s	remaining: 2.92s
904:	learn: 0.0001492	total: 27.5s	remaining: 2.89s
905:	learn: 0.0001489	total: 27.5s	remaining: 2.85s
906:	learn: 0.0001473	total: 27.5s	remaining: 2.82s
907:	learn: 0.0001469	total: 27.6s	remaining: 2.79s
908:	learn: 0.0001452	total: 27.6s	remaining: 2.76s
909:	learn: 0.0001435	total: 27.6s	remaining: 2.73s
910:	learn: 0.0001428	total: 27.7s	remaining: 2.7s
911:	learn: 0.0001423	total: 27.7s	remaining: 2.67s
912:	learn: 0.0001414	total: 27.7s	remaining: 2.64s
913:	learn: 0.0001406	total: 27.8s	remaining: 2.61s
914:	learn: 0.0001389	total: 27.8s	remaining: 2.58s
915:	learn: 0.0001375	total: 27.8s	remaining: 2.55s
916:	learn: 0.0001366	total: 27.9s	remaining: 2.52s
917:	learn: 0.0001364	total: 27.9s	remaining: 2.49s
918:	learn: 0.0001351	total: 27.9s	remaining: 2.46s
919:	learn: 0.0001338	total: 27.9s	remaining: 2.43s
920:	learn: 0.0001326	total: 28s	remaining: 2.4s
921:	learn: 0.0001320	total: 28s	remaining: 2.37s
922:	learn: 0.0001302	total: 28s	remaining: 2.34s
923:	learn: 0.0001295	total: 28.1s	remaining: 2.31s
924:	learn: 0.0001276	total: 28.1s	remaining: 2.28s
925:	learn: 0.0001262	total: 28.1s	remaining: 2.25s
926:	learn: 0.0001259	total: 28.2s	remaining: 2.22s
927:	learn: 0.0001244	total: 28.2s	remaining: 2.19s
928:	learn: 0.0001241	total: 28.2s	remaining: 2.16s
929:	learn: 0.0001229	total: 28.3s	remaining: 2.13s
930:	learn: 0.0001211	total: 28.3s	remaining: 2.1s
931:	learn: 0.0001205	total: 28.3s	remaining: 2.07s
932:	learn: 0.0001193	total: 28.4s	remaining: 2.04s
933:	learn: 0.0001179	total: 28.4s	remaining: 2s
934:	learn: 0.0001166	total: 28.4s	remaining: 1.98s
935:	learn: 0.0001154	total: 28.5s	remaining: 1.95s
936:	learn: 0.0001148	total: 28.5s	remaining: 1.92s
937:	learn: 0.0001140	total: 28.5s	remaining: 1.88s
938:	learn: 0.0001129	total: 28.5s	remaining: 1.85s
939:	learn: 0.0001125	total: 28.6s	remaining: 1.82s
940:	learn: 0.0001119	total: 28.6s	remaining: 1.79s
941:	learn: 0.0001108	total: 28.6s	remaining: 1.76s
942:	learn: 0.0001091	total: 28.7s	remaining: 1.73s
943:	learn: 0.0001086	total: 28.7s	remaining: 1.7s
944:	learn: 0.0001081	total: 28.7s	remaining: 1.67s
945:	learn: 0.0001075	total: 28.8s	remaining: 1.64s
946:	learn: 0.0001074	total: 28.8s	remaining: 1.61s
947:	learn: 0.0001066	total: 28.8s	remaining: 1.58s
948:	learn: 0.0001058	total: 28.9s	remaining: 1.55s
949:	learn: 0.0001056	total: 28.9s	remaining: 1.52s
950:	learn: 0.0001045	total: 28.9s	remaining: 1.49s
951:	learn: 0.0001035	total: 28.9s	remaining: 1.46s
952:	learn: 0.0001022	total: 29s	remaining: 1.43s
953:	learn: 0.0001010	total: 29s	remaining: 1.4s
954:	learn: 0.0001007	total: 29.1s	remaining: 1.37s
955:	learn: 0.0001000	total: 29.1s	remaining: 1.34s
956:	learn: 0.0000986	total: 29.1s	remaining: 1.31s
957:	learn: 0.0000974	total: 29.1s	remaining: 1.28s
958:	learn: 0.0000966	total: 29.2s	remaining: 1.25s
959:	learn: 0.0000964	total: 29.2s	remaining: 1.22s
960:	learn: 0.0000957	total: 29.2s	remaining: 1.19s
961:	learn: 0.0000946	total: 29.3s	remaining: 1.16s
962:	learn: 0.0000936	total: 29.3s	remaining: 1.13s
963:	learn: 0.0000927	total: 29.3s	remaining: 1.09s
964:	learn: 0.0000916	total: 29.4s	remaining: 1.06s
965:	learn: 0.0000906	total: 29.4s	remaining: 1.03s
966:	learn: 0.0000899	total: 29.4s	remaining: 1s
967:	learn: 0.0000888	total: 29.4s	remaining: 974ms
968:	learn: 0.0000880	total: 29.5s	remaining: 943ms
969:	learn: 0.0000869	total: 29.5s	remaining: 913ms
970:	learn: 0.0000866	total: 29.5s	remaining: 882ms
971:	learn: 0.0000864	total: 29.6s	remaining: 852ms
972:	learn: 0.0000858	total: 29.6s	remaining: 822ms
973:	learn: 0.0000851	total: 29.6s	remaining: 791ms
974:	learn: 0.0000840	total: 29.7s	remaining: 761ms
975:	learn: 0.0000833	total: 29.7s	remaining: 730ms
976:	learn: 0.0000827	total: 29.7s	remaining: 700ms
977:	learn: 0.0000826	total: 29.8s	remaining: 670ms
978:	learn: 0.0000817	total: 29.8s	remaining: 639ms
979:	learn: 0.0000807	total: 29.8s	remaining: 609ms
980:	learn: 0.0000806	total: 29.9s	remaining: 578ms
981:	learn: 0.0000797	total: 29.9s	remaining: 548ms
982:	learn: 0.0000792	total: 29.9s	remaining: 517ms
983:	learn: 0.0000783	total: 30s	remaining: 487ms
984:	learn: 0.0000779	total: 30s	remaining: 457ms
985:	learn: 0.0000777	total: 30s	remaining: 426ms
986:	learn: 0.0000769	total: 30s	remaining: 396ms
987:	learn: 0.0000763	total: 30.1s	remaining: 365ms
988:	learn: 0.0000757	total: 30.1s	remaining: 335ms
989:	learn: 0.0000754	total: 30.1s	remaining: 304ms
990:	learn: 0.0000747	total: 30.2s	remaining: 274ms
991:	learn: 0.0000740	total: 30.2s	remaining: 244ms
992:	learn: 0.0000733	total: 30.2s	remaining: 213ms
993:	learn: 0.0000725	total: 30.3s	remaining: 183ms
994:	learn: 0.0000722	total: 30.3s	remaining: 152ms
995:	learn: 0.0000719	total: 30.3s	remaining: 122ms
996:	learn: 0.0000711	total: 30.4s	remaining: 91.4ms
997:	learn: 0.0000710	total: 30.4s	remaining: 60.9ms
998:	learn: 0.0000708	total: 30.4s	remaining: 30.5ms
999:	learn: 0.0000706	total: 30.4s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=7, depth=10, total=  31.3s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=10 ......................
0:	learn: 0.8562807	total: 31.7ms	remaining: 31.7s
1:	learn: 0.8330159	total: 59.1ms	remaining: 29.5s
2:	learn: 0.8073203	total: 88.2ms	remaining: 29.3s
3:	learn: 0.7848375	total: 118ms	remaining: 29.3s
4:	learn: 0.7557569	total: 147ms	remaining: 29.2s
5:	learn: 0.7293834	total: 159ms	remaining: 26.4s
6:	learn: 0.7070958	total: 197ms	remaining: 28s
7:	learn: 0.6810847	total: 227ms	remaining: 28.2s
8:	learn: 0.6631849	total: 256ms	remaining: 28.2s
9:	learn: 0.6442920	total: 284ms	remaining: 28.1s
10:	learn: 0.6262527	total: 313ms	remaining: 28.1s
11:	learn: 0.6096584	total: 341ms	remaining: 28.1s
12:	learn: 0.5893998	total: 376ms	remaining: 28.6s
13:	learn: 0.5774723	total: 406ms	remaining: 28.6s
14:	learn: 0.5630245	total: 436ms	remaining: 28.7s
15:	learn: 0.5501601	total: 466ms	remaining: 28.7s
16:	learn: 0.5359844	total: 495ms	remaining: 28.6s
17:	learn: 0.5237085	total: 523ms	remaining: 28.6s
18:	learn: 0.5117913	total: 558ms	remaining: 28.8s
19:	learn: 0.5001114	total: 592ms	remaining: 29s
20:	learn: 0.4913935	total: 622ms	remaining: 29s
21:	learn: 0.4795869	total: 627ms	remaining: 27.9s
22:	learn: 0.4673819	total: 656ms	remaining: 27.9s
23:	learn: 0.4599094	total: 685ms	remaining: 27.9s
24:	learn: 0.4518036	total: 712ms	remaining: 27.8s
25:	learn: 0.4426843	total: 752ms	remaining: 28.2s
26:	learn: 0.4339427	total: 781ms	remaining: 28.2s
27:	learn: 0.4257400	total: 809ms	remaining: 28.1s
28:	learn: 0.4185645	total: 839ms	remaining: 28.1s
29:	learn: 0.4119750	total: 869ms	remaining: 28.1s
30:	learn: 0.4033397	total: 896ms	remaining: 28s
31:	learn: 0.3970367	total: 934ms	remaining: 28.2s
32:	learn: 0.3883068	total: 966ms	remaining: 28.3s
33:	learn: 0.3825933	total: 995ms	remaining: 28.3s
34:	learn: 0.3775679	total: 1.03s	remaining: 28.3s
35:	learn: 0.3718255	total: 1.05s	remaining: 28.3s
36:	learn: 0.3664331	total: 1.08s	remaining: 28.2s
37:	learn: 0.3601313	total: 1.12s	remaining: 28.4s
38:	learn: 0.3530999	total: 1.15s	remaining: 28.4s
39:	learn: 0.3475530	total: 1.18s	remaining: 28.3s
40:	learn: 0.3423654	total: 1.21s	remaining: 28.3s
41:	learn: 0.3371007	total: 1.24s	remaining: 28.2s
42:	learn: 0.3317301	total: 1.26s	remaining: 28.2s
43:	learn: 0.3271812	total: 1.3s	remaining: 28.3s
44:	learn: 0.3226710	total: 1.34s	remaining: 28.4s
45:	learn: 0.3166106	total: 1.34s	remaining: 27.8s
46:	learn: 0.3104565	total: 1.37s	remaining: 27.7s
47:	learn: 0.3062258	total: 1.4s	remaining: 27.7s
48:	learn: 0.3014823	total: 1.43s	remaining: 27.7s
49:	learn: 0.2970390	total: 1.46s	remaining: 27.6s
50:	learn: 0.2915780	total: 1.49s	remaining: 27.8s
51:	learn: 0.2872504	total: 1.52s	remaining: 27.8s
52:	learn: 0.2836873	total: 1.56s	remaining: 27.8s
53:	learn: 0.2798888	total: 1.58s	remaining: 27.7s
54:	learn: 0.2762643	total: 1.61s	remaining: 27.7s
55:	learn: 0.2727060	total: 1.64s	remaining: 27.7s
56:	learn: 0.2694183	total: 1.68s	remaining: 27.8s
57:	learn: 0.2646169	total: 1.71s	remaining: 27.8s
58:	learn: 0.2610980	total: 1.74s	remaining: 27.8s
59:	learn: 0.2576663	total: 1.77s	remaining: 27.8s
60:	learn: 0.2542200	total: 1.8s	remaining: 27.7s
61:	learn: 0.2504202	total: 1.83s	remaining: 27.7s
62:	learn: 0.2474305	total: 1.86s	remaining: 27.7s
63:	learn: 0.2440403	total: 1.9s	remaining: 27.7s
64:	learn: 0.2404776	total: 1.93s	remaining: 27.7s
65:	learn: 0.2376305	total: 1.95s	remaining: 27.6s
66:	learn: 0.2345986	total: 1.98s	remaining: 27.6s
67:	learn: 0.2316292	total: 2.01s	remaining: 27.6s
68:	learn: 0.2290361	total: 2.05s	remaining: 27.6s
69:	learn: 0.2256350	total: 2.08s	remaining: 27.6s
70:	learn: 0.2217663	total: 2.11s	remaining: 27.6s
71:	learn: 0.2188404	total: 2.14s	remaining: 27.6s
72:	learn: 0.2170046	total: 2.17s	remaining: 27.5s
73:	learn: 0.2142378	total: 2.2s	remaining: 27.5s
74:	learn: 0.2109898	total: 2.24s	remaining: 27.6s
75:	learn: 0.2085907	total: 2.27s	remaining: 27.7s
76:	learn: 0.2066270	total: 2.31s	remaining: 27.7s
77:	learn: 0.2041204	total: 2.35s	remaining: 27.8s
78:	learn: 0.2010573	total: 2.39s	remaining: 27.8s
79:	learn: 0.1990207	total: 2.43s	remaining: 27.9s
80:	learn: 0.1963005	total: 2.46s	remaining: 27.9s
81:	learn: 0.1937338	total: 2.49s	remaining: 27.9s
82:	learn: 0.1919064	total: 2.53s	remaining: 27.9s
83:	learn: 0.1891708	total: 2.56s	remaining: 28s
84:	learn: 0.1871878	total: 2.61s	remaining: 28.1s
85:	learn: 0.1841715	total: 2.65s	remaining: 28.2s
86:	learn: 0.1821954	total: 2.68s	remaining: 28.1s
87:	learn: 0.1803556	total: 2.71s	remaining: 28.1s
88:	learn: 0.1787709	total: 2.74s	remaining: 28.1s
89:	learn: 0.1773067	total: 2.78s	remaining: 28.1s
90:	learn: 0.1760268	total: 2.82s	remaining: 28.2s
91:	learn: 0.1740030	total: 2.87s	remaining: 28.3s
92:	learn: 0.1725950	total: 2.9s	remaining: 28.3s
93:	learn: 0.1701996	total: 2.93s	remaining: 28.3s
94:	learn: 0.1681232	total: 2.96s	remaining: 28.2s
95:	learn: 0.1670025	total: 2.99s	remaining: 28.2s
96:	learn: 0.1646704	total: 3.03s	remaining: 28.2s
97:	learn: 0.1623387	total: 3.06s	remaining: 28.2s
98:	learn: 0.1601973	total: 3.1s	remaining: 28.2s
99:	learn: 0.1590275	total: 3.13s	remaining: 28.2s
100:	learn: 0.1572690	total: 3.17s	remaining: 28.2s
101:	learn: 0.1563627	total: 3.21s	remaining: 28.3s
102:	learn: 0.1544690	total: 3.24s	remaining: 28.3s
103:	learn: 0.1523185	total: 3.27s	remaining: 28.2s
104:	learn: 0.1503766	total: 3.3s	remaining: 28.1s
105:	learn: 0.1493208	total: 3.33s	remaining: 28.1s
106:	learn: 0.1479502	total: 3.37s	remaining: 28.1s
107:	learn: 0.1463534	total: 3.41s	remaining: 28.2s
108:	learn: 0.1447416	total: 3.45s	remaining: 28.2s
109:	learn: 0.1432542	total: 3.48s	remaining: 28.2s
110:	learn: 0.1414340	total: 3.51s	remaining: 28.1s
111:	learn: 0.1409192	total: 3.54s	remaining: 28.1s
112:	learn: 0.1395682	total: 3.58s	remaining: 28.1s
113:	learn: 0.1380249	total: 3.62s	remaining: 28.2s
114:	learn: 0.1365298	total: 3.65s	remaining: 28.1s
115:	learn: 0.1348181	total: 3.69s	remaining: 28.1s
116:	learn: 0.1343488	total: 3.73s	remaining: 28.1s
117:	learn: 0.1330198	total: 3.76s	remaining: 28.1s
118:	learn: 0.1318628	total: 3.79s	remaining: 28.1s
119:	learn: 0.1304849	total: 3.82s	remaining: 28s
120:	learn: 0.1291878	total: 3.85s	remaining: 28s
121:	learn: 0.1272865	total: 3.88s	remaining: 27.9s
122:	learn: 0.1259021	total: 3.92s	remaining: 27.9s
123:	learn: 0.1254077	total: 3.96s	remaining: 27.9s
124:	learn: 0.1243627	total: 4s	remaining: 28s
125:	learn: 0.1232629	total: 4.04s	remaining: 28s
126:	learn: 0.1215988	total: 4.07s	remaining: 28s
127:	learn: 0.1203088	total: 4.1s	remaining: 27.9s
128:	learn: 0.1198766	total: 4.13s	remaining: 27.9s
129:	learn: 0.1181896	total: 4.17s	remaining: 27.9s
130:	learn: 0.1172613	total: 4.2s	remaining: 27.9s
131:	learn: 0.1167846	total: 4.24s	remaining: 27.9s
132:	learn: 0.1153016	total: 4.27s	remaining: 27.9s
133:	learn: 0.1142865	total: 4.31s	remaining: 27.8s
134:	learn: 0.1132682	total: 4.34s	remaining: 27.8s
135:	learn: 0.1127684	total: 4.36s	remaining: 27.7s
136:	learn: 0.1113983	total: 4.4s	remaining: 27.7s
137:	learn: 0.1105783	total: 4.43s	remaining: 27.7s
138:	learn: 0.1096165	total: 4.46s	remaining: 27.6s
139:	learn: 0.1087676	total: 4.49s	remaining: 27.6s
140:	learn: 0.1084454	total: 4.51s	remaining: 27.5s
141:	learn: 0.1078906	total: 4.54s	remaining: 27.5s
142:	learn: 0.1073754	total: 4.59s	remaining: 27.5s
143:	learn: 0.1069702	total: 4.63s	remaining: 27.5s
144:	learn: 0.1058383	total: 4.67s	remaining: 27.5s
145:	learn: 0.1051758	total: 4.71s	remaining: 27.5s
146:	learn: 0.1048620	total: 4.73s	remaining: 27.5s
147:	learn: 0.1034413	total: 4.77s	remaining: 27.5s
148:	learn: 0.1021686	total: 4.8s	remaining: 27.4s
149:	learn: 0.1014447	total: 4.83s	remaining: 27.4s
150:	learn: 0.1001090	total: 4.86s	remaining: 27.3s
151:	learn: 0.0994398	total: 4.89s	remaining: 27.3s
152:	learn: 0.0987385	total: 4.92s	remaining: 27.3s
153:	learn: 0.0977673	total: 4.97s	remaining: 27.3s
154:	learn: 0.0971949	total: 5.01s	remaining: 27.3s
155:	learn: 0.0966399	total: 5.05s	remaining: 27.3s
156:	learn: 0.0960944	total: 5.08s	remaining: 27.3s
157:	learn: 0.0948734	total: 5.11s	remaining: 27.2s
158:	learn: 0.0938261	total: 5.15s	remaining: 27.2s
159:	learn: 0.0928666	total: 5.18s	remaining: 27.2s
160:	learn: 0.0918934	total: 5.21s	remaining: 27.2s
161:	learn: 0.0909048	total: 5.24s	remaining: 27.1s
162:	learn: 0.0898309	total: 5.27s	remaining: 27.1s
163:	learn: 0.0890449	total: 5.3s	remaining: 27s
164:	learn: 0.0881039	total: 5.34s	remaining: 27s
165:	learn: 0.0877473	total: 5.38s	remaining: 27s
166:	learn: 0.0870345	total: 5.41s	remaining: 27s
167:	learn: 0.0861879	total: 5.45s	remaining: 27s
168:	learn: 0.0855181	total: 5.48s	remaining: 27s
169:	learn: 0.0844303	total: 5.53s	remaining: 27s
170:	learn: 0.0835478	total: 5.56s	remaining: 26.9s
171:	learn: 0.0826918	total: 5.59s	remaining: 26.9s
172:	learn: 0.0816124	total: 5.62s	remaining: 26.8s
173:	learn: 0.0810638	total: 5.64s	remaining: 26.8s
174:	learn: 0.0802571	total: 5.67s	remaining: 26.8s
175:	learn: 0.0792067	total: 5.71s	remaining: 26.8s
176:	learn: 0.0785930	total: 5.75s	remaining: 26.7s
177:	learn: 0.0783468	total: 5.77s	remaining: 26.7s
178:	learn: 0.0778357	total: 5.8s	remaining: 26.6s
179:	learn: 0.0769201	total: 5.83s	remaining: 26.6s
180:	learn: 0.0759693	total: 5.87s	remaining: 26.6s
181:	learn: 0.0754551	total: 5.92s	remaining: 26.6s
182:	learn: 0.0746782	total: 5.96s	remaining: 26.6s
183:	learn: 0.0742146	total: 6s	remaining: 26.6s
184:	learn: 0.0735257	total: 6.03s	remaining: 26.5s
185:	learn: 0.0728582	total: 6.05s	remaining: 26.5s
186:	learn: 0.0718615	total: 6.09s	remaining: 26.5s
187:	learn: 0.0713546	total: 6.12s	remaining: 26.4s
188:	learn: 0.0703062	total: 6.15s	remaining: 26.4s
189:	learn: 0.0695897	total: 6.18s	remaining: 26.4s
190:	learn: 0.0691946	total: 6.21s	remaining: 26.3s
191:	learn: 0.0686565	total: 6.24s	remaining: 26.3s
192:	learn: 0.0678025	total: 6.28s	remaining: 26.2s
193:	learn: 0.0669617	total: 6.31s	remaining: 26.2s
194:	learn: 0.0662212	total: 6.34s	remaining: 26.2s
195:	learn: 0.0660547	total: 6.38s	remaining: 26.2s
196:	learn: 0.0652898	total: 6.41s	remaining: 26.1s
197:	learn: 0.0648636	total: 6.46s	remaining: 26.2s
198:	learn: 0.0646572	total: 6.5s	remaining: 26.2s
199:	learn: 0.0643062	total: 6.53s	remaining: 26.1s
200:	learn: 0.0636445	total: 6.56s	remaining: 26.1s
201:	learn: 0.0630662	total: 6.59s	remaining: 26s
202:	learn: 0.0626226	total: 6.62s	remaining: 26s
203:	learn: 0.0621285	total: 6.65s	remaining: 26s
204:	learn: 0.0614274	total: 6.68s	remaining: 25.9s
205:	learn: 0.0607500	total: 6.71s	remaining: 25.9s
206:	learn: 0.0606130	total: 6.74s	remaining: 25.8s
207:	learn: 0.0602831	total: 6.77s	remaining: 25.8s
208:	learn: 0.0594911	total: 6.8s	remaining: 25.7s
209:	learn: 0.0588444	total: 6.83s	remaining: 25.7s
210:	learn: 0.0580486	total: 6.87s	remaining: 25.7s
211:	learn: 0.0574145	total: 6.89s	remaining: 25.6s
212:	learn: 0.0568282	total: 6.94s	remaining: 25.6s
213:	learn: 0.0563595	total: 6.97s	remaining: 25.6s
214:	learn: 0.0560396	total: 7.01s	remaining: 25.6s
215:	learn: 0.0557017	total: 7.05s	remaining: 25.6s
216:	learn: 0.0552104	total: 7.08s	remaining: 25.6s
217:	learn: 0.0545908	total: 7.11s	remaining: 25.5s
218:	learn: 0.0541644	total: 7.14s	remaining: 25.5s
219:	learn: 0.0538994	total: 7.17s	remaining: 25.4s
220:	learn: 0.0537658	total: 7.2s	remaining: 25.4s
221:	learn: 0.0532134	total: 7.24s	remaining: 25.4s
222:	learn: 0.0525231	total: 7.26s	remaining: 25.3s
223:	learn: 0.0520245	total: 7.29s	remaining: 25.3s
224:	learn: 0.0518968	total: 7.32s	remaining: 25.2s
225:	learn: 0.0513998	total: 7.35s	remaining: 25.2s
226:	learn: 0.0509967	total: 7.38s	remaining: 25.1s
227:	learn: 0.0506137	total: 7.42s	remaining: 25.1s
228:	learn: 0.0503444	total: 7.45s	remaining: 25.1s
229:	learn: 0.0498097	total: 7.48s	remaining: 25s
230:	learn: 0.0493345	total: 7.5s	remaining: 25s
231:	learn: 0.0489947	total: 7.54s	remaining: 24.9s
232:	learn: 0.0485689	total: 7.57s	remaining: 24.9s
233:	learn: 0.0481604	total: 7.59s	remaining: 24.9s
234:	learn: 0.0476709	total: 7.63s	remaining: 24.8s
235:	learn: 0.0469676	total: 7.67s	remaining: 24.8s
236:	learn: 0.0466263	total: 7.7s	remaining: 24.8s
237:	learn: 0.0462679	total: 7.73s	remaining: 24.8s
238:	learn: 0.0458627	total: 7.76s	remaining: 24.7s
239:	learn: 0.0453456	total: 7.79s	remaining: 24.7s
240:	learn: 0.0448861	total: 7.83s	remaining: 24.7s
241:	learn: 0.0443574	total: 7.87s	remaining: 24.6s
242:	learn: 0.0440188	total: 7.89s	remaining: 24.6s
243:	learn: 0.0437720	total: 7.93s	remaining: 24.6s
244:	learn: 0.0432785	total: 7.96s	remaining: 24.5s
245:	learn: 0.0427624	total: 7.99s	remaining: 24.5s
246:	learn: 0.0422266	total: 8.02s	remaining: 24.5s
247:	learn: 0.0420455	total: 8.06s	remaining: 24.4s
248:	learn: 0.0417235	total: 8.1s	remaining: 24.4s
249:	learn: 0.0413200	total: 8.13s	remaining: 24.4s
250:	learn: 0.0409224	total: 8.16s	remaining: 24.3s
251:	learn: 0.0407972	total: 8.18s	remaining: 24.3s
252:	learn: 0.0404345	total: 8.22s	remaining: 24.3s
253:	learn: 0.0398792	total: 8.26s	remaining: 24.2s
254:	learn: 0.0397239	total: 8.28s	remaining: 24.2s
255:	learn: 0.0393779	total: 8.31s	remaining: 24.2s
256:	learn: 0.0388481	total: 8.34s	remaining: 24.1s
257:	learn: 0.0384418	total: 8.37s	remaining: 24.1s
258:	learn: 0.0382648	total: 8.41s	remaining: 24.1s
259:	learn: 0.0380886	total: 8.44s	remaining: 24s
260:	learn: 0.0377384	total: 8.47s	remaining: 24s
261:	learn: 0.0372169	total: 8.5s	remaining: 24s
262:	learn: 0.0371418	total: 8.51s	remaining: 23.8s
263:	learn: 0.0368126	total: 8.54s	remaining: 23.8s
264:	learn: 0.0364206	total: 8.57s	remaining: 23.8s
265:	learn: 0.0360592	total: 8.6s	remaining: 23.7s
266:	learn: 0.0358033	total: 8.64s	remaining: 23.7s
267:	learn: 0.0353925	total: 8.67s	remaining: 23.7s
268:	learn: 0.0351416	total: 8.7s	remaining: 23.6s
269:	learn: 0.0350109	total: 8.72s	remaining: 23.6s
270:	learn: 0.0347780	total: 8.75s	remaining: 23.6s
271:	learn: 0.0344879	total: 8.79s	remaining: 23.5s
272:	learn: 0.0342353	total: 8.83s	remaining: 23.5s
273:	learn: 0.0339607	total: 8.86s	remaining: 23.5s
274:	learn: 0.0336147	total: 8.89s	remaining: 23.4s
275:	learn: 0.0331918	total: 8.92s	remaining: 23.4s
276:	learn: 0.0329336	total: 8.95s	remaining: 23.4s
277:	learn: 0.0327099	total: 8.98s	remaining: 23.3s
278:	learn: 0.0324520	total: 9.02s	remaining: 23.3s
279:	learn: 0.0320753	total: 9.05s	remaining: 23.3s
280:	learn: 0.0319722	total: 9.07s	remaining: 23.2s
281:	learn: 0.0316634	total: 9.1s	remaining: 23.2s
282:	learn: 0.0312786	total: 9.13s	remaining: 23.1s
283:	learn: 0.0311696	total: 9.17s	remaining: 23.1s
284:	learn: 0.0308083	total: 9.2s	remaining: 23.1s
285:	learn: 0.0305829	total: 9.23s	remaining: 23.1s
286:	learn: 0.0303333	total: 9.26s	remaining: 23s
287:	learn: 0.0300590	total: 9.29s	remaining: 23s
288:	learn: 0.0297535	total: 9.32s	remaining: 22.9s
289:	learn: 0.0296337	total: 9.36s	remaining: 22.9s
290:	learn: 0.0291815	total: 9.39s	remaining: 22.9s
291:	learn: 0.0289401	total: 9.42s	remaining: 22.8s
292:	learn: 0.0287304	total: 9.45s	remaining: 22.8s
293:	learn: 0.0284832	total: 9.48s	remaining: 22.8s
294:	learn: 0.0284422	total: 9.51s	remaining: 22.7s
295:	learn: 0.0280321	total: 9.53s	remaining: 22.7s
296:	learn: 0.0279005	total: 9.57s	remaining: 22.7s
297:	learn: 0.0277053	total: 9.61s	remaining: 22.6s
298:	learn: 0.0272679	total: 9.63s	remaining: 22.6s
299:	learn: 0.0269063	total: 9.66s	remaining: 22.6s
300:	learn: 0.0266579	total: 9.69s	remaining: 22.5s
301:	learn: 0.0264973	total: 9.72s	remaining: 22.5s
302:	learn: 0.0261699	total: 9.76s	remaining: 22.5s
303:	learn: 0.0258432	total: 9.79s	remaining: 22.4s
304:	learn: 0.0257993	total: 9.79s	remaining: 22.3s
305:	learn: 0.0254931	total: 9.82s	remaining: 22.3s
306:	learn: 0.0252284	total: 9.85s	remaining: 22.2s
307:	learn: 0.0249119	total: 9.88s	remaining: 22.2s
308:	learn: 0.0248543	total: 9.91s	remaining: 22.2s
309:	learn: 0.0246212	total: 9.95s	remaining: 22.1s
310:	learn: 0.0242997	total: 9.98s	remaining: 22.1s
311:	learn: 0.0241362	total: 10s	remaining: 22.1s
312:	learn: 0.0239489	total: 10s	remaining: 22s
313:	learn: 0.0237749	total: 10.1s	remaining: 22s
314:	learn: 0.0237401	total: 10.1s	remaining: 22s
315:	learn: 0.0235604	total: 10.1s	remaining: 21.9s
316:	learn: 0.0234010	total: 10.2s	remaining: 21.9s
317:	learn: 0.0232924	total: 10.2s	remaining: 21.8s
318:	learn: 0.0231047	total: 10.2s	remaining: 21.8s
319:	learn: 0.0229181	total: 10.2s	remaining: 21.7s
320:	learn: 0.0227483	total: 10.3s	remaining: 21.7s
321:	learn: 0.0225194	total: 10.3s	remaining: 21.7s
322:	learn: 0.0223217	total: 10.3s	remaining: 21.6s
323:	learn: 0.0221291	total: 10.4s	remaining: 21.6s
324:	learn: 0.0218584	total: 10.4s	remaining: 21.6s
325:	learn: 0.0216604	total: 10.4s	remaining: 21.5s
326:	learn: 0.0216025	total: 10.4s	remaining: 21.5s
327:	learn: 0.0214247	total: 10.5s	remaining: 21.5s
328:	learn: 0.0212687	total: 10.5s	remaining: 21.5s
329:	learn: 0.0210127	total: 10.6s	remaining: 21.4s
330:	learn: 0.0208274	total: 10.6s	remaining: 21.4s
331:	learn: 0.0205762	total: 10.6s	remaining: 21.4s
332:	learn: 0.0203332	total: 10.6s	remaining: 21.3s
333:	learn: 0.0202897	total: 10.7s	remaining: 21.2s
334:	learn: 0.0201327	total: 10.7s	remaining: 21.2s
335:	learn: 0.0199710	total: 10.7s	remaining: 21.2s
336:	learn: 0.0197946	total: 10.8s	remaining: 21.2s
337:	learn: 0.0196365	total: 10.8s	remaining: 21.1s
338:	learn: 0.0193631	total: 10.8s	remaining: 21.1s
339:	learn: 0.0192012	total: 10.8s	remaining: 21s
340:	learn: 0.0191288	total: 10.9s	remaining: 21s
341:	learn: 0.0191023	total: 10.9s	remaining: 21s
342:	learn: 0.0188841	total: 10.9s	remaining: 21s
343:	learn: 0.0186150	total: 11s	remaining: 20.9s
344:	learn: 0.0183456	total: 11s	remaining: 20.9s
345:	learn: 0.0180306	total: 11s	remaining: 20.8s
346:	learn: 0.0177812	total: 11.1s	remaining: 20.8s
347:	learn: 0.0177258	total: 11.1s	remaining: 20.8s
348:	learn: 0.0176752	total: 11.1s	remaining: 20.7s
349:	learn: 0.0175143	total: 11.2s	remaining: 20.7s
350:	learn: 0.0174106	total: 11.2s	remaining: 20.7s
351:	learn: 0.0171985	total: 11.2s	remaining: 20.6s
352:	learn: 0.0171099	total: 11.2s	remaining: 20.6s
353:	learn: 0.0169304	total: 11.3s	remaining: 20.6s
354:	learn: 0.0167520	total: 11.3s	remaining: 20.5s
355:	learn: 0.0166358	total: 11.3s	remaining: 20.5s
356:	learn: 0.0165013	total: 11.4s	remaining: 20.5s
357:	learn: 0.0163582	total: 11.4s	remaining: 20.4s
358:	learn: 0.0161625	total: 11.4s	remaining: 20.4s
359:	learn: 0.0159589	total: 11.5s	remaining: 20.4s
360:	learn: 0.0157438	total: 11.5s	remaining: 20.3s
361:	learn: 0.0155475	total: 11.5s	remaining: 20.3s
362:	learn: 0.0154235	total: 11.6s	remaining: 20.3s
363:	learn: 0.0152784	total: 11.6s	remaining: 20.2s
364:	learn: 0.0150787	total: 11.6s	remaining: 20.2s
365:	learn: 0.0148807	total: 11.6s	remaining: 20.2s
366:	learn: 0.0146576	total: 11.7s	remaining: 20.2s
367:	learn: 0.0144755	total: 11.7s	remaining: 20.1s
368:	learn: 0.0144237	total: 11.7s	remaining: 20.1s
369:	learn: 0.0143051	total: 11.8s	remaining: 20.1s
370:	learn: 0.0141490	total: 11.8s	remaining: 20s
371:	learn: 0.0140684	total: 11.8s	remaining: 20s
372:	learn: 0.0140073	total: 11.9s	remaining: 20s
373:	learn: 0.0138568	total: 11.9s	remaining: 19.9s
374:	learn: 0.0136578	total: 11.9s	remaining: 19.9s
375:	learn: 0.0136416	total: 11.9s	remaining: 19.8s
376:	learn: 0.0136202	total: 11.9s	remaining: 19.7s
377:	learn: 0.0134672	total: 12s	remaining: 19.7s
378:	learn: 0.0134279	total: 12s	remaining: 19.7s
379:	learn: 0.0133180	total: 12s	remaining: 19.6s
380:	learn: 0.0132470	total: 12.1s	remaining: 19.6s
381:	learn: 0.0130897	total: 12.1s	remaining: 19.6s
382:	learn: 0.0129358	total: 12.1s	remaining: 19.5s
383:	learn: 0.0127927	total: 12.2s	remaining: 19.5s
384:	learn: 0.0127013	total: 12.2s	remaining: 19.5s
385:	learn: 0.0125585	total: 12.2s	remaining: 19.4s
386:	learn: 0.0124352	total: 12.3s	remaining: 19.4s
387:	learn: 0.0123280	total: 12.3s	remaining: 19.4s
388:	learn: 0.0122188	total: 12.3s	remaining: 19.3s
389:	learn: 0.0121551	total: 12.3s	remaining: 19.3s
390:	learn: 0.0120725	total: 12.4s	remaining: 19.3s
391:	learn: 0.0119771	total: 12.4s	remaining: 19.2s
392:	learn: 0.0119275	total: 12.4s	remaining: 19.2s
393:	learn: 0.0118321	total: 12.5s	remaining: 19.2s
394:	learn: 0.0117790	total: 12.5s	remaining: 19.1s
395:	learn: 0.0116608	total: 12.5s	remaining: 19.1s
396:	learn: 0.0115584	total: 12.6s	remaining: 19.1s
397:	learn: 0.0114764	total: 12.6s	remaining: 19s
398:	learn: 0.0113843	total: 12.6s	remaining: 19s
399:	learn: 0.0113012	total: 12.6s	remaining: 19s
400:	learn: 0.0111905	total: 12.7s	remaining: 18.9s
401:	learn: 0.0111227	total: 12.7s	remaining: 18.9s
402:	learn: 0.0110476	total: 12.7s	remaining: 18.9s
403:	learn: 0.0108910	total: 12.8s	remaining: 18.8s
404:	learn: 0.0108224	total: 12.8s	remaining: 18.8s
405:	learn: 0.0107647	total: 12.8s	remaining: 18.8s
406:	learn: 0.0106675	total: 12.9s	remaining: 18.8s
407:	learn: 0.0105765	total: 12.9s	remaining: 18.7s
408:	learn: 0.0105508	total: 12.9s	remaining: 18.7s
409:	learn: 0.0104478	total: 13s	remaining: 18.7s
410:	learn: 0.0104169	total: 13s	remaining: 18.6s
411:	learn: 0.0103323	total: 13s	remaining: 18.6s
412:	learn: 0.0103193	total: 13.1s	remaining: 18.6s
413:	learn: 0.0102543	total: 13.1s	remaining: 18.5s
414:	learn: 0.0101849	total: 13.1s	remaining: 18.5s
415:	learn: 0.0100763	total: 13.2s	remaining: 18.5s
416:	learn: 0.0100596	total: 13.2s	remaining: 18.4s
417:	learn: 0.0099742	total: 13.2s	remaining: 18.4s
418:	learn: 0.0098613	total: 13.3s	remaining: 18.4s
419:	learn: 0.0098156	total: 13.3s	remaining: 18.4s
420:	learn: 0.0096914	total: 13.3s	remaining: 18.3s
421:	learn: 0.0096634	total: 13.4s	remaining: 18.3s
422:	learn: 0.0095541	total: 13.4s	remaining: 18.3s
423:	learn: 0.0094886	total: 13.4s	remaining: 18.2s
424:	learn: 0.0093951	total: 13.5s	remaining: 18.2s
425:	learn: 0.0093824	total: 13.5s	remaining: 18.2s
426:	learn: 0.0092953	total: 13.5s	remaining: 18.1s
427:	learn: 0.0091667	total: 13.6s	remaining: 18.1s
428:	learn: 0.0091020	total: 13.6s	remaining: 18.1s
429:	learn: 0.0090576	total: 13.6s	remaining: 18.1s
430:	learn: 0.0090450	total: 13.6s	remaining: 18s
431:	learn: 0.0089840	total: 13.7s	remaining: 18s
432:	learn: 0.0089360	total: 13.7s	remaining: 17.9s
433:	learn: 0.0088285	total: 13.7s	remaining: 17.9s
434:	learn: 0.0087291	total: 13.8s	remaining: 17.9s
435:	learn: 0.0086305	total: 13.8s	remaining: 17.8s
436:	learn: 0.0085342	total: 13.8s	remaining: 17.8s
437:	learn: 0.0084363	total: 13.9s	remaining: 17.8s
438:	learn: 0.0083704	total: 13.9s	remaining: 17.7s
439:	learn: 0.0082661	total: 13.9s	remaining: 17.7s
440:	learn: 0.0082468	total: 13.9s	remaining: 17.7s
441:	learn: 0.0081649	total: 14s	remaining: 17.6s
442:	learn: 0.0080919	total: 14s	remaining: 17.6s
443:	learn: 0.0079870	total: 14s	remaining: 17.6s
444:	learn: 0.0079556	total: 14.1s	remaining: 17.6s
445:	learn: 0.0079271	total: 14.1s	remaining: 17.5s
446:	learn: 0.0078973	total: 14.1s	remaining: 17.5s
447:	learn: 0.0078251	total: 14.2s	remaining: 17.5s
448:	learn: 0.0077839	total: 14.2s	remaining: 17.4s
449:	learn: 0.0076986	total: 14.2s	remaining: 17.4s
450:	learn: 0.0075941	total: 14.3s	remaining: 17.4s
451:	learn: 0.0075602	total: 14.3s	remaining: 17.3s
452:	learn: 0.0074525	total: 14.3s	remaining: 17.3s
453:	learn: 0.0073937	total: 14.3s	remaining: 17.3s
454:	learn: 0.0073097	total: 14.4s	remaining: 17.2s
455:	learn: 0.0072430	total: 14.4s	remaining: 17.2s
456:	learn: 0.0071779	total: 14.4s	remaining: 17.2s
457:	learn: 0.0071167	total: 14.5s	remaining: 17.1s
458:	learn: 0.0070615	total: 14.5s	remaining: 17.1s
459:	learn: 0.0069610	total: 14.5s	remaining: 17.1s
460:	learn: 0.0069181	total: 14.6s	remaining: 17s
461:	learn: 0.0068582	total: 14.6s	remaining: 17s
462:	learn: 0.0068171	total: 14.6s	remaining: 17s
463:	learn: 0.0067367	total: 14.7s	remaining: 16.9s
464:	learn: 0.0066829	total: 14.7s	remaining: 16.9s
465:	learn: 0.0066310	total: 14.7s	remaining: 16.9s
466:	learn: 0.0066097	total: 14.7s	remaining: 16.8s
467:	learn: 0.0065465	total: 14.8s	remaining: 16.8s
468:	learn: 0.0065235	total: 14.8s	remaining: 16.8s
469:	learn: 0.0065098	total: 14.8s	remaining: 16.7s
470:	learn: 0.0064760	total: 14.9s	remaining: 16.7s
471:	learn: 0.0064050	total: 14.9s	remaining: 16.7s
472:	learn: 0.0063356	total: 15s	remaining: 16.7s
473:	learn: 0.0062833	total: 15s	remaining: 16.6s
474:	learn: 0.0062008	total: 15s	remaining: 16.6s
475:	learn: 0.0061434	total: 15.1s	remaining: 16.6s
476:	learn: 0.0061105	total: 15.1s	remaining: 16.6s
477:	learn: 0.0060619	total: 15.2s	remaining: 16.6s
478:	learn: 0.0060396	total: 15.2s	remaining: 16.5s
479:	learn: 0.0059844	total: 15.2s	remaining: 16.5s
480:	learn: 0.0059290	total: 15.3s	remaining: 16.5s
481:	learn: 0.0058692	total: 15.3s	remaining: 16.4s
482:	learn: 0.0058517	total: 15.3s	remaining: 16.4s
483:	learn: 0.0058264	total: 15.3s	remaining: 16.4s
484:	learn: 0.0057861	total: 15.4s	remaining: 16.3s
485:	learn: 0.0057392	total: 15.4s	remaining: 16.3s
486:	learn: 0.0057174	total: 15.4s	remaining: 16.2s
487:	learn: 0.0056484	total: 15.5s	remaining: 16.2s
488:	learn: 0.0055730	total: 15.5s	remaining: 16.2s
489:	learn: 0.0055598	total: 15.5s	remaining: 16.2s
490:	learn: 0.0054860	total: 15.5s	remaining: 16.1s
491:	learn: 0.0054088	total: 15.6s	remaining: 16.1s
492:	learn: 0.0053735	total: 15.6s	remaining: 16.1s
493:	learn: 0.0053096	total: 15.6s	remaining: 16s
494:	learn: 0.0052418	total: 15.7s	remaining: 16s
495:	learn: 0.0051914	total: 15.7s	remaining: 16s
496:	learn: 0.0051437	total: 15.7s	remaining: 15.9s
497:	learn: 0.0051276	total: 15.8s	remaining: 15.9s
498:	learn: 0.0050648	total: 15.8s	remaining: 15.9s
499:	learn: 0.0050140	total: 15.8s	remaining: 15.8s
500:	learn: 0.0049567	total: 15.8s	remaining: 15.8s
501:	learn: 0.0049160	total: 15.9s	remaining: 15.8s
502:	learn: 0.0048695	total: 15.9s	remaining: 15.7s
503:	learn: 0.0048395	total: 15.9s	remaining: 15.7s
504:	learn: 0.0047938	total: 16s	remaining: 15.7s
505:	learn: 0.0047449	total: 16s	remaining: 15.6s
506:	learn: 0.0047227	total: 16.1s	remaining: 15.6s
507:	learn: 0.0046785	total: 16.1s	remaining: 15.6s
508:	learn: 0.0046422	total: 16.1s	remaining: 15.6s
509:	learn: 0.0046262	total: 16.2s	remaining: 15.5s
510:	learn: 0.0045987	total: 16.2s	remaining: 15.5s
511:	learn: 0.0045818	total: 16.3s	remaining: 15.5s
512:	learn: 0.0045371	total: 16.3s	remaining: 15.5s
513:	learn: 0.0045063	total: 16.3s	remaining: 15.4s
514:	learn: 0.0044964	total: 16.4s	remaining: 15.4s
515:	learn: 0.0044819	total: 16.4s	remaining: 15.4s
516:	learn: 0.0044504	total: 16.4s	remaining: 15.3s
517:	learn: 0.0043922	total: 16.5s	remaining: 15.3s
518:	learn: 0.0043445	total: 16.5s	remaining: 15.3s
519:	learn: 0.0042930	total: 16.5s	remaining: 15.3s
520:	learn: 0.0042684	total: 16.6s	remaining: 15.2s
521:	learn: 0.0042186	total: 16.6s	remaining: 15.2s
522:	learn: 0.0041933	total: 16.6s	remaining: 15.2s
523:	learn: 0.0041806	total: 16.7s	remaining: 15.1s
524:	learn: 0.0041494	total: 16.7s	remaining: 15.1s
525:	learn: 0.0041141	total: 16.7s	remaining: 15.1s
526:	learn: 0.0040752	total: 16.8s	remaining: 15s
527:	learn: 0.0040396	total: 16.8s	remaining: 15s
528:	learn: 0.0040049	total: 16.8s	remaining: 15s
529:	learn: 0.0039558	total: 16.8s	remaining: 14.9s
530:	learn: 0.0039299	total: 16.9s	remaining: 14.9s
531:	learn: 0.0038903	total: 16.9s	remaining: 14.9s
532:	learn: 0.0038735	total: 16.9s	remaining: 14.8s
533:	learn: 0.0038509	total: 17s	remaining: 14.8s
534:	learn: 0.0037940	total: 17s	remaining: 14.8s
535:	learn: 0.0037654	total: 17s	remaining: 14.7s
536:	learn: 0.0037267	total: 17.1s	remaining: 14.7s
537:	learn: 0.0036966	total: 17.1s	remaining: 14.7s
538:	learn: 0.0036661	total: 17.1s	remaining: 14.6s
539:	learn: 0.0036591	total: 17.2s	remaining: 14.6s
540:	learn: 0.0036247	total: 17.2s	remaining: 14.6s
541:	learn: 0.0036033	total: 17.2s	remaining: 14.5s
542:	learn: 0.0035607	total: 17.2s	remaining: 14.5s
543:	learn: 0.0035357	total: 17.3s	remaining: 14.5s
544:	learn: 0.0034993	total: 17.3s	remaining: 14.4s
545:	learn: 0.0034699	total: 17.3s	remaining: 14.4s
546:	learn: 0.0034486	total: 17.4s	remaining: 14.4s
547:	learn: 0.0034135	total: 17.4s	remaining: 14.4s
548:	learn: 0.0034084	total: 17.4s	remaining: 14.3s
549:	learn: 0.0033935	total: 17.4s	remaining: 14.3s
550:	learn: 0.0033759	total: 17.5s	remaining: 14.2s
551:	learn: 0.0033399	total: 17.5s	remaining: 14.2s
552:	learn: 0.0033099	total: 17.5s	remaining: 14.2s
553:	learn: 0.0032968	total: 17.6s	remaining: 14.1s
554:	learn: 0.0032858	total: 17.6s	remaining: 14.1s
555:	learn: 0.0032704	total: 17.6s	remaining: 14.1s
556:	learn: 0.0032268	total: 17.6s	remaining: 14s
557:	learn: 0.0032096	total: 17.7s	remaining: 14s
558:	learn: 0.0031963	total: 17.7s	remaining: 14s
559:	learn: 0.0031744	total: 17.7s	remaining: 13.9s
560:	learn: 0.0031353	total: 17.8s	remaining: 13.9s
561:	learn: 0.0031006	total: 17.8s	remaining: 13.9s
562:	learn: 0.0030765	total: 17.8s	remaining: 13.8s
563:	learn: 0.0030509	total: 17.9s	remaining: 13.8s
564:	learn: 0.0030142	total: 17.9s	remaining: 13.8s
565:	learn: 0.0029990	total: 17.9s	remaining: 13.7s
566:	learn: 0.0029741	total: 17.9s	remaining: 13.7s
567:	learn: 0.0029696	total: 18s	remaining: 13.7s
568:	learn: 0.0029305	total: 18s	remaining: 13.6s
569:	learn: 0.0029043	total: 18.1s	remaining: 13.6s
570:	learn: 0.0028763	total: 18.1s	remaining: 13.6s
571:	learn: 0.0028439	total: 18.1s	remaining: 13.6s
572:	learn: 0.0028135	total: 18.2s	remaining: 13.5s
573:	learn: 0.0027949	total: 18.2s	remaining: 13.5s
574:	learn: 0.0027761	total: 18.2s	remaining: 13.5s
575:	learn: 0.0027410	total: 18.3s	remaining: 13.4s
576:	learn: 0.0027115	total: 18.3s	remaining: 13.4s
577:	learn: 0.0026926	total: 18.3s	remaining: 13.4s
578:	learn: 0.0026688	total: 18.4s	remaining: 13.3s
579:	learn: 0.0026528	total: 18.4s	remaining: 13.3s
580:	learn: 0.0026304	total: 18.4s	remaining: 13.3s
581:	learn: 0.0026243	total: 18.4s	remaining: 13.2s
582:	learn: 0.0026158	total: 18.5s	remaining: 13.2s
583:	learn: 0.0025854	total: 18.5s	remaining: 13.2s
584:	learn: 0.0025682	total: 18.5s	remaining: 13.1s
585:	learn: 0.0025482	total: 18.6s	remaining: 13.1s
586:	learn: 0.0025220	total: 18.6s	remaining: 13.1s
587:	learn: 0.0025134	total: 18.6s	remaining: 13s
588:	learn: 0.0024948	total: 18.7s	remaining: 13s
589:	learn: 0.0024699	total: 18.7s	remaining: 13s
590:	learn: 0.0024450	total: 18.7s	remaining: 13s
591:	learn: 0.0024200	total: 18.8s	remaining: 12.9s
592:	learn: 0.0023894	total: 18.8s	remaining: 12.9s
593:	learn: 0.0023579	total: 18.8s	remaining: 12.9s
594:	learn: 0.0023376	total: 18.8s	remaining: 12.8s
595:	learn: 0.0023215	total: 18.9s	remaining: 12.8s
596:	learn: 0.0023091	total: 18.9s	remaining: 12.8s
597:	learn: 0.0022838	total: 18.9s	remaining: 12.7s
598:	learn: 0.0022537	total: 19s	remaining: 12.7s
599:	learn: 0.0022383	total: 19s	remaining: 12.7s
600:	learn: 0.0022100	total: 19s	remaining: 12.6s
601:	learn: 0.0021871	total: 19.1s	remaining: 12.6s
602:	learn: 0.0021685	total: 19.1s	remaining: 12.6s
603:	learn: 0.0021446	total: 19.1s	remaining: 12.5s
604:	learn: 0.0021384	total: 19.2s	remaining: 12.5s
605:	learn: 0.0021352	total: 19.2s	remaining: 12.5s
606:	learn: 0.0021150	total: 19.2s	remaining: 12.5s
607:	learn: 0.0020933	total: 19.3s	remaining: 12.4s
608:	learn: 0.0020793	total: 19.3s	remaining: 12.4s
609:	learn: 0.0020599	total: 19.3s	remaining: 12.4s
610:	learn: 0.0020367	total: 19.4s	remaining: 12.3s
611:	learn: 0.0020336	total: 19.4s	remaining: 12.3s
612:	learn: 0.0020181	total: 19.4s	remaining: 12.2s
613:	learn: 0.0020039	total: 19.4s	remaining: 12.2s
614:	learn: 0.0019928	total: 19.5s	remaining: 12.2s
615:	learn: 0.0019897	total: 19.5s	remaining: 12.1s
616:	learn: 0.0019702	total: 19.5s	remaining: 12.1s
617:	learn: 0.0019658	total: 19.6s	remaining: 12.1s
618:	learn: 0.0019534	total: 19.6s	remaining: 12.1s
619:	learn: 0.0019489	total: 19.6s	remaining: 12s
620:	learn: 0.0019226	total: 19.6s	remaining: 12s
621:	learn: 0.0018963	total: 19.7s	remaining: 12s
622:	learn: 0.0018800	total: 19.7s	remaining: 11.9s
623:	learn: 0.0018639	total: 19.7s	remaining: 11.9s
624:	learn: 0.0018528	total: 19.8s	remaining: 11.9s
625:	learn: 0.0018484	total: 19.8s	remaining: 11.8s
626:	learn: 0.0018419	total: 19.8s	remaining: 11.8s
627:	learn: 0.0018187	total: 19.9s	remaining: 11.8s
628:	learn: 0.0018152	total: 19.9s	remaining: 11.7s
629:	learn: 0.0018091	total: 19.9s	remaining: 11.7s
630:	learn: 0.0017972	total: 20s	remaining: 11.7s
631:	learn: 0.0017769	total: 20s	remaining: 11.6s
632:	learn: 0.0017631	total: 20s	remaining: 11.6s
633:	learn: 0.0017497	total: 20.1s	remaining: 11.6s
634:	learn: 0.0017271	total: 20.1s	remaining: 11.5s
635:	learn: 0.0017222	total: 20.1s	remaining: 11.5s
636:	learn: 0.0017154	total: 20.2s	remaining: 11.5s
637:	learn: 0.0016961	total: 20.2s	remaining: 11.5s
638:	learn: 0.0016827	total: 20.2s	remaining: 11.4s
639:	learn: 0.0016786	total: 20.2s	remaining: 11.4s
640:	learn: 0.0016656	total: 20.2s	remaining: 11.3s
641:	learn: 0.0016558	total: 20.3s	remaining: 11.3s
642:	learn: 0.0016463	total: 20.3s	remaining: 11.3s
643:	learn: 0.0016266	total: 20.4s	remaining: 11.2s
644:	learn: 0.0016091	total: 20.4s	remaining: 11.2s
645:	learn: 0.0015986	total: 20.4s	remaining: 11.2s
646:	learn: 0.0015897	total: 20.4s	remaining: 11.1s
647:	learn: 0.0015730	total: 20.5s	remaining: 11.1s
648:	learn: 0.0015646	total: 20.5s	remaining: 11.1s
649:	learn: 0.0015461	total: 20.5s	remaining: 11s
650:	learn: 0.0015265	total: 20.5s	remaining: 11s
651:	learn: 0.0015223	total: 20.6s	remaining: 11s
652:	learn: 0.0015095	total: 20.6s	remaining: 10.9s
653:	learn: 0.0014997	total: 20.6s	remaining: 10.9s
654:	learn: 0.0014832	total: 20.7s	remaining: 10.9s
655:	learn: 0.0014656	total: 20.7s	remaining: 10.9s
656:	learn: 0.0014568	total: 20.7s	remaining: 10.8s
657:	learn: 0.0014459	total: 20.8s	remaining: 10.8s
658:	learn: 0.0014395	total: 20.8s	remaining: 10.8s
659:	learn: 0.0014352	total: 20.8s	remaining: 10.7s
660:	learn: 0.0014312	total: 20.9s	remaining: 10.7s
661:	learn: 0.0014164	total: 20.9s	remaining: 10.7s
662:	learn: 0.0013995	total: 20.9s	remaining: 10.6s
663:	learn: 0.0013880	total: 20.9s	remaining: 10.6s
664:	learn: 0.0013729	total: 21s	remaining: 10.6s
665:	learn: 0.0013514	total: 21s	remaining: 10.5s
666:	learn: 0.0013353	total: 21s	remaining: 10.5s
667:	learn: 0.0013225	total: 21.1s	remaining: 10.5s
668:	learn: 0.0013078	total: 21.1s	remaining: 10.4s
669:	learn: 0.0012993	total: 21.1s	remaining: 10.4s
670:	learn: 0.0012900	total: 21.2s	remaining: 10.4s
671:	learn: 0.0012746	total: 21.2s	remaining: 10.3s
672:	learn: 0.0012652	total: 21.2s	remaining: 10.3s
673:	learn: 0.0012549	total: 21.3s	remaining: 10.3s
674:	learn: 0.0012501	total: 21.3s	remaining: 10.2s
675:	learn: 0.0012334	total: 21.3s	remaining: 10.2s
676:	learn: 0.0012299	total: 21.3s	remaining: 10.2s
677:	learn: 0.0012199	total: 21.3s	remaining: 10.1s
678:	learn: 0.0012048	total: 21.4s	remaining: 10.1s
679:	learn: 0.0011984	total: 21.4s	remaining: 10.1s
680:	learn: 0.0011933	total: 21.4s	remaining: 10s
681:	learn: 0.0011884	total: 21.5s	remaining: 10s
682:	learn: 0.0011738	total: 21.5s	remaining: 9.98s
683:	learn: 0.0011668	total: 21.5s	remaining: 9.95s
684:	learn: 0.0011568	total: 21.6s	remaining: 9.92s
685:	learn: 0.0011526	total: 21.6s	remaining: 9.88s
686:	learn: 0.0011420	total: 21.6s	remaining: 9.86s
687:	learn: 0.0011354	total: 21.7s	remaining: 9.82s
688:	learn: 0.0011222	total: 21.7s	remaining: 9.79s
689:	learn: 0.0011084	total: 21.7s	remaining: 9.76s
690:	learn: 0.0010973	total: 21.8s	remaining: 9.73s
691:	learn: 0.0010853	total: 21.8s	remaining: 9.69s
692:	learn: 0.0010757	total: 21.8s	remaining: 9.67s
693:	learn: 0.0010634	total: 21.9s	remaining: 9.63s
694:	learn: 0.0010553	total: 21.9s	remaining: 9.6s
695:	learn: 0.0010410	total: 21.9s	remaining: 9.57s
696:	learn: 0.0010328	total: 21.9s	remaining: 9.54s
697:	learn: 0.0010184	total: 22s	remaining: 9.5s
698:	learn: 0.0010130	total: 22s	remaining: 9.48s
699:	learn: 0.0010016	total: 22s	remaining: 9.44s
700:	learn: 0.0009884	total: 22.1s	remaining: 9.41s
701:	learn: 0.0009794	total: 22.1s	remaining: 9.38s
702:	learn: 0.0009740	total: 22.1s	remaining: 9.35s
703:	learn: 0.0009687	total: 22.2s	remaining: 9.31s
704:	learn: 0.0009655	total: 22.2s	remaining: 9.28s
705:	learn: 0.0009566	total: 22.2s	remaining: 9.25s
706:	learn: 0.0009531	total: 22.2s	remaining: 9.21s
707:	learn: 0.0009475	total: 22.3s	remaining: 9.18s
708:	learn: 0.0009408	total: 22.3s	remaining: 9.15s
709:	learn: 0.0009292	total: 22.3s	remaining: 9.12s
710:	learn: 0.0009204	total: 22.4s	remaining: 9.09s
711:	learn: 0.0009164	total: 22.4s	remaining: 9.06s
712:	learn: 0.0009060	total: 22.4s	remaining: 9.03s
713:	learn: 0.0009002	total: 22.5s	remaining: 8.99s
714:	learn: 0.0008936	total: 22.5s	remaining: 8.96s
715:	learn: 0.0008864	total: 22.5s	remaining: 8.93s
716:	learn: 0.0008837	total: 22.5s	remaining: 8.89s
717:	learn: 0.0008739	total: 22.6s	remaining: 8.87s
718:	learn: 0.0008677	total: 22.6s	remaining: 8.84s
719:	learn: 0.0008613	total: 22.6s	remaining: 8.8s
720:	learn: 0.0008584	total: 22.7s	remaining: 8.77s
721:	learn: 0.0008552	total: 22.7s	remaining: 8.73s
722:	learn: 0.0008442	total: 22.7s	remaining: 8.7s
723:	learn: 0.0008388	total: 22.7s	remaining: 8.67s
724:	learn: 0.0008339	total: 22.8s	remaining: 8.64s
725:	learn: 0.0008276	total: 22.8s	remaining: 8.61s
726:	learn: 0.0008214	total: 22.8s	remaining: 8.58s
727:	learn: 0.0008153	total: 22.9s	remaining: 8.54s
728:	learn: 0.0008129	total: 22.9s	remaining: 8.51s
729:	learn: 0.0008043	total: 22.9s	remaining: 8.48s
730:	learn: 0.0007937	total: 23s	remaining: 8.45s
731:	learn: 0.0007876	total: 23s	remaining: 8.42s
732:	learn: 0.0007783	total: 23s	remaining: 8.39s
733:	learn: 0.0007735	total: 23.1s	remaining: 8.36s
734:	learn: 0.0007692	total: 23.1s	remaining: 8.32s
735:	learn: 0.0007672	total: 23.1s	remaining: 8.28s
736:	learn: 0.0007627	total: 23.1s	remaining: 8.25s
737:	learn: 0.0007605	total: 23.2s	remaining: 8.22s
738:	learn: 0.0007514	total: 23.2s	remaining: 8.19s
739:	learn: 0.0007494	total: 23.2s	remaining: 8.16s
740:	learn: 0.0007431	total: 23.2s	remaining: 8.13s
741:	learn: 0.0007363	total: 23.3s	remaining: 8.09s
742:	learn: 0.0007350	total: 23.3s	remaining: 8.06s
743:	learn: 0.0007313	total: 23.3s	remaining: 8.03s
744:	learn: 0.0007254	total: 23.4s	remaining: 8s
745:	learn: 0.0007186	total: 23.4s	remaining: 7.97s
746:	learn: 0.0007124	total: 23.4s	remaining: 7.94s
747:	learn: 0.0007026	total: 23.5s	remaining: 7.91s
748:	learn: 0.0006939	total: 23.5s	remaining: 7.87s
749:	learn: 0.0006877	total: 23.5s	remaining: 7.84s
750:	learn: 0.0006842	total: 23.6s	remaining: 7.81s
751:	learn: 0.0006760	total: 23.6s	remaining: 7.78s
752:	learn: 0.0006723	total: 23.6s	remaining: 7.75s
753:	learn: 0.0006675	total: 23.7s	remaining: 7.72s
754:	learn: 0.0006621	total: 23.7s	remaining: 7.69s
755:	learn: 0.0006567	total: 23.7s	remaining: 7.66s
756:	learn: 0.0006523	total: 23.8s	remaining: 7.63s
757:	learn: 0.0006465	total: 23.8s	remaining: 7.59s
758:	learn: 0.0006408	total: 23.8s	remaining: 7.56s
759:	learn: 0.0006339	total: 23.8s	remaining: 7.53s
760:	learn: 0.0006302	total: 23.9s	remaining: 7.5s
761:	learn: 0.0006256	total: 23.9s	remaining: 7.47s
762:	learn: 0.0006214	total: 23.9s	remaining: 7.44s
763:	learn: 0.0006192	total: 24s	remaining: 7.41s
764:	learn: 0.0006115	total: 24s	remaining: 7.37s
765:	learn: 0.0006045	total: 24s	remaining: 7.34s
766:	learn: 0.0006019	total: 24.1s	remaining: 7.31s
767:	learn: 0.0005957	total: 24.1s	remaining: 7.28s
768:	learn: 0.0005909	total: 24.1s	remaining: 7.25s
769:	learn: 0.0005877	total: 24.2s	remaining: 7.22s
770:	learn: 0.0005857	total: 24.2s	remaining: 7.19s
771:	learn: 0.0005789	total: 24.2s	remaining: 7.16s
772:	learn: 0.0005761	total: 24.3s	remaining: 7.13s
773:	learn: 0.0005709	total: 24.3s	remaining: 7.09s
774:	learn: 0.0005658	total: 24.3s	remaining: 7.07s
775:	learn: 0.0005589	total: 24.4s	remaining: 7.03s
776:	learn: 0.0005545	total: 24.4s	remaining: 7s
777:	learn: 0.0005517	total: 24.4s	remaining: 6.97s
778:	learn: 0.0005484	total: 24.5s	remaining: 6.94s
779:	learn: 0.0005404	total: 24.5s	remaining: 6.91s
780:	learn: 0.0005379	total: 24.5s	remaining: 6.88s
781:	learn: 0.0005347	total: 24.6s	remaining: 6.85s
782:	learn: 0.0005328	total: 24.6s	remaining: 6.82s
783:	learn: 0.0005271	total: 24.6s	remaining: 6.79s
784:	learn: 0.0005240	total: 24.7s	remaining: 6.76s
785:	learn: 0.0005170	total: 24.7s	remaining: 6.73s
786:	learn: 0.0005150	total: 24.7s	remaining: 6.7s
787:	learn: 0.0005117	total: 24.8s	remaining: 6.67s
788:	learn: 0.0005076	total: 24.8s	remaining: 6.63s
789:	learn: 0.0005032	total: 24.8s	remaining: 6.6s
790:	learn: 0.0005006	total: 24.9s	remaining: 6.57s
791:	learn: 0.0004966	total: 24.9s	remaining: 6.54s
792:	learn: 0.0004911	total: 24.9s	remaining: 6.51s
793:	learn: 0.0004897	total: 25s	remaining: 6.48s
794:	learn: 0.0004830	total: 25s	remaining: 6.45s
795:	learn: 0.0004820	total: 25s	remaining: 6.42s
796:	learn: 0.0004778	total: 25.1s	remaining: 6.38s
797:	learn: 0.0004727	total: 25.1s	remaining: 6.35s
798:	learn: 0.0004683	total: 25.1s	remaining: 6.32s
799:	learn: 0.0004641	total: 25.2s	remaining: 6.29s
800:	learn: 0.0004618	total: 25.2s	remaining: 6.26s
801:	learn: 0.0004570	total: 25.2s	remaining: 6.23s
802:	learn: 0.0004519	total: 25.3s	remaining: 6.2s
803:	learn: 0.0004488	total: 25.3s	remaining: 6.17s
804:	learn: 0.0004476	total: 25.3s	remaining: 6.14s
805:	learn: 0.0004433	total: 25.4s	remaining: 6.1s
806:	learn: 0.0004383	total: 25.4s	remaining: 6.07s
807:	learn: 0.0004375	total: 25.4s	remaining: 6.03s
808:	learn: 0.0004316	total: 25.4s	remaining: 6s
809:	learn: 0.0004273	total: 25.5s	remaining: 5.97s
810:	learn: 0.0004258	total: 25.5s	remaining: 5.94s
811:	learn: 0.0004199	total: 25.5s	remaining: 5.91s
812:	learn: 0.0004178	total: 25.6s	remaining: 5.88s
813:	learn: 0.0004140	total: 25.6s	remaining: 5.85s
814:	learn: 0.0004097	total: 25.6s	remaining: 5.82s
815:	learn: 0.0004061	total: 25.7s	remaining: 5.79s
816:	learn: 0.0004044	total: 25.7s	remaining: 5.75s
817:	learn: 0.0004017	total: 25.7s	remaining: 5.72s
818:	learn: 0.0003978	total: 25.7s	remaining: 5.69s
819:	learn: 0.0003965	total: 25.8s	remaining: 5.66s
820:	learn: 0.0003928	total: 25.8s	remaining: 5.63s
821:	learn: 0.0003896	total: 25.8s	remaining: 5.6s
822:	learn: 0.0003872	total: 25.9s	remaining: 5.57s
823:	learn: 0.0003845	total: 25.9s	remaining: 5.53s
824:	learn: 0.0003792	total: 25.9s	remaining: 5.5s
825:	learn: 0.0003735	total: 26s	remaining: 5.47s
826:	learn: 0.0003711	total: 26s	remaining: 5.44s
827:	learn: 0.0003667	total: 26s	remaining: 5.41s
828:	learn: 0.0003626	total: 26.1s	remaining: 5.38s
829:	learn: 0.0003606	total: 26.1s	remaining: 5.34s
830:	learn: 0.0003587	total: 26.1s	remaining: 5.31s
831:	learn: 0.0003561	total: 26.2s	remaining: 5.28s
832:	learn: 0.0003528	total: 26.2s	remaining: 5.25s
833:	learn: 0.0003509	total: 26.2s	remaining: 5.22s
834:	learn: 0.0003487	total: 26.3s	remaining: 5.19s
835:	learn: 0.0003449	total: 26.3s	remaining: 5.16s
836:	learn: 0.0003446	total: 26.3s	remaining: 5.13s
837:	learn: 0.0003438	total: 26.3s	remaining: 5.09s
838:	learn: 0.0003402	total: 26.4s	remaining: 5.06s
839:	learn: 0.0003377	total: 26.4s	remaining: 5.03s
840:	learn: 0.0003362	total: 26.4s	remaining: 5s
841:	learn: 0.0003332	total: 26.5s	remaining: 4.97s
842:	learn: 0.0003291	total: 26.5s	remaining: 4.94s
843:	learn: 0.0003287	total: 26.5s	remaining: 4.9s
844:	learn: 0.0003249	total: 26.6s	remaining: 4.87s
845:	learn: 0.0003198	total: 26.6s	remaining: 4.84s
846:	learn: 0.0003168	total: 26.6s	remaining: 4.81s
847:	learn: 0.0003154	total: 26.7s	remaining: 4.78s
848:	learn: 0.0003123	total: 26.7s	remaining: 4.75s
849:	learn: 0.0003113	total: 26.7s	remaining: 4.72s
850:	learn: 0.0003096	total: 26.8s	remaining: 4.68s
851:	learn: 0.0003061	total: 26.8s	remaining: 4.65s
852:	learn: 0.0003051	total: 26.8s	remaining: 4.62s
853:	learn: 0.0003036	total: 26.8s	remaining: 4.59s
854:	learn: 0.0003027	total: 26.9s	remaining: 4.56s
855:	learn: 0.0002997	total: 26.9s	remaining: 4.53s
856:	learn: 0.0002957	total: 26.9s	remaining: 4.49s
857:	learn: 0.0002921	total: 27s	remaining: 4.46s
858:	learn: 0.0002900	total: 27s	remaining: 4.43s
859:	learn: 0.0002882	total: 27s	remaining: 4.4s
860:	learn: 0.0002857	total: 27.1s	remaining: 4.37s
861:	learn: 0.0002847	total: 27.1s	remaining: 4.34s
862:	learn: 0.0002824	total: 27.1s	remaining: 4.3s
863:	learn: 0.0002792	total: 27.1s	remaining: 4.27s
864:	learn: 0.0002781	total: 27.2s	remaining: 4.24s
865:	learn: 0.0002754	total: 27.2s	remaining: 4.21s
866:	learn: 0.0002737	total: 27.2s	remaining: 4.18s
867:	learn: 0.0002718	total: 27.3s	remaining: 4.15s
868:	learn: 0.0002693	total: 27.3s	remaining: 4.12s
869:	learn: 0.0002681	total: 27.3s	remaining: 4.08s
870:	learn: 0.0002650	total: 27.4s	remaining: 4.05s
871:	learn: 0.0002626	total: 27.4s	remaining: 4.02s
872:	learn: 0.0002608	total: 27.4s	remaining: 3.99s
873:	learn: 0.0002596	total: 27.5s	remaining: 3.96s
874:	learn: 0.0002575	total: 27.5s	remaining: 3.93s
875:	learn: 0.0002550	total: 27.5s	remaining: 3.9s
876:	learn: 0.0002518	total: 27.6s	remaining: 3.87s
877:	learn: 0.0002497	total: 27.6s	remaining: 3.83s
878:	learn: 0.0002465	total: 27.6s	remaining: 3.8s
879:	learn: 0.0002438	total: 27.7s	remaining: 3.77s
880:	learn: 0.0002404	total: 27.7s	remaining: 3.74s
881:	learn: 0.0002378	total: 27.7s	remaining: 3.71s
882:	learn: 0.0002357	total: 27.8s	remaining: 3.68s
883:	learn: 0.0002355	total: 27.8s	remaining: 3.64s
884:	learn: 0.0002348	total: 27.8s	remaining: 3.61s
885:	learn: 0.0002319	total: 27.8s	remaining: 3.58s
886:	learn: 0.0002291	total: 27.9s	remaining: 3.55s
887:	learn: 0.0002263	total: 27.9s	remaining: 3.52s
888:	learn: 0.0002245	total: 27.9s	remaining: 3.48s
889:	learn: 0.0002227	total: 28s	remaining: 3.46s
890:	learn: 0.0002206	total: 28s	remaining: 3.42s
891:	learn: 0.0002181	total: 28s	remaining: 3.39s
892:	learn: 0.0002154	total: 28.1s	remaining: 3.36s
893:	learn: 0.0002151	total: 28.1s	remaining: 3.33s
894:	learn: 0.0002135	total: 28.1s	remaining: 3.3s
895:	learn: 0.0002116	total: 28.1s	remaining: 3.27s
896:	learn: 0.0002101	total: 28.2s	remaining: 3.23s
897:	learn: 0.0002094	total: 28.2s	remaining: 3.2s
898:	learn: 0.0002080	total: 28.2s	remaining: 3.17s
899:	learn: 0.0002054	total: 28.3s	remaining: 3.14s
900:	learn: 0.0002052	total: 28.3s	remaining: 3.11s
901:	learn: 0.0002043	total: 28.3s	remaining: 3.08s
902:	learn: 0.0002024	total: 28.4s	remaining: 3.05s
903:	learn: 0.0002022	total: 28.4s	remaining: 3.02s
904:	learn: 0.0001998	total: 28.4s	remaining: 2.98s
905:	learn: 0.0001983	total: 28.5s	remaining: 2.95s
906:	learn: 0.0001965	total: 28.5s	remaining: 2.92s
907:	learn: 0.0001950	total: 28.5s	remaining: 2.89s
908:	learn: 0.0001937	total: 28.6s	remaining: 2.86s
909:	learn: 0.0001917	total: 28.6s	remaining: 2.83s
910:	learn: 0.0001914	total: 28.6s	remaining: 2.79s
911:	learn: 0.0001896	total: 28.6s	remaining: 2.76s
912:	learn: 0.0001880	total: 28.7s	remaining: 2.73s
913:	learn: 0.0001875	total: 28.7s	remaining: 2.7s
914:	learn: 0.0001856	total: 28.7s	remaining: 2.67s
915:	learn: 0.0001844	total: 28.8s	remaining: 2.64s
916:	learn: 0.0001822	total: 28.8s	remaining: 2.61s
917:	learn: 0.0001801	total: 28.8s	remaining: 2.58s
918:	learn: 0.0001787	total: 28.9s	remaining: 2.54s
919:	learn: 0.0001771	total: 28.9s	remaining: 2.51s
920:	learn: 0.0001768	total: 28.9s	remaining: 2.48s
921:	learn: 0.0001750	total: 29s	remaining: 2.45s
922:	learn: 0.0001740	total: 29s	remaining: 2.42s
923:	learn: 0.0001725	total: 29s	remaining: 2.39s
924:	learn: 0.0001710	total: 29.1s	remaining: 2.35s
925:	learn: 0.0001695	total: 29.1s	remaining: 2.32s
926:	learn: 0.0001684	total: 29.1s	remaining: 2.29s
927:	learn: 0.0001667	total: 29.1s	remaining: 2.26s
928:	learn: 0.0001659	total: 29.2s	remaining: 2.23s
929:	learn: 0.0001653	total: 29.2s	remaining: 2.2s
930:	learn: 0.0001635	total: 29.2s	remaining: 2.17s
931:	learn: 0.0001631	total: 29.3s	remaining: 2.13s
932:	learn: 0.0001611	total: 29.3s	remaining: 2.1s
933:	learn: 0.0001601	total: 29.3s	remaining: 2.07s
934:	learn: 0.0001590	total: 29.4s	remaining: 2.04s
935:	learn: 0.0001571	total: 29.4s	remaining: 2.01s
936:	learn: 0.0001554	total: 29.4s	remaining: 1.98s
937:	learn: 0.0001548	total: 29.5s	remaining: 1.95s
938:	learn: 0.0001541	total: 29.5s	remaining: 1.92s
939:	learn: 0.0001532	total: 29.5s	remaining: 1.88s
940:	learn: 0.0001522	total: 29.6s	remaining: 1.85s
941:	learn: 0.0001504	total: 29.6s	remaining: 1.82s
942:	learn: 0.0001491	total: 29.6s	remaining: 1.79s
943:	learn: 0.0001489	total: 29.6s	remaining: 1.76s
944:	learn: 0.0001473	total: 29.7s	remaining: 1.73s
945:	learn: 0.0001464	total: 29.7s	remaining: 1.69s
946:	learn: 0.0001448	total: 29.7s	remaining: 1.66s
947:	learn: 0.0001438	total: 29.7s	remaining: 1.63s
948:	learn: 0.0001429	total: 29.8s	remaining: 1.6s
949:	learn: 0.0001416	total: 29.8s	remaining: 1.57s
950:	learn: 0.0001409	total: 29.8s	remaining: 1.54s
951:	learn: 0.0001405	total: 29.9s	remaining: 1.51s
952:	learn: 0.0001393	total: 29.9s	remaining: 1.48s
953:	learn: 0.0001390	total: 29.9s	remaining: 1.44s
954:	learn: 0.0001379	total: 30s	remaining: 1.41s
955:	learn: 0.0001373	total: 30s	remaining: 1.38s
956:	learn: 0.0001356	total: 30s	remaining: 1.35s
957:	learn: 0.0001342	total: 30.1s	remaining: 1.32s
958:	learn: 0.0001333	total: 30.1s	remaining: 1.29s
959:	learn: 0.0001326	total: 30.1s	remaining: 1.25s
960:	learn: 0.0001323	total: 30.2s	remaining: 1.22s
961:	learn: 0.0001310	total: 30.2s	remaining: 1.19s
962:	learn: 0.0001292	total: 30.2s	remaining: 1.16s
963:	learn: 0.0001283	total: 30.3s	remaining: 1.13s
964:	learn: 0.0001276	total: 30.3s	remaining: 1.1s
965:	learn: 0.0001269	total: 30.3s	remaining: 1.07s
966:	learn: 0.0001260	total: 30.4s	remaining: 1.03s
967:	learn: 0.0001247	total: 30.4s	remaining: 1s
968:	learn: 0.0001246	total: 30.4s	remaining: 972ms
969:	learn: 0.0001237	total: 30.4s	remaining: 941ms
970:	learn: 0.0001231	total: 30.5s	remaining: 910ms
971:	learn: 0.0001217	total: 30.5s	remaining: 879ms
972:	learn: 0.0001203	total: 30.5s	remaining: 847ms
973:	learn: 0.0001201	total: 30.6s	remaining: 816ms
974:	learn: 0.0001192	total: 30.6s	remaining: 784ms
975:	learn: 0.0001191	total: 30.6s	remaining: 752ms
976:	learn: 0.0001179	total: 30.6s	remaining: 721ms
977:	learn: 0.0001170	total: 30.7s	remaining: 690ms
978:	learn: 0.0001166	total: 30.7s	remaining: 659ms
979:	learn: 0.0001157	total: 30.7s	remaining: 627ms
980:	learn: 0.0001152	total: 30.8s	remaining: 596ms
981:	learn: 0.0001143	total: 30.8s	remaining: 565ms
982:	learn: 0.0001141	total: 30.8s	remaining: 533ms
983:	learn: 0.0001136	total: 30.8s	remaining: 501ms
984:	learn: 0.0001123	total: 30.9s	remaining: 470ms
985:	learn: 0.0001108	total: 30.9s	remaining: 439ms
986:	learn: 0.0001106	total: 30.9s	remaining: 407ms
987:	learn: 0.0001100	total: 31s	remaining: 376ms
988:	learn: 0.0001097	total: 31s	remaining: 345ms
989:	learn: 0.0001082	total: 31s	remaining: 314ms
990:	learn: 0.0001074	total: 31.1s	remaining: 282ms
991:	learn: 0.0001063	total: 31.1s	remaining: 251ms
992:	learn: 0.0001060	total: 31.1s	remaining: 219ms
993:	learn: 0.0001052	total: 31.2s	remaining: 188ms
994:	learn: 0.0001051	total: 31.2s	remaining: 157ms
995:	learn: 0.0001044	total: 31.2s	remaining: 125ms
996:	learn: 0.0001039	total: 31.3s	remaining: 94.1ms
997:	learn: 0.0001027	total: 31.3s	remaining: 62.7ms
998:	learn: 0.0001015	total: 31.3s	remaining: 31.3ms
999:	learn: 0.0001005	total: 31.3s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=7, depth=10, total=  32.3s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=10 ......................
0:	learn: 0.8492946	total: 42.5ms	remaining: 42.5s
1:	learn: 0.8158832	total: 70.5ms	remaining: 35.2s
2:	learn: 0.7954020	total: 99.4ms	remaining: 33s
3:	learn: 0.7736155	total: 128ms	remaining: 31.9s
4:	learn: 0.7459541	total: 157ms	remaining: 31.2s
5:	learn: 0.7301410	total: 194ms	remaining: 32.1s
6:	learn: 0.7125301	total: 226ms	remaining: 32s
7:	learn: 0.6904458	total: 256ms	remaining: 31.8s
8:	learn: 0.6729489	total: 285ms	remaining: 31.4s
9:	learn: 0.6516197	total: 314ms	remaining: 31.1s
10:	learn: 0.6280833	total: 342ms	remaining: 30.8s
11:	learn: 0.6144047	total: 378ms	remaining: 31.1s
12:	learn: 0.5928304	total: 407ms	remaining: 30.9s
13:	learn: 0.5812913	total: 436ms	remaining: 30.7s
14:	learn: 0.5674895	total: 465ms	remaining: 30.6s
15:	learn: 0.5550329	total: 494ms	remaining: 30.4s
16:	learn: 0.5415175	total: 522ms	remaining: 30.2s
17:	learn: 0.5269224	total: 549ms	remaining: 30s
18:	learn: 0.5174622	total: 585ms	remaining: 30.2s
19:	learn: 0.5045715	total: 613ms	remaining: 30.1s
20:	learn: 0.4924774	total: 643ms	remaining: 30s
21:	learn: 0.4826969	total: 671ms	remaining: 29.8s
22:	learn: 0.4718306	total: 700ms	remaining: 29.7s
23:	learn: 0.4650234	total: 732ms	remaining: 29.8s
24:	learn: 0.4551662	total: 769ms	remaining: 30s
25:	learn: 0.4475814	total: 799ms	remaining: 29.9s
26:	learn: 0.4375417	total: 827ms	remaining: 29.8s
27:	learn: 0.4269123	total: 855ms	remaining: 29.7s
28:	learn: 0.4200944	total: 884ms	remaining: 29.6s
29:	learn: 0.4118993	total: 913ms	remaining: 29.5s
30:	learn: 0.4038372	total: 949ms	remaining: 29.7s
31:	learn: 0.3965006	total: 979ms	remaining: 29.6s
32:	learn: 0.3907094	total: 1.01s	remaining: 29.5s
33:	learn: 0.3849280	total: 1.04s	remaining: 29.5s
34:	learn: 0.3788405	total: 1.07s	remaining: 29.4s
35:	learn: 0.3733092	total: 1.09s	remaining: 29.3s
36:	learn: 0.3669139	total: 1.13s	remaining: 29.5s
37:	learn: 0.3612096	total: 1.17s	remaining: 29.6s
38:	learn: 0.3550463	total: 1.18s	remaining: 29.1s
39:	learn: 0.3493251	total: 1.21s	remaining: 29s
40:	learn: 0.3433329	total: 1.24s	remaining: 29s
41:	learn: 0.3379863	total: 1.27s	remaining: 29s
42:	learn: 0.3338105	total: 1.3s	remaining: 28.9s
43:	learn: 0.3294257	total: 1.33s	remaining: 28.9s
44:	learn: 0.3245853	total: 1.36s	remaining: 29s
45:	learn: 0.3200711	total: 1.39s	remaining: 28.9s
46:	learn: 0.3161020	total: 1.43s	remaining: 28.9s
47:	learn: 0.3104437	total: 1.46s	remaining: 28.9s
48:	learn: 0.3060300	total: 1.49s	remaining: 28.8s
49:	learn: 0.3018182	total: 1.52s	remaining: 28.9s
50:	learn: 0.2982037	total: 1.55s	remaining: 28.9s
51:	learn: 0.2938360	total: 1.58s	remaining: 28.8s
52:	learn: 0.2897470	total: 1.61s	remaining: 28.8s
53:	learn: 0.2853409	total: 1.64s	remaining: 28.8s
54:	learn: 0.2815112	total: 1.67s	remaining: 28.7s
55:	learn: 0.2778980	total: 1.71s	remaining: 28.9s
56:	learn: 0.2741830	total: 1.75s	remaining: 28.9s
57:	learn: 0.2707353	total: 1.77s	remaining: 28.8s
58:	learn: 0.2671787	total: 1.81s	remaining: 28.8s
59:	learn: 0.2631819	total: 1.84s	remaining: 28.9s
60:	learn: 0.2594017	total: 1.87s	remaining: 28.8s
61:	learn: 0.2552755	total: 1.91s	remaining: 28.8s
62:	learn: 0.2513259	total: 1.94s	remaining: 28.8s
63:	learn: 0.2478968	total: 1.97s	remaining: 28.8s
64:	learn: 0.2434069	total: 2s	remaining: 28.8s
65:	learn: 0.2405286	total: 2.03s	remaining: 28.7s
66:	learn: 0.2402020	total: 2.03s	remaining: 28.3s
67:	learn: 0.2370464	total: 2.06s	remaining: 28.2s
68:	learn: 0.2361967	total: 2.1s	remaining: 28.3s
69:	learn: 0.2326196	total: 2.13s	remaining: 28.3s
70:	learn: 0.2301849	total: 2.16s	remaining: 28.2s
71:	learn: 0.2274602	total: 2.19s	remaining: 28.2s
72:	learn: 0.2240176	total: 2.21s	remaining: 28.1s
73:	learn: 0.2211212	total: 2.25s	remaining: 28.1s
74:	learn: 0.2202201	total: 2.25s	remaining: 27.7s
75:	learn: 0.2192980	total: 2.25s	remaining: 27.4s
76:	learn: 0.2157046	total: 2.29s	remaining: 27.4s
77:	learn: 0.2129447	total: 2.32s	remaining: 27.5s
78:	learn: 0.2106097	total: 2.35s	remaining: 27.4s
79:	learn: 0.2084254	total: 2.38s	remaining: 27.4s
80:	learn: 0.2057878	total: 2.41s	remaining: 27.4s
81:	learn: 0.2032292	total: 2.44s	remaining: 27.3s
82:	learn: 0.2012935	total: 2.48s	remaining: 27.4s
83:	learn: 0.1985897	total: 2.51s	remaining: 27.4s
84:	learn: 0.1977234	total: 2.52s	remaining: 27.1s
85:	learn: 0.1967607	total: 2.55s	remaining: 27.1s
86:	learn: 0.1959560	total: 2.55s	remaining: 26.8s
87:	learn: 0.1951423	total: 2.56s	remaining: 26.5s
88:	learn: 0.1926580	total: 2.58s	remaining: 26.5s
89:	learn: 0.1908097	total: 2.62s	remaining: 26.4s
90:	learn: 0.1900588	total: 2.62s	remaining: 26.2s
91:	learn: 0.1881362	total: 2.66s	remaining: 26.2s
92:	learn: 0.1851609	total: 2.69s	remaining: 26.2s
93:	learn: 0.1828474	total: 2.72s	remaining: 26.2s
94:	learn: 0.1806370	total: 2.75s	remaining: 26.2s
95:	learn: 0.1791340	total: 2.78s	remaining: 26.2s
96:	learn: 0.1766249	total: 2.79s	remaining: 26s
97:	learn: 0.1760039	total: 2.82s	remaining: 26s
98:	learn: 0.1753210	total: 2.83s	remaining: 25.7s
99:	learn: 0.1744304	total: 2.86s	remaining: 25.8s
100:	learn: 0.1736497	total: 2.89s	remaining: 25.8s
101:	learn: 0.1712528	total: 2.92s	remaining: 25.7s
102:	learn: 0.1689044	total: 2.95s	remaining: 25.7s
103:	learn: 0.1683046	total: 2.96s	remaining: 25.5s
104:	learn: 0.1676174	total: 2.96s	remaining: 25.2s
105:	learn: 0.1668297	total: 2.99s	remaining: 25.2s
106:	learn: 0.1662942	total: 3s	remaining: 25.1s
107:	learn: 0.1634504	total: 3.04s	remaining: 25.1s
108:	learn: 0.1612294	total: 3.07s	remaining: 25.1s
109:	learn: 0.1590760	total: 3.1s	remaining: 25.1s
110:	learn: 0.1580212	total: 3.13s	remaining: 25.1s
111:	learn: 0.1574230	total: 3.13s	remaining: 24.8s
112:	learn: 0.1568945	total: 3.13s	remaining: 24.6s
113:	learn: 0.1548693	total: 3.16s	remaining: 24.6s
114:	learn: 0.1538415	total: 3.19s	remaining: 24.6s
115:	learn: 0.1525030	total: 3.23s	remaining: 24.6s
116:	learn: 0.1511337	total: 3.26s	remaining: 24.6s
117:	learn: 0.1494793	total: 3.29s	remaining: 24.6s
118:	learn: 0.1473345	total: 3.32s	remaining: 24.6s
119:	learn: 0.1469020	total: 3.35s	remaining: 24.5s
120:	learn: 0.1450479	total: 3.37s	remaining: 24.5s
121:	learn: 0.1445710	total: 3.42s	remaining: 24.6s
122:	learn: 0.1441758	total: 3.43s	remaining: 24.5s
123:	learn: 0.1426130	total: 3.46s	remaining: 24.4s
124:	learn: 0.1407272	total: 3.49s	remaining: 24.4s
125:	learn: 0.1389781	total: 3.52s	remaining: 24.4s
126:	learn: 0.1368121	total: 3.55s	remaining: 24.4s
127:	learn: 0.1362674	total: 3.55s	remaining: 24.2s
128:	learn: 0.1352165	total: 3.59s	remaining: 24.2s
129:	learn: 0.1342928	total: 3.63s	remaining: 24.3s
130:	learn: 0.1335699	total: 3.66s	remaining: 24.3s
131:	learn: 0.1324491	total: 3.66s	remaining: 24.1s
132:	learn: 0.1318929	total: 3.69s	remaining: 24.1s
133:	learn: 0.1311853	total: 3.69s	remaining: 23.9s
134:	learn: 0.1305127	total: 3.7s	remaining: 23.7s
135:	learn: 0.1300448	total: 3.71s	remaining: 23.5s
136:	learn: 0.1293281	total: 3.71s	remaining: 23.4s
137:	learn: 0.1285227	total: 3.73s	remaining: 23.3s
138:	learn: 0.1279881	total: 3.74s	remaining: 23.2s
139:	learn: 0.1275275	total: 3.78s	remaining: 23.2s
140:	learn: 0.1272501	total: 3.81s	remaining: 23.2s
141:	learn: 0.1269500	total: 3.81s	remaining: 23s
142:	learn: 0.1266527	total: 3.81s	remaining: 22.9s
143:	learn: 0.1263708	total: 3.84s	remaining: 22.8s
144:	learn: 0.1260370	total: 3.87s	remaining: 22.8s
145:	learn: 0.1249367	total: 3.9s	remaining: 22.8s
146:	learn: 0.1245924	total: 3.93s	remaining: 22.8s
147:	learn: 0.1239936	total: 3.97s	remaining: 22.8s
148:	learn: 0.1228010	total: 4s	remaining: 22.9s
149:	learn: 0.1224970	total: 4.03s	remaining: 22.8s
150:	learn: 0.1216010	total: 4.06s	remaining: 22.8s
151:	learn: 0.1202498	total: 4.09s	remaining: 22.8s
152:	learn: 0.1200292	total: 4.12s	remaining: 22.8s
153:	learn: 0.1185092	total: 4.16s	remaining: 22.8s
154:	learn: 0.1175932	total: 4.19s	remaining: 22.8s
155:	learn: 0.1161192	total: 4.22s	remaining: 22.8s
156:	learn: 0.1151706	total: 4.25s	remaining: 22.8s
157:	learn: 0.1149194	total: 4.25s	remaining: 22.6s
158:	learn: 0.1146801	total: 4.25s	remaining: 22.5s
159:	learn: 0.1144749	total: 4.25s	remaining: 22.3s
160:	learn: 0.1139481	total: 4.28s	remaining: 22.3s
161:	learn: 0.1132810	total: 4.31s	remaining: 22.3s
162:	learn: 0.1119194	total: 4.34s	remaining: 22.3s
163:	learn: 0.1107589	total: 4.38s	remaining: 22.3s
164:	learn: 0.1105800	total: 4.41s	remaining: 22.3s
165:	learn: 0.1098484	total: 4.43s	remaining: 22.3s
166:	learn: 0.1085022	total: 4.47s	remaining: 22.3s
167:	learn: 0.1075597	total: 4.5s	remaining: 22.3s
168:	learn: 0.1073456	total: 4.54s	remaining: 22.3s
169:	learn: 0.1065330	total: 4.57s	remaining: 22.3s
170:	learn: 0.1057078	total: 4.61s	remaining: 22.3s
171:	learn: 0.1047970	total: 4.64s	remaining: 22.3s
172:	learn: 0.1046383	total: 4.67s	remaining: 22.3s
173:	learn: 0.1038161	total: 4.7s	remaining: 22.3s
174:	learn: 0.1031985	total: 4.74s	remaining: 22.3s
175:	learn: 0.1029787	total: 4.77s	remaining: 22.3s
176:	learn: 0.1024702	total: 4.8s	remaining: 22.3s
177:	learn: 0.1022989	total: 4.8s	remaining: 22.2s
178:	learn: 0.1018067	total: 4.82s	remaining: 22.1s
179:	learn: 0.1015907	total: 4.85s	remaining: 22.1s
180:	learn: 0.1013490	total: 4.88s	remaining: 22.1s
181:	learn: 0.1011145	total: 4.91s	remaining: 22.1s
182:	learn: 0.1009796	total: 4.95s	remaining: 22.1s
183:	learn: 0.1001265	total: 4.98s	remaining: 22.1s
184:	learn: 0.0990891	total: 5.01s	remaining: 22.1s
185:	learn: 0.0985489	total: 5.04s	remaining: 22.1s
186:	learn: 0.0982618	total: 5.07s	remaining: 22s
187:	learn: 0.0980002	total: 5.08s	remaining: 22s
188:	learn: 0.0975745	total: 5.12s	remaining: 22s
189:	learn: 0.0966234	total: 5.15s	remaining: 22s
190:	learn: 0.0958896	total: 5.19s	remaining: 22s
191:	learn: 0.0957275	total: 5.2s	remaining: 21.9s
192:	learn: 0.0953709	total: 5.23s	remaining: 21.9s
193:	learn: 0.0947008	total: 5.26s	remaining: 21.8s
194:	learn: 0.0945478	total: 5.26s	remaining: 21.7s
195:	learn: 0.0943321	total: 5.29s	remaining: 21.7s
196:	learn: 0.0940581	total: 5.33s	remaining: 21.7s
197:	learn: 0.0928270	total: 5.36s	remaining: 21.7s
198:	learn: 0.0923199	total: 5.39s	remaining: 21.7s
199:	learn: 0.0915112	total: 5.42s	remaining: 21.7s
200:	learn: 0.0914041	total: 5.45s	remaining: 21.7s
201:	learn: 0.0902922	total: 5.48s	remaining: 21.7s
202:	learn: 0.0897404	total: 5.52s	remaining: 21.7s
203:	learn: 0.0887053	total: 5.55s	remaining: 21.7s
204:	learn: 0.0880211	total: 5.58s	remaining: 21.7s
205:	learn: 0.0869478	total: 5.62s	remaining: 21.6s
206:	learn: 0.0859161	total: 5.65s	remaining: 21.7s
207:	learn: 0.0849097	total: 5.69s	remaining: 21.7s
208:	learn: 0.0847739	total: 5.71s	remaining: 21.6s
209:	learn: 0.0841158	total: 5.75s	remaining: 21.6s
210:	learn: 0.0832000	total: 5.79s	remaining: 21.6s
211:	learn: 0.0830131	total: 5.81s	remaining: 21.6s
212:	learn: 0.0821001	total: 5.84s	remaining: 21.6s
213:	learn: 0.0812680	total: 5.87s	remaining: 21.6s
214:	learn: 0.0807108	total: 5.91s	remaining: 21.6s
215:	learn: 0.0804595	total: 5.94s	remaining: 21.6s
216:	learn: 0.0798277	total: 5.97s	remaining: 21.6s
217:	learn: 0.0788153	total: 6s	remaining: 21.5s
218:	learn: 0.0782576	total: 6.03s	remaining: 21.5s
219:	learn: 0.0776741	total: 6.07s	remaining: 21.5s
220:	learn: 0.0766831	total: 6.11s	remaining: 21.5s
221:	learn: 0.0761104	total: 6.14s	remaining: 21.5s
222:	learn: 0.0753740	total: 6.17s	remaining: 21.5s
223:	learn: 0.0748982	total: 6.21s	remaining: 21.5s
224:	learn: 0.0748138	total: 6.22s	remaining: 21.4s
225:	learn: 0.0747245	total: 6.25s	remaining: 21.4s
226:	learn: 0.0742917	total: 6.29s	remaining: 21.4s
227:	learn: 0.0735746	total: 6.32s	remaining: 21.4s
228:	learn: 0.0729180	total: 6.36s	remaining: 21.4s
229:	learn: 0.0721677	total: 6.39s	remaining: 21.4s
230:	learn: 0.0715133	total: 6.42s	remaining: 21.4s
231:	learn: 0.0708886	total: 6.46s	remaining: 21.4s
232:	learn: 0.0699847	total: 6.5s	remaining: 21.4s
233:	learn: 0.0692332	total: 6.54s	remaining: 21.4s
234:	learn: 0.0683775	total: 6.58s	remaining: 21.4s
235:	learn: 0.0677751	total: 6.61s	remaining: 21.4s
236:	learn: 0.0669938	total: 6.65s	remaining: 21.4s
237:	learn: 0.0662713	total: 6.68s	remaining: 21.4s
238:	learn: 0.0656938	total: 6.72s	remaining: 21.4s
239:	learn: 0.0648920	total: 6.75s	remaining: 21.4s
240:	learn: 0.0648333	total: 6.76s	remaining: 21.3s
241:	learn: 0.0644319	total: 6.79s	remaining: 21.3s
242:	learn: 0.0639009	total: 6.83s	remaining: 21.3s
243:	learn: 0.0633485	total: 6.87s	remaining: 21.3s
244:	learn: 0.0625944	total: 6.91s	remaining: 21.3s
245:	learn: 0.0621074	total: 6.94s	remaining: 21.3s
246:	learn: 0.0620438	total: 6.96s	remaining: 21.2s
247:	learn: 0.0613356	total: 7s	remaining: 21.2s
248:	learn: 0.0606539	total: 7.04s	remaining: 21.2s
249:	learn: 0.0598924	total: 7.07s	remaining: 21.2s
250:	learn: 0.0591901	total: 7.11s	remaining: 21.2s
251:	learn: 0.0591269	total: 7.15s	remaining: 21.2s
252:	learn: 0.0590528	total: 7.18s	remaining: 21.2s
253:	learn: 0.0584332	total: 7.22s	remaining: 21.2s
254:	learn: 0.0579393	total: 7.25s	remaining: 21.2s
255:	learn: 0.0575203	total: 7.29s	remaining: 21.2s
256:	learn: 0.0573561	total: 7.32s	remaining: 21.2s
257:	learn: 0.0573022	total: 7.36s	remaining: 21.2s
258:	learn: 0.0571969	total: 7.38s	remaining: 21.1s
259:	learn: 0.0568605	total: 7.42s	remaining: 21.1s
260:	learn: 0.0566176	total: 7.43s	remaining: 21s
261:	learn: 0.0559076	total: 7.47s	remaining: 21s
262:	learn: 0.0555106	total: 7.5s	remaining: 21s
263:	learn: 0.0551125	total: 7.54s	remaining: 21s
264:	learn: 0.0544281	total: 7.58s	remaining: 21s
265:	learn: 0.0538070	total: 7.62s	remaining: 21s
266:	learn: 0.0530901	total: 7.66s	remaining: 21s
267:	learn: 0.0528095	total: 7.7s	remaining: 21s
268:	learn: 0.0525403	total: 7.71s	remaining: 21s
269:	learn: 0.0525048	total: 7.71s	remaining: 20.9s
270:	learn: 0.0521983	total: 7.74s	remaining: 20.8s
271:	learn: 0.0516755	total: 7.77s	remaining: 20.8s
272:	learn: 0.0512307	total: 7.81s	remaining: 20.8s
273:	learn: 0.0508821	total: 7.85s	remaining: 20.8s
274:	learn: 0.0504024	total: 7.89s	remaining: 20.8s
275:	learn: 0.0501706	total: 7.93s	remaining: 20.8s
276:	learn: 0.0495256	total: 7.97s	remaining: 20.8s
277:	learn: 0.0490391	total: 8s	remaining: 20.8s
278:	learn: 0.0483649	total: 8.03s	remaining: 20.7s
279:	learn: 0.0481492	total: 8.06s	remaining: 20.7s
280:	learn: 0.0477503	total: 8.09s	remaining: 20.7s
281:	learn: 0.0471502	total: 8.12s	remaining: 20.7s
282:	learn: 0.0466526	total: 8.15s	remaining: 20.6s
283:	learn: 0.0459697	total: 8.18s	remaining: 20.6s
284:	learn: 0.0456613	total: 8.22s	remaining: 20.6s
285:	learn: 0.0451777	total: 8.26s	remaining: 20.6s
286:	learn: 0.0449164	total: 8.29s	remaining: 20.6s
287:	learn: 0.0443349	total: 8.33s	remaining: 20.6s
288:	learn: 0.0440942	total: 8.37s	remaining: 20.6s
289:	learn: 0.0438890	total: 8.4s	remaining: 20.6s
290:	learn: 0.0437809	total: 8.44s	remaining: 20.6s
291:	learn: 0.0435272	total: 8.47s	remaining: 20.5s
292:	learn: 0.0434477	total: 8.49s	remaining: 20.5s
293:	learn: 0.0428731	total: 8.53s	remaining: 20.5s
294:	learn: 0.0423304	total: 8.56s	remaining: 20.4s
295:	learn: 0.0420842	total: 8.6s	remaining: 20.4s
296:	learn: 0.0415394	total: 8.64s	remaining: 20.4s
297:	learn: 0.0410880	total: 8.68s	remaining: 20.4s
298:	learn: 0.0407057	total: 8.72s	remaining: 20.4s
299:	learn: 0.0406309	total: 8.75s	remaining: 20.4s
300:	learn: 0.0404400	total: 8.79s	remaining: 20.4s
301:	learn: 0.0402077	total: 8.82s	remaining: 20.4s
302:	learn: 0.0399282	total: 8.85s	remaining: 20.4s
303:	learn: 0.0396724	total: 8.89s	remaining: 20.4s
304:	learn: 0.0392773	total: 8.93s	remaining: 20.4s
305:	learn: 0.0389776	total: 8.99s	remaining: 20.4s
306:	learn: 0.0385017	total: 9.03s	remaining: 20.4s
307:	learn: 0.0381007	total: 9.07s	remaining: 20.4s
308:	learn: 0.0376656	total: 9.11s	remaining: 20.4s
309:	learn: 0.0372089	total: 9.14s	remaining: 20.4s
310:	learn: 0.0370385	total: 9.17s	remaining: 20.3s
311:	learn: 0.0365868	total: 9.21s	remaining: 20.3s
312:	learn: 0.0361270	total: 9.24s	remaining: 20.3s
313:	learn: 0.0359398	total: 9.28s	remaining: 20.3s
314:	learn: 0.0356211	total: 9.32s	remaining: 20.3s
315:	learn: 0.0351638	total: 9.35s	remaining: 20.2s
316:	learn: 0.0346888	total: 9.38s	remaining: 20.2s
317:	learn: 0.0342655	total: 9.42s	remaining: 20.2s
318:	learn: 0.0339220	total: 9.46s	remaining: 20.2s
319:	learn: 0.0338199	total: 9.49s	remaining: 20.2s
320:	learn: 0.0337035	total: 9.52s	remaining: 20.1s
321:	learn: 0.0334721	total: 9.55s	remaining: 20.1s
322:	learn: 0.0330760	total: 9.6s	remaining: 20.1s
323:	learn: 0.0328636	total: 9.64s	remaining: 20.1s
324:	learn: 0.0324800	total: 9.68s	remaining: 20.1s
325:	learn: 0.0323886	total: 9.71s	remaining: 20.1s
326:	learn: 0.0320156	total: 9.76s	remaining: 20.1s
327:	learn: 0.0316511	total: 9.79s	remaining: 20.1s
328:	learn: 0.0314151	total: 9.82s	remaining: 20s
329:	learn: 0.0313659	total: 9.82s	remaining: 19.9s
330:	learn: 0.0312710	total: 9.85s	remaining: 19.9s
331:	learn: 0.0309573	total: 9.89s	remaining: 19.9s
332:	learn: 0.0306257	total: 9.93s	remaining: 19.9s
333:	learn: 0.0303934	total: 9.97s	remaining: 19.9s
334:	learn: 0.0303128	total: 10s	remaining: 19.9s
335:	learn: 0.0302077	total: 10s	remaining: 19.9s
336:	learn: 0.0299108	total: 10.1s	remaining: 19.8s
337:	learn: 0.0295985	total: 10.1s	remaining: 19.8s
338:	learn: 0.0293355	total: 10.1s	remaining: 19.8s
339:	learn: 0.0292608	total: 10.1s	remaining: 19.7s
340:	learn: 0.0288643	total: 10.2s	remaining: 19.7s
341:	learn: 0.0287049	total: 10.2s	remaining: 19.7s
342:	learn: 0.0285487	total: 10.3s	remaining: 19.6s
343:	learn: 0.0283147	total: 10.3s	remaining: 19.6s
344:	learn: 0.0282350	total: 10.3s	remaining: 19.6s
345:	learn: 0.0280136	total: 10.4s	remaining: 19.6s
346:	learn: 0.0277193	total: 10.4s	remaining: 19.6s
347:	learn: 0.0276961	total: 10.4s	remaining: 19.5s
348:	learn: 0.0273268	total: 10.4s	remaining: 19.5s
349:	learn: 0.0269829	total: 10.5s	remaining: 19.4s
350:	learn: 0.0266975	total: 10.5s	remaining: 19.4s
351:	learn: 0.0264591	total: 10.6s	remaining: 19.4s
352:	learn: 0.0262153	total: 10.6s	remaining: 19.4s
353:	learn: 0.0260479	total: 10.6s	remaining: 19.4s
354:	learn: 0.0259407	total: 10.7s	remaining: 19.4s
355:	learn: 0.0257862	total: 10.7s	remaining: 19.4s
356:	learn: 0.0255746	total: 10.7s	remaining: 19.3s
357:	learn: 0.0254276	total: 10.8s	remaining: 19.3s
358:	learn: 0.0251789	total: 10.8s	remaining: 19.3s
359:	learn: 0.0249642	total: 10.8s	remaining: 19.3s
360:	learn: 0.0247182	total: 10.9s	remaining: 19.3s
361:	learn: 0.0244877	total: 10.9s	remaining: 19.3s
362:	learn: 0.0242042	total: 11s	remaining: 19.2s
363:	learn: 0.0240504	total: 11s	remaining: 19.2s
364:	learn: 0.0240300	total: 11s	remaining: 19.2s
365:	learn: 0.0238412	total: 11.1s	remaining: 19.1s
366:	learn: 0.0235968	total: 11.1s	remaining: 19.1s
367:	learn: 0.0233169	total: 11.1s	remaining: 19.1s
368:	learn: 0.0230863	total: 11.2s	remaining: 19.1s
369:	learn: 0.0230407	total: 11.2s	remaining: 19.1s
370:	learn: 0.0228556	total: 11.2s	remaining: 19.1s
371:	learn: 0.0225952	total: 11.3s	remaining: 19s
372:	learn: 0.0223553	total: 11.3s	remaining: 19s
373:	learn: 0.0223125	total: 11.3s	remaining: 19s
374:	learn: 0.0221141	total: 11.4s	remaining: 19s
375:	learn: 0.0220451	total: 11.4s	remaining: 18.9s
376:	learn: 0.0219302	total: 11.4s	remaining: 18.9s
377:	learn: 0.0216817	total: 11.5s	remaining: 18.9s
378:	learn: 0.0214196	total: 11.5s	remaining: 18.9s
379:	learn: 0.0212953	total: 11.6s	remaining: 18.9s
380:	learn: 0.0212735	total: 11.6s	remaining: 18.8s
381:	learn: 0.0210216	total: 11.6s	remaining: 18.8s
382:	learn: 0.0209023	total: 11.7s	remaining: 18.8s
383:	learn: 0.0207538	total: 11.7s	remaining: 18.8s
384:	learn: 0.0205015	total: 11.7s	remaining: 18.7s
385:	learn: 0.0203341	total: 11.8s	remaining: 18.7s
386:	learn: 0.0201816	total: 11.8s	remaining: 18.7s
387:	learn: 0.0199866	total: 11.8s	remaining: 18.7s
388:	learn: 0.0199252	total: 11.9s	remaining: 18.6s
389:	learn: 0.0198376	total: 11.9s	remaining: 18.6s
390:	learn: 0.0196365	total: 11.9s	remaining: 18.6s
391:	learn: 0.0195504	total: 12s	remaining: 18.6s
392:	learn: 0.0193981	total: 12s	remaining: 18.5s
393:	learn: 0.0191943	total: 12s	remaining: 18.5s
394:	learn: 0.0189792	total: 12.1s	remaining: 18.5s
395:	learn: 0.0187568	total: 12.1s	remaining: 18.5s
396:	learn: 0.0186263	total: 12.1s	remaining: 18.4s
397:	learn: 0.0184753	total: 12.2s	remaining: 18.4s
398:	learn: 0.0183768	total: 12.2s	remaining: 18.4s
399:	learn: 0.0181683	total: 12.2s	remaining: 18.3s
400:	learn: 0.0179546	total: 12.3s	remaining: 18.3s
401:	learn: 0.0178819	total: 12.3s	remaining: 18.3s
402:	learn: 0.0176879	total: 12.3s	remaining: 18.3s
403:	learn: 0.0176003	total: 12.4s	remaining: 18.3s
404:	learn: 0.0175050	total: 12.4s	remaining: 18.2s
405:	learn: 0.0173758	total: 12.4s	remaining: 18.2s
406:	learn: 0.0171764	total: 12.5s	remaining: 18.2s
407:	learn: 0.0171007	total: 12.5s	remaining: 18.2s
408:	learn: 0.0169501	total: 12.6s	remaining: 18.1s
409:	learn: 0.0167588	total: 12.6s	remaining: 18.1s
410:	learn: 0.0166891	total: 12.6s	remaining: 18.1s
411:	learn: 0.0165081	total: 12.6s	remaining: 18.1s
412:	learn: 0.0163179	total: 12.7s	remaining: 18s
413:	learn: 0.0162861	total: 12.7s	remaining: 18s
414:	learn: 0.0161445	total: 12.7s	remaining: 18s
415:	learn: 0.0161292	total: 12.8s	remaining: 17.9s
416:	learn: 0.0159078	total: 12.8s	remaining: 17.9s
417:	learn: 0.0157797	total: 12.8s	remaining: 17.9s
418:	learn: 0.0156189	total: 12.9s	remaining: 17.8s
419:	learn: 0.0155807	total: 12.9s	remaining: 17.8s
420:	learn: 0.0155069	total: 12.9s	remaining: 17.8s
421:	learn: 0.0152880	total: 13s	remaining: 17.8s
422:	learn: 0.0151341	total: 13s	remaining: 17.7s
423:	learn: 0.0150654	total: 13s	remaining: 17.7s
424:	learn: 0.0149575	total: 13.1s	remaining: 17.7s
425:	learn: 0.0147543	total: 13.1s	remaining: 17.6s
426:	learn: 0.0146473	total: 13.1s	remaining: 17.6s
427:	learn: 0.0145867	total: 13.1s	remaining: 17.6s
428:	learn: 0.0145105	total: 13.2s	remaining: 17.5s
429:	learn: 0.0143329	total: 13.2s	remaining: 17.5s
430:	learn: 0.0142062	total: 13.2s	remaining: 17.5s
431:	learn: 0.0141153	total: 13.3s	remaining: 17.4s
432:	learn: 0.0139345	total: 13.3s	remaining: 17.4s
433:	learn: 0.0137848	total: 13.3s	remaining: 17.4s
434:	learn: 0.0136885	total: 13.4s	remaining: 17.4s
435:	learn: 0.0136522	total: 13.4s	remaining: 17.4s
436:	learn: 0.0134910	total: 13.5s	remaining: 17.4s
437:	learn: 0.0134485	total: 13.5s	remaining: 17.3s
438:	learn: 0.0133283	total: 13.5s	remaining: 17.3s
439:	learn: 0.0131538	total: 13.6s	remaining: 17.3s
440:	learn: 0.0131110	total: 13.6s	remaining: 17.2s
441:	learn: 0.0129489	total: 13.6s	remaining: 17.2s
442:	learn: 0.0127999	total: 13.7s	remaining: 17.2s
443:	learn: 0.0127327	total: 13.7s	remaining: 17.2s
444:	learn: 0.0126770	total: 13.8s	remaining: 17.1s
445:	learn: 0.0126499	total: 13.8s	remaining: 17.1s
446:	learn: 0.0125399	total: 13.8s	remaining: 17.1s
447:	learn: 0.0124074	total: 13.9s	remaining: 17.1s
448:	learn: 0.0122668	total: 13.9s	remaining: 17s
449:	learn: 0.0121012	total: 13.9s	remaining: 17s
450:	learn: 0.0119758	total: 14s	remaining: 17s
451:	learn: 0.0118704	total: 14s	remaining: 17s
452:	learn: 0.0116769	total: 14s	remaining: 17s
453:	learn: 0.0115348	total: 14.1s	remaining: 16.9s
454:	learn: 0.0114083	total: 14.1s	remaining: 16.9s
455:	learn: 0.0113378	total: 14.1s	remaining: 16.9s
456:	learn: 0.0112449	total: 14.2s	remaining: 16.8s
457:	learn: 0.0111592	total: 14.2s	remaining: 16.8s
458:	learn: 0.0110264	total: 14.2s	remaining: 16.8s
459:	learn: 0.0109643	total: 14.3s	remaining: 16.7s
460:	learn: 0.0109016	total: 14.3s	remaining: 16.7s
461:	learn: 0.0107662	total: 14.3s	remaining: 16.7s
462:	learn: 0.0106526	total: 14.4s	remaining: 16.7s
463:	learn: 0.0105924	total: 14.4s	remaining: 16.6s
464:	learn: 0.0105065	total: 14.4s	remaining: 16.6s
465:	learn: 0.0103975	total: 14.4s	remaining: 16.6s
466:	learn: 0.0103475	total: 14.5s	remaining: 16.5s
467:	learn: 0.0102611	total: 14.5s	remaining: 16.5s
468:	learn: 0.0101677	total: 14.6s	remaining: 16.5s
469:	learn: 0.0101138	total: 14.6s	remaining: 16.5s
470:	learn: 0.0100747	total: 14.6s	remaining: 16.4s
471:	learn: 0.0100262	total: 14.7s	remaining: 16.4s
472:	learn: 0.0099118	total: 14.7s	remaining: 16.4s
473:	learn: 0.0098234	total: 14.7s	remaining: 16.3s
474:	learn: 0.0097577	total: 14.8s	remaining: 16.3s
475:	learn: 0.0096684	total: 14.8s	remaining: 16.3s
476:	learn: 0.0096094	total: 14.8s	remaining: 16.3s
477:	learn: 0.0095654	total: 14.9s	remaining: 16.2s
478:	learn: 0.0094774	total: 14.9s	remaining: 16.2s
479:	learn: 0.0094205	total: 14.9s	remaining: 16.2s
480:	learn: 0.0093898	total: 15s	remaining: 16.2s
481:	learn: 0.0093148	total: 15s	remaining: 16.1s
482:	learn: 0.0092639	total: 15s	remaining: 16.1s
483:	learn: 0.0092150	total: 15.1s	remaining: 16.1s
484:	learn: 0.0091408	total: 15.1s	remaining: 16s
485:	learn: 0.0090815	total: 15.1s	remaining: 16s
486:	learn: 0.0089996	total: 15.2s	remaining: 16s
487:	learn: 0.0089507	total: 15.2s	remaining: 15.9s
488:	learn: 0.0089296	total: 15.2s	remaining: 15.9s
489:	learn: 0.0088462	total: 15.3s	remaining: 15.9s
490:	learn: 0.0087498	total: 15.3s	remaining: 15.9s
491:	learn: 0.0087270	total: 15.3s	remaining: 15.8s
492:	learn: 0.0086677	total: 15.4s	remaining: 15.8s
493:	learn: 0.0085741	total: 15.4s	remaining: 15.8s
494:	learn: 0.0085055	total: 15.4s	remaining: 15.8s
495:	learn: 0.0084483	total: 15.5s	remaining: 15.7s
496:	learn: 0.0083561	total: 15.5s	remaining: 15.7s
497:	learn: 0.0082631	total: 15.6s	remaining: 15.7s
498:	learn: 0.0082002	total: 15.6s	remaining: 15.7s
499:	learn: 0.0081039	total: 15.6s	remaining: 15.6s
500:	learn: 0.0080098	total: 15.7s	remaining: 15.6s
501:	learn: 0.0079189	total: 15.7s	remaining: 15.6s
502:	learn: 0.0078409	total: 15.7s	remaining: 15.5s
503:	learn: 0.0078152	total: 15.7s	remaining: 15.5s
504:	learn: 0.0077554	total: 15.8s	remaining: 15.5s
505:	learn: 0.0076515	total: 15.8s	remaining: 15.4s
506:	learn: 0.0075833	total: 15.8s	remaining: 15.4s
507:	learn: 0.0075035	total: 15.9s	remaining: 15.4s
508:	learn: 0.0074454	total: 15.9s	remaining: 15.4s
509:	learn: 0.0074071	total: 16s	remaining: 15.3s
510:	learn: 0.0073795	total: 16s	remaining: 15.3s
511:	learn: 0.0073261	total: 16s	remaining: 15.3s
512:	learn: 0.0072769	total: 16.1s	remaining: 15.3s
513:	learn: 0.0072095	total: 16.1s	remaining: 15.2s
514:	learn: 0.0071462	total: 16.1s	remaining: 15.2s
515:	learn: 0.0071264	total: 16.2s	remaining: 15.2s
516:	learn: 0.0070366	total: 16.2s	remaining: 15.2s
517:	learn: 0.0070053	total: 16.3s	remaining: 15.1s
518:	learn: 0.0069124	total: 16.3s	remaining: 15.1s
519:	learn: 0.0068505	total: 16.3s	remaining: 15.1s
520:	learn: 0.0067875	total: 16.4s	remaining: 15s
521:	learn: 0.0067119	total: 16.4s	remaining: 15s
522:	learn: 0.0066261	total: 16.4s	remaining: 15s
523:	learn: 0.0065649	total: 16.5s	remaining: 15s
524:	learn: 0.0065101	total: 16.5s	remaining: 14.9s
525:	learn: 0.0064362	total: 16.5s	remaining: 14.9s
526:	learn: 0.0063844	total: 16.6s	remaining: 14.9s
527:	learn: 0.0063423	total: 16.6s	remaining: 14.9s
528:	learn: 0.0062636	total: 16.6s	remaining: 14.8s
529:	learn: 0.0061907	total: 16.7s	remaining: 14.8s
530:	learn: 0.0061474	total: 16.7s	remaining: 14.8s
531:	learn: 0.0061046	total: 16.7s	remaining: 14.7s
532:	learn: 0.0060427	total: 16.8s	remaining: 14.7s
533:	learn: 0.0059859	total: 16.8s	remaining: 14.7s
534:	learn: 0.0059624	total: 16.8s	remaining: 14.6s
535:	learn: 0.0059096	total: 16.9s	remaining: 14.6s
536:	learn: 0.0058519	total: 16.9s	remaining: 14.6s
537:	learn: 0.0058168	total: 17s	remaining: 14.6s
538:	learn: 0.0057514	total: 17s	remaining: 14.5s
539:	learn: 0.0056894	total: 17s	remaining: 14.5s
540:	learn: 0.0056721	total: 17.1s	remaining: 14.5s
541:	learn: 0.0055974	total: 17.1s	remaining: 14.5s
542:	learn: 0.0055786	total: 17.1s	remaining: 14.4s
543:	learn: 0.0055365	total: 17.2s	remaining: 14.4s
544:	learn: 0.0054961	total: 17.2s	remaining: 14.4s
545:	learn: 0.0054306	total: 17.2s	remaining: 14.3s
546:	learn: 0.0053649	total: 17.3s	remaining: 14.3s
547:	learn: 0.0053064	total: 17.3s	remaining: 14.3s
548:	learn: 0.0052738	total: 17.3s	remaining: 14.2s
549:	learn: 0.0052094	total: 17.4s	remaining: 14.2s
550:	learn: 0.0051949	total: 17.4s	remaining: 14.2s
551:	learn: 0.0051722	total: 17.4s	remaining: 14.2s
552:	learn: 0.0051240	total: 17.5s	remaining: 14.1s
553:	learn: 0.0050755	total: 17.5s	remaining: 14.1s
554:	learn: 0.0050370	total: 17.5s	remaining: 14.1s
555:	learn: 0.0049885	total: 17.6s	remaining: 14s
556:	learn: 0.0049749	total: 17.6s	remaining: 14s
557:	learn: 0.0049146	total: 17.7s	remaining: 14s
558:	learn: 0.0048471	total: 17.7s	remaining: 14s
559:	learn: 0.0048025	total: 17.7s	remaining: 13.9s
560:	learn: 0.0047207	total: 17.8s	remaining: 13.9s
561:	learn: 0.0046643	total: 17.8s	remaining: 13.9s
562:	learn: 0.0046111	total: 17.9s	remaining: 13.9s
563:	learn: 0.0045599	total: 17.9s	remaining: 13.8s
564:	learn: 0.0045317	total: 17.9s	remaining: 13.8s
565:	learn: 0.0044941	total: 18s	remaining: 13.8s
566:	learn: 0.0044748	total: 18s	remaining: 13.8s
567:	learn: 0.0044374	total: 18.1s	remaining: 13.7s
568:	learn: 0.0043970	total: 18.1s	remaining: 13.7s
569:	learn: 0.0043651	total: 18.1s	remaining: 13.7s
570:	learn: 0.0043362	total: 18.2s	remaining: 13.6s
571:	learn: 0.0042964	total: 18.2s	remaining: 13.6s
572:	learn: 0.0042524	total: 18.2s	remaining: 13.6s
573:	learn: 0.0042186	total: 18.3s	remaining: 13.5s
574:	learn: 0.0042007	total: 18.3s	remaining: 13.5s
575:	learn: 0.0041731	total: 18.3s	remaining: 13.5s
576:	learn: 0.0041217	total: 18.4s	remaining: 13.5s
577:	learn: 0.0040858	total: 18.4s	remaining: 13.4s
578:	learn: 0.0040537	total: 18.4s	remaining: 13.4s
579:	learn: 0.0040278	total: 18.4s	remaining: 13.4s
580:	learn: 0.0039761	total: 18.5s	remaining: 13.3s
581:	learn: 0.0039374	total: 18.5s	remaining: 13.3s
582:	learn: 0.0039015	total: 18.5s	remaining: 13.3s
583:	learn: 0.0038646	total: 18.6s	remaining: 13.2s
584:	learn: 0.0038341	total: 18.6s	remaining: 13.2s
585:	learn: 0.0038159	total: 18.6s	remaining: 13.2s
586:	learn: 0.0037931	total: 18.7s	remaining: 13.1s
587:	learn: 0.0037789	total: 18.7s	remaining: 13.1s
588:	learn: 0.0037276	total: 18.8s	remaining: 13.1s
589:	learn: 0.0037061	total: 18.8s	remaining: 13.1s
590:	learn: 0.0036874	total: 18.8s	remaining: 13s
591:	learn: 0.0036376	total: 18.8s	remaining: 13s
592:	learn: 0.0036127	total: 18.9s	remaining: 13s
593:	learn: 0.0035816	total: 18.9s	remaining: 12.9s
594:	learn: 0.0035448	total: 18.9s	remaining: 12.9s
595:	learn: 0.0034921	total: 19s	remaining: 12.9s
596:	learn: 0.0034619	total: 19s	remaining: 12.8s
597:	learn: 0.0034248	total: 19s	remaining: 12.8s
598:	learn: 0.0033963	total: 19.1s	remaining: 12.8s
599:	learn: 0.0033800	total: 19.1s	remaining: 12.7s
600:	learn: 0.0033638	total: 19.1s	remaining: 12.7s
601:	learn: 0.0033312	total: 19.2s	remaining: 12.7s
602:	learn: 0.0032976	total: 19.2s	remaining: 12.6s
603:	learn: 0.0032702	total: 19.2s	remaining: 12.6s
604:	learn: 0.0032329	total: 19.3s	remaining: 12.6s
605:	learn: 0.0031956	total: 19.3s	remaining: 12.5s
606:	learn: 0.0031858	total: 19.3s	remaining: 12.5s
607:	learn: 0.0031362	total: 19.4s	remaining: 12.5s
608:	learn: 0.0031244	total: 19.4s	remaining: 12.4s
609:	learn: 0.0030972	total: 19.4s	remaining: 12.4s
610:	learn: 0.0030771	total: 19.5s	remaining: 12.4s
611:	learn: 0.0030325	total: 19.5s	remaining: 12.4s
612:	learn: 0.0030032	total: 19.5s	remaining: 12.3s
613:	learn: 0.0029781	total: 19.6s	remaining: 12.3s
614:	learn: 0.0029512	total: 19.6s	remaining: 12.3s
615:	learn: 0.0029405	total: 19.6s	remaining: 12.2s
616:	learn: 0.0028982	total: 19.7s	remaining: 12.2s
617:	learn: 0.0028749	total: 19.7s	remaining: 12.2s
618:	learn: 0.0028473	total: 19.7s	remaining: 12.1s
619:	learn: 0.0028130	total: 19.8s	remaining: 12.1s
620:	learn: 0.0027821	total: 19.8s	remaining: 12.1s
621:	learn: 0.0027774	total: 19.8s	remaining: 12s
622:	learn: 0.0027652	total: 19.9s	remaining: 12s
623:	learn: 0.0027339	total: 19.9s	remaining: 12s
624:	learn: 0.0027207	total: 19.9s	remaining: 12s
625:	learn: 0.0026907	total: 19.9s	remaining: 11.9s
626:	learn: 0.0026764	total: 20s	remaining: 11.9s
627:	learn: 0.0026534	total: 20s	remaining: 11.8s
628:	learn: 0.0026401	total: 20s	remaining: 11.8s
629:	learn: 0.0026109	total: 20.1s	remaining: 11.8s
630:	learn: 0.0025987	total: 20.1s	remaining: 11.8s
631:	learn: 0.0025680	total: 20.1s	remaining: 11.7s
632:	learn: 0.0025609	total: 20.2s	remaining: 11.7s
633:	learn: 0.0025531	total: 20.2s	remaining: 11.7s
634:	learn: 0.0025312	total: 20.2s	remaining: 11.6s
635:	learn: 0.0025023	total: 20.2s	remaining: 11.6s
636:	learn: 0.0024841	total: 20.3s	remaining: 11.6s
637:	learn: 0.0024588	total: 20.3s	remaining: 11.5s
638:	learn: 0.0024371	total: 20.3s	remaining: 11.5s
639:	learn: 0.0024148	total: 20.4s	remaining: 11.5s
640:	learn: 0.0023937	total: 20.4s	remaining: 11.4s
641:	learn: 0.0023797	total: 20.4s	remaining: 11.4s
642:	learn: 0.0023500	total: 20.5s	remaining: 11.4s
643:	learn: 0.0023383	total: 20.5s	remaining: 11.3s
644:	learn: 0.0023125	total: 20.5s	remaining: 11.3s
645:	learn: 0.0022990	total: 20.6s	remaining: 11.3s
646:	learn: 0.0022735	total: 20.6s	remaining: 11.2s
647:	learn: 0.0022595	total: 20.6s	remaining: 11.2s
648:	learn: 0.0022396	total: 20.7s	remaining: 11.2s
649:	learn: 0.0022239	total: 20.7s	remaining: 11.1s
650:	learn: 0.0021985	total: 20.7s	remaining: 11.1s
651:	learn: 0.0021793	total: 20.8s	remaining: 11.1s
652:	learn: 0.0021731	total: 20.8s	remaining: 11s
653:	learn: 0.0021561	total: 20.8s	remaining: 11s
654:	learn: 0.0021514	total: 20.8s	remaining: 11s
655:	learn: 0.0021330	total: 20.9s	remaining: 11s
656:	learn: 0.0021214	total: 20.9s	remaining: 10.9s
657:	learn: 0.0021058	total: 20.9s	remaining: 10.9s
658:	learn: 0.0020807	total: 21s	remaining: 10.9s
659:	learn: 0.0020665	total: 21s	remaining: 10.8s
660:	learn: 0.0020437	total: 21s	remaining: 10.8s
661:	learn: 0.0020362	total: 21.1s	remaining: 10.8s
662:	learn: 0.0020257	total: 21.1s	remaining: 10.7s
663:	learn: 0.0020156	total: 21.1s	remaining: 10.7s
664:	learn: 0.0019966	total: 21.2s	remaining: 10.7s
665:	learn: 0.0019807	total: 21.2s	remaining: 10.6s
666:	learn: 0.0019610	total: 21.2s	remaining: 10.6s
667:	learn: 0.0019448	total: 21.3s	remaining: 10.6s
668:	learn: 0.0019306	total: 21.3s	remaining: 10.5s
669:	learn: 0.0019120	total: 21.3s	remaining: 10.5s
670:	learn: 0.0019017	total: 21.3s	remaining: 10.5s
671:	learn: 0.0018863	total: 21.4s	remaining: 10.4s
672:	learn: 0.0018694	total: 21.4s	remaining: 10.4s
673:	learn: 0.0018641	total: 21.4s	remaining: 10.4s
674:	learn: 0.0018428	total: 21.5s	remaining: 10.3s
675:	learn: 0.0018201	total: 21.5s	remaining: 10.3s
676:	learn: 0.0018071	total: 21.5s	remaining: 10.3s
677:	learn: 0.0017865	total: 21.6s	remaining: 10.2s
678:	learn: 0.0017617	total: 21.6s	remaining: 10.2s
679:	learn: 0.0017435	total: 21.6s	remaining: 10.2s
680:	learn: 0.0017348	total: 21.7s	remaining: 10.2s
681:	learn: 0.0017306	total: 21.7s	remaining: 10.1s
682:	learn: 0.0017198	total: 21.7s	remaining: 10.1s
683:	learn: 0.0017155	total: 21.8s	remaining: 10.1s
684:	learn: 0.0016919	total: 21.8s	remaining: 10s
685:	learn: 0.0016702	total: 21.8s	remaining: 9.99s
686:	learn: 0.0016528	total: 21.9s	remaining: 9.96s
687:	learn: 0.0016310	total: 21.9s	remaining: 9.93s
688:	learn: 0.0016118	total: 21.9s	remaining: 9.9s
689:	learn: 0.0015937	total: 22s	remaining: 9.87s
690:	learn: 0.0015911	total: 22s	remaining: 9.82s
691:	learn: 0.0015860	total: 22s	remaining: 9.79s
692:	learn: 0.0015736	total: 22s	remaining: 9.76s
693:	learn: 0.0015620	total: 22.1s	remaining: 9.73s
694:	learn: 0.0015402	total: 22.1s	remaining: 9.7s
695:	learn: 0.0015270	total: 22.1s	remaining: 9.66s
696:	learn: 0.0015208	total: 22.2s	remaining: 9.63s
697:	learn: 0.0015093	total: 22.2s	remaining: 9.6s
698:	learn: 0.0015011	total: 22.2s	remaining: 9.57s
699:	learn: 0.0014990	total: 22.2s	remaining: 9.53s
700:	learn: 0.0014932	total: 22.3s	remaining: 9.49s
701:	learn: 0.0014672	total: 22.3s	remaining: 9.46s
702:	learn: 0.0014519	total: 22.3s	remaining: 9.43s
703:	learn: 0.0014371	total: 22.3s	remaining: 9.39s
704:	learn: 0.0014282	total: 22.4s	remaining: 9.37s
705:	learn: 0.0014194	total: 22.4s	remaining: 9.33s
706:	learn: 0.0014026	total: 22.4s	remaining: 9.3s
707:	learn: 0.0013901	total: 22.5s	remaining: 9.27s
708:	learn: 0.0013809	total: 22.5s	remaining: 9.24s
709:	learn: 0.0013623	total: 22.5s	remaining: 9.2s
710:	learn: 0.0013550	total: 22.6s	remaining: 9.17s
711:	learn: 0.0013454	total: 22.6s	remaining: 9.14s
712:	learn: 0.0013388	total: 22.6s	remaining: 9.1s
713:	learn: 0.0013243	total: 22.6s	remaining: 9.07s
714:	learn: 0.0013093	total: 22.7s	remaining: 9.04s
715:	learn: 0.0013053	total: 22.7s	remaining: 9.01s
716:	learn: 0.0012905	total: 22.7s	remaining: 8.97s
717:	learn: 0.0012804	total: 22.8s	remaining: 8.94s
718:	learn: 0.0012704	total: 22.8s	remaining: 8.91s
719:	learn: 0.0012581	total: 22.8s	remaining: 8.88s
720:	learn: 0.0012470	total: 22.9s	remaining: 8.85s
721:	learn: 0.0012450	total: 22.9s	remaining: 8.82s
722:	learn: 0.0012429	total: 22.9s	remaining: 8.78s
723:	learn: 0.0012361	total: 22.9s	remaining: 8.75s
724:	learn: 0.0012231	total: 23s	remaining: 8.72s
725:	learn: 0.0012133	total: 23s	remaining: 8.69s
726:	learn: 0.0011995	total: 23.1s	remaining: 8.66s
727:	learn: 0.0011808	total: 23.1s	remaining: 8.62s
728:	learn: 0.0011729	total: 23.1s	remaining: 8.59s
729:	learn: 0.0011640	total: 23.1s	remaining: 8.56s
730:	learn: 0.0011509	total: 23.2s	remaining: 8.53s
731:	learn: 0.0011415	total: 23.2s	remaining: 8.5s
732:	learn: 0.0011324	total: 23.2s	remaining: 8.47s
733:	learn: 0.0011228	total: 23.3s	remaining: 8.44s
734:	learn: 0.0011096	total: 23.3s	remaining: 8.4s
735:	learn: 0.0011040	total: 23.3s	remaining: 8.37s
736:	learn: 0.0010967	total: 23.4s	remaining: 8.34s
737:	learn: 0.0010906	total: 23.4s	remaining: 8.31s
738:	learn: 0.0010808	total: 23.4s	remaining: 8.28s
739:	learn: 0.0010685	total: 23.5s	remaining: 8.25s
740:	learn: 0.0010612	total: 23.5s	remaining: 8.21s
741:	learn: 0.0010522	total: 23.5s	remaining: 8.19s
742:	learn: 0.0010460	total: 23.6s	remaining: 8.15s
743:	learn: 0.0010382	total: 23.6s	remaining: 8.12s
744:	learn: 0.0010261	total: 23.6s	remaining: 8.09s
745:	learn: 0.0010242	total: 23.7s	remaining: 8.06s
746:	learn: 0.0010120	total: 23.7s	remaining: 8.02s
747:	learn: 0.0010024	total: 23.7s	remaining: 7.99s
748:	learn: 0.0009913	total: 23.8s	remaining: 7.96s
749:	learn: 0.0009805	total: 23.8s	remaining: 7.93s
750:	learn: 0.0009746	total: 23.8s	remaining: 7.9s
751:	learn: 0.0009647	total: 23.9s	remaining: 7.87s
752:	learn: 0.0009625	total: 23.9s	remaining: 7.83s
753:	learn: 0.0009552	total: 23.9s	remaining: 7.8s
754:	learn: 0.0009535	total: 24s	remaining: 7.77s
755:	learn: 0.0009520	total: 24s	remaining: 7.73s
756:	learn: 0.0009454	total: 24s	remaining: 7.7s
757:	learn: 0.0009352	total: 24s	remaining: 7.67s
758:	learn: 0.0009308	total: 24.1s	remaining: 7.64s
759:	learn: 0.0009215	total: 24.1s	remaining: 7.61s
760:	learn: 0.0009119	total: 24.1s	remaining: 7.58s
761:	learn: 0.0008983	total: 24.2s	remaining: 7.54s
762:	learn: 0.0008896	total: 24.2s	remaining: 7.51s
763:	learn: 0.0008835	total: 24.2s	remaining: 7.47s
764:	learn: 0.0008776	total: 24.2s	remaining: 7.44s
765:	learn: 0.0008691	total: 24.3s	remaining: 7.41s
766:	learn: 0.0008655	total: 24.3s	remaining: 7.38s
767:	learn: 0.0008599	total: 24.3s	remaining: 7.35s
768:	learn: 0.0008588	total: 24.3s	remaining: 7.31s
769:	learn: 0.0008549	total: 24.4s	remaining: 7.28s
770:	learn: 0.0008427	total: 24.4s	remaining: 7.24s
771:	learn: 0.0008340	total: 24.4s	remaining: 7.21s
772:	learn: 0.0008320	total: 24.4s	remaining: 7.18s
773:	learn: 0.0008308	total: 24.5s	remaining: 7.15s
774:	learn: 0.0008244	total: 24.5s	remaining: 7.12s
775:	learn: 0.0008207	total: 24.5s	remaining: 7.08s
776:	learn: 0.0008094	total: 24.6s	remaining: 7.05s
777:	learn: 0.0008020	total: 24.6s	remaining: 7.02s
778:	learn: 0.0007982	total: 24.6s	remaining: 6.99s
779:	learn: 0.0007948	total: 24.7s	remaining: 6.96s
780:	learn: 0.0007847	total: 24.7s	remaining: 6.93s
781:	learn: 0.0007787	total: 24.7s	remaining: 6.89s
782:	learn: 0.0007692	total: 24.8s	remaining: 6.86s
783:	learn: 0.0007656	total: 24.8s	remaining: 6.83s
784:	learn: 0.0007583	total: 24.8s	remaining: 6.8s
785:	learn: 0.0007480	total: 24.9s	remaining: 6.77s
786:	learn: 0.0007421	total: 24.9s	remaining: 6.74s
787:	learn: 0.0007343	total: 24.9s	remaining: 6.71s
788:	learn: 0.0007284	total: 25s	remaining: 6.68s
789:	learn: 0.0007210	total: 25s	remaining: 6.64s
790:	learn: 0.0007204	total: 25s	remaining: 6.61s
791:	learn: 0.0007148	total: 25.1s	remaining: 6.58s
792:	learn: 0.0007084	total: 25.1s	remaining: 6.55s
793:	learn: 0.0007037	total: 25.1s	remaining: 6.52s
794:	learn: 0.0007027	total: 25.2s	remaining: 6.49s
795:	learn: 0.0006954	total: 25.2s	remaining: 6.46s
796:	learn: 0.0006893	total: 25.2s	remaining: 6.42s
797:	learn: 0.0006857	total: 25.3s	remaining: 6.39s
798:	learn: 0.0006833	total: 25.3s	remaining: 6.36s
799:	learn: 0.0006781	total: 25.3s	remaining: 6.33s
800:	learn: 0.0006727	total: 25.4s	remaining: 6.3s
801:	learn: 0.0006642	total: 25.4s	remaining: 6.27s
802:	learn: 0.0006600	total: 25.4s	remaining: 6.24s
803:	learn: 0.0006576	total: 25.5s	remaining: 6.21s
804:	learn: 0.0006550	total: 25.5s	remaining: 6.17s
805:	learn: 0.0006497	total: 25.5s	remaining: 6.14s
806:	learn: 0.0006427	total: 25.6s	remaining: 6.11s
807:	learn: 0.0006401	total: 25.6s	remaining: 6.08s
808:	learn: 0.0006342	total: 25.6s	remaining: 6.05s
809:	learn: 0.0006333	total: 25.6s	remaining: 6.01s
810:	learn: 0.0006304	total: 25.7s	remaining: 5.98s
811:	learn: 0.0006249	total: 25.7s	remaining: 5.95s
812:	learn: 0.0006199	total: 25.7s	remaining: 5.92s
813:	learn: 0.0006115	total: 25.8s	remaining: 5.89s
814:	learn: 0.0006077	total: 25.8s	remaining: 5.86s
815:	learn: 0.0006024	total: 25.8s	remaining: 5.82s
816:	learn: 0.0005947	total: 25.9s	remaining: 5.79s
817:	learn: 0.0005882	total: 25.9s	remaining: 5.76s
818:	learn: 0.0005832	total: 25.9s	remaining: 5.73s
819:	learn: 0.0005784	total: 25.9s	remaining: 5.7s
820:	learn: 0.0005760	total: 26s	remaining: 5.66s
821:	learn: 0.0005713	total: 26s	remaining: 5.63s
822:	learn: 0.0005643	total: 26s	remaining: 5.6s
823:	learn: 0.0005595	total: 26.1s	remaining: 5.57s
824:	learn: 0.0005538	total: 26.1s	remaining: 5.54s
825:	learn: 0.0005478	total: 26.1s	remaining: 5.5s
826:	learn: 0.0005444	total: 26.2s	remaining: 5.47s
827:	learn: 0.0005375	total: 26.2s	remaining: 5.44s
828:	learn: 0.0005308	total: 26.2s	remaining: 5.41s
829:	learn: 0.0005261	total: 26.3s	remaining: 5.38s
830:	learn: 0.0005243	total: 26.3s	remaining: 5.35s
831:	learn: 0.0005188	total: 26.3s	remaining: 5.31s
832:	learn: 0.0005152	total: 26.3s	remaining: 5.28s
833:	learn: 0.0005094	total: 26.4s	remaining: 5.25s
834:	learn: 0.0005016	total: 26.4s	remaining: 5.21s
835:	learn: 0.0004967	total: 26.4s	remaining: 5.18s
836:	learn: 0.0004929	total: 26.4s	remaining: 5.15s
837:	learn: 0.0004911	total: 26.5s	remaining: 5.12s
838:	learn: 0.0004899	total: 26.5s	remaining: 5.09s
839:	learn: 0.0004862	total: 26.5s	remaining: 5.05s
840:	learn: 0.0004795	total: 26.6s	remaining: 5.02s
841:	learn: 0.0004756	total: 26.6s	remaining: 4.99s
842:	learn: 0.0004726	total: 26.6s	remaining: 4.96s
843:	learn: 0.0004693	total: 26.7s	remaining: 4.93s
844:	learn: 0.0004635	total: 26.7s	remaining: 4.89s
845:	learn: 0.0004603	total: 26.7s	remaining: 4.86s
846:	learn: 0.0004579	total: 26.7s	remaining: 4.83s
847:	learn: 0.0004525	total: 26.8s	remaining: 4.8s
848:	learn: 0.0004517	total: 26.8s	remaining: 4.77s
849:	learn: 0.0004502	total: 26.8s	remaining: 4.74s
850:	learn: 0.0004484	total: 26.9s	remaining: 4.7s
851:	learn: 0.0004433	total: 26.9s	remaining: 4.67s
852:	learn: 0.0004410	total: 26.9s	remaining: 4.64s
853:	learn: 0.0004374	total: 27s	remaining: 4.61s
854:	learn: 0.0004360	total: 27s	remaining: 4.58s
855:	learn: 0.0004313	total: 27s	remaining: 4.55s
856:	learn: 0.0004289	total: 27.1s	remaining: 4.51s
857:	learn: 0.0004246	total: 27.1s	remaining: 4.48s
858:	learn: 0.0004212	total: 27.1s	remaining: 4.45s
859:	learn: 0.0004199	total: 27.2s	remaining: 4.42s
860:	learn: 0.0004144	total: 27.2s	remaining: 4.39s
861:	learn: 0.0004107	total: 27.2s	remaining: 4.36s
862:	learn: 0.0004065	total: 27.2s	remaining: 4.32s
863:	learn: 0.0004026	total: 27.3s	remaining: 4.29s
864:	learn: 0.0003997	total: 27.3s	remaining: 4.26s
865:	learn: 0.0003960	total: 27.3s	remaining: 4.23s
866:	learn: 0.0003943	total: 27.4s	remaining: 4.2s
867:	learn: 0.0003897	total: 27.4s	remaining: 4.17s
868:	learn: 0.0003849	total: 27.4s	remaining: 4.13s
869:	learn: 0.0003837	total: 27.5s	remaining: 4.1s
870:	learn: 0.0003796	total: 27.5s	remaining: 4.07s
871:	learn: 0.0003772	total: 27.5s	remaining: 4.04s
872:	learn: 0.0003731	total: 27.5s	remaining: 4.01s
873:	learn: 0.0003691	total: 27.6s	remaining: 3.98s
874:	learn: 0.0003648	total: 27.6s	remaining: 3.94s
875:	learn: 0.0003631	total: 27.6s	remaining: 3.91s
876:	learn: 0.0003601	total: 27.7s	remaining: 3.88s
877:	learn: 0.0003565	total: 27.7s	remaining: 3.85s
878:	learn: 0.0003561	total: 27.7s	remaining: 3.82s
879:	learn: 0.0003540	total: 27.8s	remaining: 3.79s
880:	learn: 0.0003505	total: 27.8s	remaining: 3.75s
881:	learn: 0.0003472	total: 27.8s	remaining: 3.72s
882:	learn: 0.0003446	total: 27.9s	remaining: 3.69s
883:	learn: 0.0003408	total: 27.9s	remaining: 3.66s
884:	learn: 0.0003360	total: 27.9s	remaining: 3.63s
885:	learn: 0.0003340	total: 28s	remaining: 3.6s
886:	learn: 0.0003304	total: 28s	remaining: 3.57s
887:	learn: 0.0003278	total: 28s	remaining: 3.53s
888:	learn: 0.0003264	total: 28.1s	remaining: 3.5s
889:	learn: 0.0003259	total: 28.1s	remaining: 3.47s
890:	learn: 0.0003219	total: 28.1s	remaining: 3.44s
891:	learn: 0.0003197	total: 28.2s	remaining: 3.41s
892:	learn: 0.0003165	total: 28.2s	remaining: 3.38s
893:	learn: 0.0003137	total: 28.2s	remaining: 3.35s
894:	learn: 0.0003119	total: 28.2s	remaining: 3.31s
895:	learn: 0.0003085	total: 28.3s	remaining: 3.28s
896:	learn: 0.0003055	total: 28.3s	remaining: 3.25s
897:	learn: 0.0003031	total: 28.3s	remaining: 3.22s
898:	learn: 0.0003010	total: 28.4s	remaining: 3.19s
899:	learn: 0.0002980	total: 28.4s	remaining: 3.16s
900:	learn: 0.0002976	total: 28.4s	remaining: 3.12s
901:	learn: 0.0002954	total: 28.5s	remaining: 3.09s
902:	learn: 0.0002934	total: 28.5s	remaining: 3.06s
903:	learn: 0.0002901	total: 28.5s	remaining: 3.03s
904:	learn: 0.0002883	total: 28.6s	remaining: 3s
905:	learn: 0.0002861	total: 28.6s	remaining: 2.97s
906:	learn: 0.0002828	total: 28.6s	remaining: 2.93s
907:	learn: 0.0002812	total: 28.6s	remaining: 2.9s
908:	learn: 0.0002790	total: 28.7s	remaining: 2.87s
909:	learn: 0.0002765	total: 28.7s	remaining: 2.84s
910:	learn: 0.0002744	total: 28.7s	remaining: 2.81s
911:	learn: 0.0002714	total: 28.8s	remaining: 2.77s
912:	learn: 0.0002696	total: 28.8s	remaining: 2.74s
913:	learn: 0.0002675	total: 28.8s	remaining: 2.71s
914:	learn: 0.0002668	total: 28.9s	remaining: 2.68s
915:	learn: 0.0002655	total: 28.9s	remaining: 2.65s
916:	learn: 0.0002642	total: 28.9s	remaining: 2.62s
917:	learn: 0.0002636	total: 28.9s	remaining: 2.58s
918:	learn: 0.0002616	total: 29s	remaining: 2.55s
919:	learn: 0.0002611	total: 29s	remaining: 2.52s
920:	learn: 0.0002599	total: 29s	remaining: 2.49s
921:	learn: 0.0002574	total: 29.1s	remaining: 2.46s
922:	learn: 0.0002553	total: 29.1s	remaining: 2.43s
923:	learn: 0.0002551	total: 29.1s	remaining: 2.4s
924:	learn: 0.0002521	total: 29.2s	remaining: 2.36s
925:	learn: 0.0002491	total: 29.2s	remaining: 2.33s
926:	learn: 0.0002471	total: 29.2s	remaining: 2.3s
927:	learn: 0.0002462	total: 29.3s	remaining: 2.27s
928:	learn: 0.0002438	total: 29.3s	remaining: 2.24s
929:	learn: 0.0002414	total: 29.3s	remaining: 2.21s
930:	learn: 0.0002383	total: 29.4s	remaining: 2.18s
931:	learn: 0.0002360	total: 29.4s	remaining: 2.15s
932:	learn: 0.0002331	total: 29.5s	remaining: 2.12s
933:	learn: 0.0002304	total: 29.5s	remaining: 2.08s
934:	learn: 0.0002279	total: 29.6s	remaining: 2.05s
935:	learn: 0.0002263	total: 29.6s	remaining: 2.02s
936:	learn: 0.0002253	total: 29.6s	remaining: 1.99s
937:	learn: 0.0002232	total: 29.6s	remaining: 1.96s
938:	learn: 0.0002210	total: 29.7s	remaining: 1.93s
939:	learn: 0.0002185	total: 29.7s	remaining: 1.9s
940:	learn: 0.0002173	total: 29.8s	remaining: 1.86s
941:	learn: 0.0002150	total: 29.8s	remaining: 1.83s
942:	learn: 0.0002148	total: 29.8s	remaining: 1.8s
943:	learn: 0.0002133	total: 29.9s	remaining: 1.77s
944:	learn: 0.0002130	total: 29.9s	remaining: 1.74s
945:	learn: 0.0002125	total: 29.9s	remaining: 1.71s
946:	learn: 0.0002104	total: 30s	remaining: 1.68s
947:	learn: 0.0002083	total: 30s	remaining: 1.65s
948:	learn: 0.0002064	total: 30s	remaining: 1.61s
949:	learn: 0.0002060	total: 30.1s	remaining: 1.58s
950:	learn: 0.0002057	total: 30.1s	remaining: 1.55s
951:	learn: 0.0002036	total: 30.1s	remaining: 1.52s
952:	learn: 0.0002022	total: 30.2s	remaining: 1.49s
953:	learn: 0.0002013	total: 30.2s	remaining: 1.46s
954:	learn: 0.0002002	total: 30.2s	remaining: 1.43s
955:	learn: 0.0001986	total: 30.3s	remaining: 1.39s
956:	learn: 0.0001973	total: 30.3s	remaining: 1.36s
957:	learn: 0.0001964	total: 30.3s	remaining: 1.33s
958:	learn: 0.0001945	total: 30.4s	remaining: 1.3s
959:	learn: 0.0001930	total: 30.4s	remaining: 1.27s
960:	learn: 0.0001906	total: 30.5s	remaining: 1.24s
961:	learn: 0.0001885	total: 30.5s	remaining: 1.2s
962:	learn: 0.0001872	total: 30.5s	remaining: 1.17s
963:	learn: 0.0001870	total: 30.6s	remaining: 1.14s
964:	learn: 0.0001852	total: 30.6s	remaining: 1.11s
965:	learn: 0.0001843	total: 30.6s	remaining: 1.08s
966:	learn: 0.0001826	total: 30.6s	remaining: 1.04s
967:	learn: 0.0001809	total: 30.7s	remaining: 1.01s
968:	learn: 0.0001790	total: 30.7s	remaining: 983ms
969:	learn: 0.0001782	total: 30.7s	remaining: 951ms
970:	learn: 0.0001772	total: 30.8s	remaining: 919ms
971:	learn: 0.0001760	total: 30.8s	remaining: 887ms
972:	learn: 0.0001757	total: 30.8s	remaining: 856ms
973:	learn: 0.0001745	total: 30.9s	remaining: 824ms
974:	learn: 0.0001729	total: 30.9s	remaining: 792ms
975:	learn: 0.0001714	total: 30.9s	remaining: 761ms
976:	learn: 0.0001695	total: 31s	remaining: 729ms
977:	learn: 0.0001674	total: 31s	remaining: 697ms
978:	learn: 0.0001661	total: 31s	remaining: 665ms
979:	learn: 0.0001651	total: 31.1s	remaining: 634ms
980:	learn: 0.0001639	total: 31.1s	remaining: 602ms
981:	learn: 0.0001626	total: 31.1s	remaining: 570ms
982:	learn: 0.0001619	total: 31.1s	remaining: 538ms
983:	learn: 0.0001610	total: 31.2s	remaining: 507ms
984:	learn: 0.0001607	total: 31.2s	remaining: 475ms
985:	learn: 0.0001599	total: 31.2s	remaining: 443ms
986:	learn: 0.0001581	total: 31.3s	remaining: 412ms
987:	learn: 0.0001563	total: 31.3s	remaining: 380ms
988:	learn: 0.0001549	total: 31.3s	remaining: 348ms
989:	learn: 0.0001547	total: 31.3s	remaining: 317ms
990:	learn: 0.0001541	total: 31.4s	remaining: 285ms
991:	learn: 0.0001512	total: 31.4s	remaining: 253ms
992:	learn: 0.0001496	total: 31.4s	remaining: 222ms
993:	learn: 0.0001486	total: 31.5s	remaining: 190ms
994:	learn: 0.0001468	total: 31.5s	remaining: 158ms
995:	learn: 0.0001452	total: 31.5s	remaining: 127ms
996:	learn: 0.0001451	total: 31.6s	remaining: 95ms
997:	learn: 0.0001444	total: 31.6s	remaining: 63.3ms
998:	learn: 0.0001439	total: 31.6s	remaining: 31.7ms
999:	learn: 0.0001424	total: 31.7s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=7, depth=10, total=  32.6s
[CV] learning_rate=0.1, l2_leaf_reg=5, depth=6 .......................
0:	learn: 0.8537659	total: 3.96ms	remaining: 3.96s
1:	learn: 0.8161501	total: 5.86ms	remaining: 2.92s
2:	learn: 0.7826058	total: 7.98ms	remaining: 2.65s
3:	learn: 0.7474011	total: 9.84ms	remaining: 2.45s
4:	learn: 0.7130160	total: 11.9ms	remaining: 2.36s
5:	learn: 0.6813130	total: 13.8ms	remaining: 2.29s
6:	learn: 0.6575532	total: 15.7ms	remaining: 2.23s
7:	learn: 0.6340743	total: 17.6ms	remaining: 2.18s
8:	learn: 0.6136912	total: 19.5ms	remaining: 2.15s
9:	learn: 0.5978577	total: 22ms	remaining: 2.17s
10:	learn: 0.5755336	total: 23.9ms	remaining: 2.15s
11:	learn: 0.5584817	total: 25.7ms	remaining: 2.12s
12:	learn: 0.5477460	total: 27.7ms	remaining: 2.1s
13:	learn: 0.5317806	total: 29.7ms	remaining: 2.09s
14:	learn: 0.5202549	total: 31.6ms	remaining: 2.08s
15:	learn: 0.5068847	total: 33.5ms	remaining: 2.06s
16:	learn: 0.4956947	total: 35.9ms	remaining: 2.08s
17:	learn: 0.4859390	total: 37.9ms	remaining: 2.07s
18:	learn: 0.4746795	total: 39.8ms	remaining: 2.06s
19:	learn: 0.4680085	total: 41.8ms	remaining: 2.05s
20:	learn: 0.4608002	total: 43.6ms	remaining: 2.03s
21:	learn: 0.4499370	total: 45.5ms	remaining: 2.02s
22:	learn: 0.4419159	total: 47.4ms	remaining: 2.01s
23:	learn: 0.4335334	total: 49.2ms	remaining: 2s
24:	learn: 0.4267537	total: 51.8ms	remaining: 2.02s
25:	learn: 0.4210247	total: 53.8ms	remaining: 2.02s
26:	learn: 0.4150354	total: 55.7ms	remaining: 2.01s
27:	learn: 0.4101771	total: 57.7ms	remaining: 2s
28:	learn: 0.4046342	total: 59.6ms	remaining: 1.99s
29:	learn: 0.3998783	total: 61.6ms	remaining: 1.99s
30:	learn: 0.3945250	total: 63.6ms	remaining: 1.99s
31:	learn: 0.3888516	total: 66.4ms	remaining: 2.01s
32:	learn: 0.3856274	total: 68.2ms	remaining: 2s
33:	learn: 0.3849188	total: 69.1ms	remaining: 1.96s
34:	learn: 0.3819502	total: 71.3ms	remaining: 1.96s
35:	learn: 0.3786123	total: 73ms	remaining: 1.95s
36:	learn: 0.3772481	total: 74ms	remaining: 1.93s
37:	learn: 0.3733431	total: 75.9ms	remaining: 1.92s
38:	learn: 0.3695202	total: 77.7ms	remaining: 1.92s
39:	learn: 0.3650921	total: 80.3ms	remaining: 1.93s
40:	learn: 0.3609028	total: 82.2ms	remaining: 1.92s
41:	learn: 0.3576155	total: 84.2ms	remaining: 1.92s
42:	learn: 0.3557233	total: 86.1ms	remaining: 1.92s
43:	learn: 0.3535162	total: 87.9ms	remaining: 1.91s
44:	learn: 0.3522901	total: 89.8ms	remaining: 1.91s
45:	learn: 0.3515489	total: 91.8ms	remaining: 1.9s
46:	learn: 0.3501059	total: 93.6ms	remaining: 1.9s
47:	learn: 0.3466762	total: 96.2ms	remaining: 1.91s
48:	learn: 0.3459908	total: 98.1ms	remaining: 1.9s
49:	learn: 0.3449218	total: 99.9ms	remaining: 1.9s
50:	learn: 0.3428379	total: 101ms	remaining: 1.88s
51:	learn: 0.3405815	total: 103ms	remaining: 1.88s
52:	learn: 0.3392863	total: 105ms	remaining: 1.87s
53:	learn: 0.3379625	total: 107ms	remaining: 1.87s
54:	learn: 0.3368618	total: 109ms	remaining: 1.87s
55:	learn: 0.3330659	total: 111ms	remaining: 1.87s
56:	learn: 0.3298018	total: 113ms	remaining: 1.87s
57:	learn: 0.3278572	total: 115ms	remaining: 1.86s
58:	learn: 0.3261645	total: 116ms	remaining: 1.85s
59:	learn: 0.3229024	total: 118ms	remaining: 1.85s
60:	learn: 0.3219914	total: 120ms	remaining: 1.85s
61:	learn: 0.3207074	total: 122ms	remaining: 1.84s
62:	learn: 0.3176871	total: 125ms	remaining: 1.85s
63:	learn: 0.3148482	total: 127ms	remaining: 1.85s
64:	learn: 0.3131948	total: 130ms	remaining: 1.87s
65:	learn: 0.3123925	total: 133ms	remaining: 1.88s
66:	learn: 0.3079728	total: 136ms	remaining: 1.89s
67:	learn: 0.3068427	total: 137ms	remaining: 1.88s
68:	learn: 0.3059039	total: 140ms	remaining: 1.89s
69:	learn: 0.3051062	total: 143ms	remaining: 1.89s
70:	learn: 0.3043553	total: 145ms	remaining: 1.9s
71:	learn: 0.3018224	total: 148ms	remaining: 1.9s
72:	learn: 0.3005459	total: 150ms	remaining: 1.91s
73:	learn: 0.2997851	total: 152ms	remaining: 1.91s
74:	learn: 0.2962519	total: 155ms	remaining: 1.91s
75:	learn: 0.2951349	total: 156ms	remaining: 1.9s
76:	learn: 0.2939198	total: 158ms	remaining: 1.89s
77:	learn: 0.2906875	total: 160ms	remaining: 1.89s
78:	learn: 0.2892575	total: 164ms	remaining: 1.91s
79:	learn: 0.2879912	total: 167ms	remaining: 1.92s
80:	learn: 0.2867109	total: 169ms	remaining: 1.92s
81:	learn: 0.2835812	total: 172ms	remaining: 1.92s
82:	learn: 0.2826261	total: 173ms	remaining: 1.92s
83:	learn: 0.2786316	total: 175ms	remaining: 1.91s
84:	learn: 0.2778591	total: 177ms	remaining: 1.91s
85:	learn: 0.2767831	total: 179ms	remaining: 1.9s
86:	learn: 0.2731537	total: 183ms	remaining: 1.92s
87:	learn: 0.2702065	total: 185ms	remaining: 1.92s
88:	learn: 0.2695536	total: 187ms	remaining: 1.91s
89:	learn: 0.2689828	total: 188ms	remaining: 1.9s
90:	learn: 0.2680501	total: 190ms	remaining: 1.89s
91:	learn: 0.2669314	total: 192ms	remaining: 1.89s
92:	learn: 0.2659542	total: 194ms	remaining: 1.89s
93:	learn: 0.2638994	total: 197ms	remaining: 1.9s
94:	learn: 0.2610943	total: 199ms	remaining: 1.9s
95:	learn: 0.2593151	total: 201ms	remaining: 1.89s
96:	learn: 0.2570078	total: 203ms	remaining: 1.89s
97:	learn: 0.2556315	total: 205ms	remaining: 1.89s
98:	learn: 0.2514543	total: 207ms	remaining: 1.88s
99:	learn: 0.2503455	total: 210ms	remaining: 1.89s
100:	learn: 0.2493147	total: 212ms	remaining: 1.89s
101:	learn: 0.2485619	total: 215ms	remaining: 1.89s
102:	learn: 0.2476088	total: 217ms	remaining: 1.89s
103:	learn: 0.2468676	total: 220ms	remaining: 1.89s
104:	learn: 0.2445535	total: 222ms	remaining: 1.89s
105:	learn: 0.2437294	total: 225ms	remaining: 1.9s
106:	learn: 0.2423515	total: 227ms	remaining: 1.89s
107:	learn: 0.2381422	total: 230ms	remaining: 1.9s
108:	learn: 0.2352960	total: 232ms	remaining: 1.89s
109:	learn: 0.2342695	total: 234ms	remaining: 1.89s
110:	learn: 0.2328418	total: 238ms	remaining: 1.9s
111:	learn: 0.2319384	total: 241ms	remaining: 1.91s
112:	learn: 0.2300922	total: 243ms	remaining: 1.91s
113:	learn: 0.2290584	total: 246ms	remaining: 1.92s
114:	learn: 0.2266358	total: 249ms	remaining: 1.91s
115:	learn: 0.2256055	total: 251ms	remaining: 1.92s
116:	learn: 0.2249371	total: 256ms	remaining: 1.93s
117:	learn: 0.2226163	total: 258ms	remaining: 1.93s
118:	learn: 0.2186357	total: 261ms	remaining: 1.93s
119:	learn: 0.2176276	total: 263ms	remaining: 1.93s
120:	learn: 0.2149013	total: 265ms	remaining: 1.92s
121:	learn: 0.2114166	total: 267ms	remaining: 1.92s
122:	learn: 0.2106868	total: 269ms	remaining: 1.92s
123:	learn: 0.2084684	total: 272ms	remaining: 1.92s
124:	learn: 0.2074249	total: 274ms	remaining: 1.92s
125:	learn: 0.2057779	total: 276ms	remaining: 1.92s
126:	learn: 0.2051316	total: 278ms	remaining: 1.91s
127:	learn: 0.2027762	total: 283ms	remaining: 1.93s
128:	learn: 0.2002007	total: 286ms	remaining: 1.93s
129:	learn: 0.1994476	total: 289ms	remaining: 1.93s
130:	learn: 0.1967942	total: 291ms	remaining: 1.93s
131:	learn: 0.1934973	total: 294ms	remaining: 1.93s
132:	learn: 0.1913759	total: 296ms	remaining: 1.93s
133:	learn: 0.1904822	total: 298ms	remaining: 1.93s
134:	learn: 0.1898123	total: 321ms	remaining: 2.06s
135:	learn: 0.1890294	total: 324ms	remaining: 2.06s
136:	learn: 0.1860140	total: 327ms	remaining: 2.06s
137:	learn: 0.1855849	total: 329ms	remaining: 2.06s
138:	learn: 0.1842289	total: 332ms	remaining: 2.05s
139:	learn: 0.1822297	total: 334ms	remaining: 2.05s
140:	learn: 0.1816001	total: 336ms	remaining: 2.05s
141:	learn: 0.1810544	total: 338ms	remaining: 2.04s
142:	learn: 0.1789049	total: 341ms	remaining: 2.04s
143:	learn: 0.1765424	total: 346ms	remaining: 2.06s
144:	learn: 0.1751793	total: 350ms	remaining: 2.06s
145:	learn: 0.1736912	total: 353ms	remaining: 2.06s
146:	learn: 0.1718497	total: 356ms	remaining: 2.06s
147:	learn: 0.1712618	total: 358ms	remaining: 2.06s
148:	learn: 0.1707474	total: 363ms	remaining: 2.07s
149:	learn: 0.1686882	total: 366ms	remaining: 2.08s
150:	learn: 0.1668294	total: 370ms	remaining: 2.08s
151:	learn: 0.1653040	total: 372ms	remaining: 2.08s
152:	learn: 0.1641719	total: 374ms	remaining: 2.07s
153:	learn: 0.1639232	total: 376ms	remaining: 2.07s
154:	learn: 0.1624821	total: 378ms	remaining: 2.06s
155:	learn: 0.1604436	total: 380ms	remaining: 2.06s
156:	learn: 0.1599775	total: 382ms	remaining: 2.05s
157:	learn: 0.1593558	total: 385ms	remaining: 2.05s
158:	learn: 0.1589188	total: 388ms	remaining: 2.05s
159:	learn: 0.1577349	total: 390ms	remaining: 2.05s
160:	learn: 0.1568876	total: 392ms	remaining: 2.04s
161:	learn: 0.1551245	total: 394ms	remaining: 2.04s
162:	learn: 0.1549596	total: 397ms	remaining: 2.04s
163:	learn: 0.1532973	total: 400ms	remaining: 2.04s
164:	learn: 0.1523280	total: 402ms	remaining: 2.03s
165:	learn: 0.1517206	total: 404ms	remaining: 2.03s
166:	learn: 0.1502890	total: 406ms	remaining: 2.02s
167:	learn: 0.1501119	total: 408ms	remaining: 2.02s
168:	learn: 0.1493587	total: 410ms	remaining: 2.02s
169:	learn: 0.1491838	total: 413ms	remaining: 2.02s
170:	learn: 0.1477092	total: 415ms	remaining: 2.01s
171:	learn: 0.1471570	total: 417ms	remaining: 2.01s
172:	learn: 0.1452879	total: 420ms	remaining: 2s
173:	learn: 0.1447742	total: 421ms	remaining: 2s
174:	learn: 0.1435659	total: 423ms	remaining: 2s
175:	learn: 0.1430921	total: 425ms	remaining: 1.99s
176:	learn: 0.1420330	total: 428ms	remaining: 1.99s
177:	learn: 0.1418941	total: 431ms	remaining: 1.99s
178:	learn: 0.1405417	total: 433ms	remaining: 1.99s
179:	learn: 0.1401776	total: 435ms	remaining: 1.98s
180:	learn: 0.1398201	total: 437ms	remaining: 1.98s
181:	learn: 0.1394925	total: 439ms	remaining: 1.97s
182:	learn: 0.1392678	total: 441ms	remaining: 1.97s
183:	learn: 0.1388235	total: 443ms	remaining: 1.97s
184:	learn: 0.1384966	total: 446ms	remaining: 1.96s
185:	learn: 0.1380253	total: 448ms	remaining: 1.96s
186:	learn: 0.1376330	total: 450ms	remaining: 1.96s
187:	learn: 0.1368482	total: 452ms	remaining: 1.95s
188:	learn: 0.1362567	total: 455ms	remaining: 1.95s
189:	learn: 0.1352082	total: 458ms	remaining: 1.95s
190:	learn: 0.1348308	total: 460ms	remaining: 1.95s
191:	learn: 0.1341926	total: 463ms	remaining: 1.95s
192:	learn: 0.1335477	total: 465ms	remaining: 1.94s
193:	learn: 0.1319137	total: 468ms	remaining: 1.94s
194:	learn: 0.1304169	total: 471ms	remaining: 1.94s
195:	learn: 0.1302970	total: 474ms	remaining: 1.94s
196:	learn: 0.1290097	total: 476ms	remaining: 1.94s
197:	learn: 0.1279650	total: 478ms	remaining: 1.94s
198:	learn: 0.1262480	total: 481ms	remaining: 1.94s
199:	learn: 0.1251803	total: 483ms	remaining: 1.93s
200:	learn: 0.1243941	total: 488ms	remaining: 1.94s
201:	learn: 0.1228259	total: 490ms	remaining: 1.94s
202:	learn: 0.1225822	total: 493ms	remaining: 1.93s
203:	learn: 0.1213892	total: 494ms	remaining: 1.93s
204:	learn: 0.1211736	total: 496ms	remaining: 1.92s
205:	learn: 0.1199200	total: 498ms	remaining: 1.92s
206:	learn: 0.1193743	total: 501ms	remaining: 1.92s
207:	learn: 0.1182527	total: 504ms	remaining: 1.92s
208:	learn: 0.1166664	total: 506ms	remaining: 1.91s
209:	learn: 0.1159587	total: 508ms	remaining: 1.91s
210:	learn: 0.1154160	total: 510ms	remaining: 1.91s
211:	learn: 0.1151016	total: 512ms	remaining: 1.9s
212:	learn: 0.1144743	total: 513ms	remaining: 1.9s
213:	learn: 0.1140344	total: 517ms	remaining: 1.9s
214:	learn: 0.1135558	total: 519ms	remaining: 1.9s
215:	learn: 0.1127688	total: 521ms	remaining: 1.89s
216:	learn: 0.1125289	total: 523ms	remaining: 1.89s
217:	learn: 0.1123536	total: 525ms	remaining: 1.88s
218:	learn: 0.1110939	total: 527ms	remaining: 1.88s
219:	learn: 0.1104833	total: 531ms	remaining: 1.88s
220:	learn: 0.1103984	total: 533ms	remaining: 1.88s
221:	learn: 0.1086761	total: 535ms	remaining: 1.87s
222:	learn: 0.1076776	total: 537ms	remaining: 1.87s
223:	learn: 0.1073016	total: 539ms	remaining: 1.87s
224:	learn: 0.1070946	total: 541ms	remaining: 1.86s
225:	learn: 0.1066994	total: 544ms	remaining: 1.86s
226:	learn: 0.1064074	total: 547ms	remaining: 1.86s
227:	learn: 0.1062894	total: 549ms	remaining: 1.86s
228:	learn: 0.1052036	total: 551ms	remaining: 1.86s
229:	learn: 0.1042314	total: 553ms	remaining: 1.85s
230:	learn: 0.1040364	total: 555ms	remaining: 1.85s
231:	learn: 0.1030455	total: 557ms	remaining: 1.84s
232:	learn: 0.1028603	total: 560ms	remaining: 1.84s
233:	learn: 0.1022875	total: 563ms	remaining: 1.84s
234:	learn: 0.1013928	total: 565ms	remaining: 1.84s
235:	learn: 0.1009980	total: 567ms	remaining: 1.83s
236:	learn: 0.1007613	total: 569ms	remaining: 1.83s
237:	learn: 0.1001912	total: 570ms	remaining: 1.83s
238:	learn: 0.0998374	total: 574ms	remaining: 1.83s
239:	learn: 0.0995357	total: 577ms	remaining: 1.83s
240:	learn: 0.0990444	total: 579ms	remaining: 1.82s
241:	learn: 0.0985596	total: 581ms	remaining: 1.82s
242:	learn: 0.0984790	total: 583ms	remaining: 1.81s
243:	learn: 0.0976727	total: 585ms	remaining: 1.81s
244:	learn: 0.0968444	total: 587ms	remaining: 1.81s
245:	learn: 0.0967669	total: 590ms	remaining: 1.81s
246:	learn: 0.0961053	total: 592ms	remaining: 1.8s
247:	learn: 0.0946273	total: 594ms	remaining: 1.8s
248:	learn: 0.0929756	total: 596ms	remaining: 1.8s
249:	learn: 0.0921812	total: 598ms	remaining: 1.79s
250:	learn: 0.0916315	total: 600ms	remaining: 1.79s
251:	learn: 0.0901870	total: 603ms	remaining: 1.79s
252:	learn: 0.0898050	total: 605ms	remaining: 1.79s
253:	learn: 0.0894803	total: 607ms	remaining: 1.78s
254:	learn: 0.0888513	total: 609ms	remaining: 1.78s
255:	learn: 0.0881668	total: 611ms	remaining: 1.77s
256:	learn: 0.0875058	total: 613ms	remaining: 1.77s
257:	learn: 0.0874396	total: 615ms	remaining: 1.77s
258:	learn: 0.0861947	total: 619ms	remaining: 1.77s
259:	learn: 0.0854092	total: 620ms	remaining: 1.76s
260:	learn: 0.0847560	total: 622ms	remaining: 1.76s
261:	learn: 0.0838388	total: 624ms	remaining: 1.76s
262:	learn: 0.0822412	total: 626ms	remaining: 1.75s
263:	learn: 0.0821267	total: 628ms	remaining: 1.75s
264:	learn: 0.0820490	total: 631ms	remaining: 1.75s
265:	learn: 0.0808797	total: 634ms	remaining: 1.75s
266:	learn: 0.0803238	total: 636ms	remaining: 1.75s
267:	learn: 0.0801491	total: 639ms	remaining: 1.74s
268:	learn: 0.0799197	total: 641ms	remaining: 1.74s
269:	learn: 0.0796723	total: 644ms	remaining: 1.74s
270:	learn: 0.0790739	total: 646ms	remaining: 1.74s
271:	learn: 0.0784825	total: 649ms	remaining: 1.74s
272:	learn: 0.0776291	total: 651ms	remaining: 1.73s
273:	learn: 0.0775290	total: 653ms	remaining: 1.73s
274:	learn: 0.0770795	total: 655ms	remaining: 1.73s
275:	learn: 0.0759914	total: 658ms	remaining: 1.72s
276:	learn: 0.0758608	total: 660ms	remaining: 1.72s
277:	learn: 0.0756450	total: 664ms	remaining: 1.73s
278:	learn: 0.0750288	total: 666ms	remaining: 1.72s
279:	learn: 0.0741817	total: 669ms	remaining: 1.72s
280:	learn: 0.0736765	total: 671ms	remaining: 1.72s
281:	learn: 0.0735021	total: 674ms	remaining: 1.72s
282:	learn: 0.0727840	total: 676ms	remaining: 1.71s
283:	learn: 0.0716439	total: 678ms	remaining: 1.71s
284:	learn: 0.0708790	total: 680ms	remaining: 1.71s
285:	learn: 0.0705165	total: 682ms	remaining: 1.7s
286:	learn: 0.0702318	total: 684ms	remaining: 1.7s
287:	learn: 0.0700713	total: 686ms	remaining: 1.7s
288:	learn: 0.0697621	total: 689ms	remaining: 1.7s
289:	learn: 0.0690419	total: 691ms	remaining: 1.69s
290:	learn: 0.0689339	total: 693ms	remaining: 1.69s
291:	learn: 0.0684853	total: 695ms	remaining: 1.69s
292:	learn: 0.0681852	total: 697ms	remaining: 1.68s
293:	learn: 0.0680596	total: 699ms	remaining: 1.68s
294:	learn: 0.0671542	total: 702ms	remaining: 1.68s
295:	learn: 0.0664945	total: 705ms	remaining: 1.68s
296:	learn: 0.0660033	total: 707ms	remaining: 1.67s
297:	learn: 0.0656391	total: 709ms	remaining: 1.67s
298:	learn: 0.0651942	total: 711ms	remaining: 1.67s
299:	learn: 0.0644997	total: 712ms	remaining: 1.66s
300:	learn: 0.0637912	total: 714ms	remaining: 1.66s
301:	learn: 0.0632132	total: 717ms	remaining: 1.66s
302:	learn: 0.0625653	total: 720ms	remaining: 1.66s
303:	learn: 0.0621776	total: 722ms	remaining: 1.65s
304:	learn: 0.0620789	total: 724ms	remaining: 1.65s
305:	learn: 0.0612238	total: 726ms	remaining: 1.65s
306:	learn: 0.0608739	total: 728ms	remaining: 1.64s
307:	learn: 0.0607932	total: 730ms	remaining: 1.64s
308:	learn: 0.0606997	total: 732ms	remaining: 1.64s
309:	learn: 0.0605536	total: 734ms	remaining: 1.63s
310:	learn: 0.0602929	total: 736ms	remaining: 1.63s
311:	learn: 0.0597707	total: 738ms	remaining: 1.63s
312:	learn: 0.0597329	total: 740ms	remaining: 1.62s
313:	learn: 0.0596548	total: 742ms	remaining: 1.62s
314:	learn: 0.0588583	total: 744ms	remaining: 1.62s
315:	learn: 0.0584886	total: 746ms	remaining: 1.61s
316:	learn: 0.0582850	total: 748ms	remaining: 1.61s
317:	learn: 0.0579982	total: 750ms	remaining: 1.61s
318:	learn: 0.0573388	total: 752ms	remaining: 1.61s
319:	learn: 0.0570760	total: 754ms	remaining: 1.6s
320:	learn: 0.0564285	total: 756ms	remaining: 1.6s
321:	learn: 0.0558176	total: 758ms	remaining: 1.6s
322:	learn: 0.0557502	total: 761ms	remaining: 1.59s
323:	learn: 0.0556703	total: 763ms	remaining: 1.59s
324:	learn: 0.0551377	total: 765ms	remaining: 1.59s
325:	learn: 0.0545980	total: 767ms	remaining: 1.58s
326:	learn: 0.0545204	total: 769ms	remaining: 1.58s
327:	learn: 0.0544477	total: 771ms	remaining: 1.58s
328:	learn: 0.0541385	total: 773ms	remaining: 1.58s
329:	learn: 0.0536584	total: 775ms	remaining: 1.57s
330:	learn: 0.0527970	total: 778ms	remaining: 1.57s
331:	learn: 0.0524165	total: 780ms	remaining: 1.57s
332:	learn: 0.0520253	total: 782ms	remaining: 1.57s
333:	learn: 0.0515489	total: 784ms	remaining: 1.56s
334:	learn: 0.0514931	total: 787ms	remaining: 1.56s
335:	learn: 0.0511768	total: 789ms	remaining: 1.56s
336:	learn: 0.0506853	total: 791ms	remaining: 1.56s
337:	learn: 0.0505575	total: 794ms	remaining: 1.55s
338:	learn: 0.0502782	total: 796ms	remaining: 1.55s
339:	learn: 0.0499266	total: 798ms	remaining: 1.55s
340:	learn: 0.0498355	total: 800ms	remaining: 1.55s
341:	learn: 0.0496144	total: 803ms	remaining: 1.54s
342:	learn: 0.0495484	total: 805ms	remaining: 1.54s
343:	learn: 0.0491408	total: 808ms	remaining: 1.54s
344:	learn: 0.0486322	total: 810ms	remaining: 1.54s
345:	learn: 0.0482497	total: 811ms	remaining: 1.53s
346:	learn: 0.0474717	total: 814ms	remaining: 1.53s
347:	learn: 0.0471706	total: 817ms	remaining: 1.53s
348:	learn: 0.0469392	total: 818ms	remaining: 1.53s
349:	learn: 0.0467911	total: 820ms	remaining: 1.52s
350:	learn: 0.0463728	total: 822ms	remaining: 1.52s
351:	learn: 0.0462558	total: 824ms	remaining: 1.52s
352:	learn: 0.0457337	total: 826ms	remaining: 1.51s
353:	learn: 0.0455631	total: 828ms	remaining: 1.51s
354:	learn: 0.0450622	total: 831ms	remaining: 1.51s
355:	learn: 0.0444822	total: 833ms	remaining: 1.51s
356:	learn: 0.0444262	total: 834ms	remaining: 1.5s
357:	learn: 0.0441931	total: 836ms	remaining: 1.5s
358:	learn: 0.0436552	total: 838ms	remaining: 1.5s
359:	learn: 0.0435950	total: 840ms	remaining: 1.49s
360:	learn: 0.0431510	total: 842ms	remaining: 1.49s
361:	learn: 0.0429578	total: 845ms	remaining: 1.49s
362:	learn: 0.0423599	total: 847ms	remaining: 1.49s
363:	learn: 0.0419969	total: 849ms	remaining: 1.48s
364:	learn: 0.0415646	total: 851ms	remaining: 1.48s
365:	learn: 0.0414588	total: 853ms	remaining: 1.48s
366:	learn: 0.0410633	total: 855ms	remaining: 1.48s
367:	learn: 0.0407883	total: 857ms	remaining: 1.47s
368:	learn: 0.0407235	total: 860ms	remaining: 1.47s
369:	learn: 0.0406729	total: 862ms	remaining: 1.47s
370:	learn: 0.0401412	total: 864ms	remaining: 1.47s
371:	learn: 0.0401166	total: 866ms	remaining: 1.46s
372:	learn: 0.0398113	total: 868ms	remaining: 1.46s
373:	learn: 0.0397526	total: 870ms	remaining: 1.46s
374:	learn: 0.0392128	total: 872ms	remaining: 1.45s
375:	learn: 0.0387625	total: 875ms	remaining: 1.45s
376:	learn: 0.0386669	total: 877ms	remaining: 1.45s
377:	learn: 0.0384658	total: 879ms	remaining: 1.45s
378:	learn: 0.0380140	total: 881ms	remaining: 1.44s
379:	learn: 0.0375154	total: 882ms	remaining: 1.44s
380:	learn: 0.0371398	total: 884ms	remaining: 1.44s
381:	learn: 0.0370892	total: 886ms	remaining: 1.43s
382:	learn: 0.0369884	total: 888ms	remaining: 1.43s
383:	learn: 0.0369286	total: 890ms	remaining: 1.43s
384:	learn: 0.0369059	total: 892ms	remaining: 1.43s
385:	learn: 0.0368549	total: 894ms	remaining: 1.42s
386:	learn: 0.0365273	total: 896ms	remaining: 1.42s
387:	learn: 0.0362226	total: 898ms	remaining: 1.42s
388:	learn: 0.0360127	total: 900ms	remaining: 1.41s
389:	learn: 0.0359097	total: 902ms	remaining: 1.41s
390:	learn: 0.0357703	total: 905ms	remaining: 1.41s
391:	learn: 0.0356009	total: 907ms	remaining: 1.41s
392:	learn: 0.0352404	total: 909ms	remaining: 1.4s
393:	learn: 0.0349896	total: 911ms	remaining: 1.4s
394:	learn: 0.0347423	total: 912ms	remaining: 1.4s
395:	learn: 0.0345768	total: 914ms	remaining: 1.39s
396:	learn: 0.0345329	total: 916ms	remaining: 1.39s
397:	learn: 0.0341243	total: 919ms	remaining: 1.39s
398:	learn: 0.0340772	total: 921ms	remaining: 1.39s
399:	learn: 0.0338173	total: 923ms	remaining: 1.38s
400:	learn: 0.0337686	total: 925ms	remaining: 1.38s
401:	learn: 0.0337253	total: 927ms	remaining: 1.38s
402:	learn: 0.0333745	total: 929ms	remaining: 1.38s
403:	learn: 0.0331686	total: 931ms	remaining: 1.37s
404:	learn: 0.0328161	total: 933ms	remaining: 1.37s
405:	learn: 0.0326205	total: 935ms	remaining: 1.37s
406:	learn: 0.0325782	total: 937ms	remaining: 1.36s
407:	learn: 0.0325368	total: 939ms	remaining: 1.36s
408:	learn: 0.0322795	total: 942ms	remaining: 1.36s
409:	learn: 0.0322026	total: 944ms	remaining: 1.36s
410:	learn: 0.0319607	total: 946ms	remaining: 1.36s
411:	learn: 0.0316718	total: 949ms	remaining: 1.35s
412:	learn: 0.0312483	total: 952ms	remaining: 1.35s
413:	learn: 0.0309405	total: 954ms	remaining: 1.35s
414:	learn: 0.0308270	total: 956ms	remaining: 1.35s
415:	learn: 0.0307890	total: 958ms	remaining: 1.34s
416:	learn: 0.0304421	total: 961ms	remaining: 1.34s
417:	learn: 0.0302186	total: 964ms	remaining: 1.34s
418:	learn: 0.0300533	total: 966ms	remaining: 1.34s
419:	learn: 0.0298778	total: 969ms	remaining: 1.34s
420:	learn: 0.0296142	total: 971ms	remaining: 1.33s
421:	learn: 0.0294590	total: 973ms	remaining: 1.33s
422:	learn: 0.0294012	total: 976ms	remaining: 1.33s
423:	learn: 0.0293596	total: 979ms	remaining: 1.33s
424:	learn: 0.0292022	total: 980ms	remaining: 1.33s
425:	learn: 0.0289541	total: 982ms	remaining: 1.32s
426:	learn: 0.0287366	total: 984ms	remaining: 1.32s
427:	learn: 0.0285780	total: 986ms	remaining: 1.32s
428:	learn: 0.0285513	total: 988ms	remaining: 1.31s
429:	learn: 0.0283346	total: 990ms	remaining: 1.31s
430:	learn: 0.0280438	total: 993ms	remaining: 1.31s
431:	learn: 0.0277306	total: 996ms	remaining: 1.31s
432:	learn: 0.0275563	total: 998ms	remaining: 1.31s
433:	learn: 0.0271956	total: 1s	remaining: 1.3s
434:	learn: 0.0269499	total: 1s	remaining: 1.3s
435:	learn: 0.0268460	total: 1s	remaining: 1.3s
436:	learn: 0.0265691	total: 1.01s	remaining: 1.3s
437:	learn: 0.0263407	total: 1.01s	remaining: 1.29s
438:	learn: 0.0263090	total: 1.01s	remaining: 1.29s
439:	learn: 0.0262649	total: 1.01s	remaining: 1.29s
440:	learn: 0.0261422	total: 1.01s	remaining: 1.29s
441:	learn: 0.0259203	total: 1.02s	remaining: 1.28s
442:	learn: 0.0258816	total: 1.02s	remaining: 1.28s
443:	learn: 0.0256438	total: 1.02s	remaining: 1.28s
444:	learn: 0.0255789	total: 1.02s	remaining: 1.28s
445:	learn: 0.0253134	total: 1.03s	remaining: 1.27s
446:	learn: 0.0251859	total: 1.03s	remaining: 1.27s
447:	learn: 0.0249142	total: 1.03s	remaining: 1.27s
448:	learn: 0.0246764	total: 1.03s	remaining: 1.27s
449:	learn: 0.0244860	total: 1.03s	remaining: 1.26s
450:	learn: 0.0243578	total: 1.04s	remaining: 1.26s
451:	learn: 0.0242150	total: 1.04s	remaining: 1.26s
452:	learn: 0.0239200	total: 1.04s	remaining: 1.26s
453:	learn: 0.0238263	total: 1.04s	remaining: 1.25s
454:	learn: 0.0236640	total: 1.04s	remaining: 1.25s
455:	learn: 0.0235455	total: 1.05s	remaining: 1.25s
456:	learn: 0.0232751	total: 1.05s	remaining: 1.25s
457:	learn: 0.0230117	total: 1.05s	remaining: 1.25s
458:	learn: 0.0229856	total: 1.05s	remaining: 1.24s
459:	learn: 0.0228205	total: 1.06s	remaining: 1.24s
460:	learn: 0.0227210	total: 1.06s	remaining: 1.24s
461:	learn: 0.0226046	total: 1.06s	remaining: 1.24s
462:	learn: 0.0224933	total: 1.06s	remaining: 1.23s
463:	learn: 0.0223549	total: 1.06s	remaining: 1.23s
464:	learn: 0.0221533	total: 1.07s	remaining: 1.23s
465:	learn: 0.0221292	total: 1.07s	remaining: 1.23s
466:	learn: 0.0217879	total: 1.07s	remaining: 1.22s
467:	learn: 0.0215788	total: 1.07s	remaining: 1.22s
468:	learn: 0.0215415	total: 1.07s	remaining: 1.22s
469:	learn: 0.0212442	total: 1.08s	remaining: 1.21s
470:	learn: 0.0210673	total: 1.08s	remaining: 1.21s
471:	learn: 0.0209676	total: 1.08s	remaining: 1.21s
472:	learn: 0.0207336	total: 1.08s	remaining: 1.21s
473:	learn: 0.0206443	total: 1.09s	remaining: 1.21s
474:	learn: 0.0204751	total: 1.09s	remaining: 1.2s
475:	learn: 0.0202625	total: 1.09s	remaining: 1.2s
476:	learn: 0.0201882	total: 1.09s	remaining: 1.2s
477:	learn: 0.0199747	total: 1.09s	remaining: 1.2s
478:	learn: 0.0198553	total: 1.1s	remaining: 1.19s
479:	learn: 0.0196436	total: 1.1s	remaining: 1.19s
480:	learn: 0.0195674	total: 1.1s	remaining: 1.19s
481:	learn: 0.0194593	total: 1.1s	remaining: 1.19s
482:	learn: 0.0192758	total: 1.11s	remaining: 1.18s
483:	learn: 0.0190825	total: 1.11s	remaining: 1.18s
484:	learn: 0.0189774	total: 1.11s	remaining: 1.18s
485:	learn: 0.0189574	total: 1.11s	remaining: 1.18s
486:	learn: 0.0188287	total: 1.12s	remaining: 1.18s
487:	learn: 0.0188062	total: 1.12s	remaining: 1.17s
488:	learn: 0.0186756	total: 1.12s	remaining: 1.17s
489:	learn: 0.0185988	total: 1.12s	remaining: 1.17s
490:	learn: 0.0185626	total: 1.13s	remaining: 1.17s
491:	learn: 0.0184587	total: 1.13s	remaining: 1.17s
492:	learn: 0.0183763	total: 1.13s	remaining: 1.16s
493:	learn: 0.0182470	total: 1.13s	remaining: 1.16s
494:	learn: 0.0182163	total: 1.14s	remaining: 1.16s
495:	learn: 0.0181256	total: 1.14s	remaining: 1.16s
496:	learn: 0.0180395	total: 1.14s	remaining: 1.15s
497:	learn: 0.0179026	total: 1.14s	remaining: 1.15s
498:	learn: 0.0178256	total: 1.15s	remaining: 1.15s
499:	learn: 0.0176889	total: 1.15s	remaining: 1.15s
500:	learn: 0.0174865	total: 1.15s	remaining: 1.15s
501:	learn: 0.0174192	total: 1.15s	remaining: 1.14s
502:	learn: 0.0173298	total: 1.15s	remaining: 1.14s
503:	learn: 0.0172503	total: 1.16s	remaining: 1.14s
504:	learn: 0.0171746	total: 1.16s	remaining: 1.14s
505:	learn: 0.0171543	total: 1.16s	remaining: 1.13s
506:	learn: 0.0171417	total: 1.16s	remaining: 1.13s
507:	learn: 0.0169796	total: 1.16s	remaining: 1.13s
508:	learn: 0.0167741	total: 1.17s	remaining: 1.12s
509:	learn: 0.0167037	total: 1.17s	remaining: 1.12s
510:	learn: 0.0164994	total: 1.17s	remaining: 1.12s
511:	learn: 0.0164033	total: 1.17s	remaining: 1.12s
512:	learn: 0.0162942	total: 1.17s	remaining: 1.11s
513:	learn: 0.0161948	total: 1.18s	remaining: 1.11s
514:	learn: 0.0160317	total: 1.18s	remaining: 1.11s
515:	learn: 0.0158986	total: 1.18s	remaining: 1.11s
516:	learn: 0.0157034	total: 1.18s	remaining: 1.1s
517:	learn: 0.0156439	total: 1.19s	remaining: 1.1s
518:	learn: 0.0155486	total: 1.19s	remaining: 1.1s
519:	learn: 0.0154772	total: 1.19s	remaining: 1.1s
520:	learn: 0.0154119	total: 1.19s	remaining: 1.09s
521:	learn: 0.0153621	total: 1.19s	remaining: 1.09s
522:	learn: 0.0151786	total: 1.2s	remaining: 1.09s
523:	learn: 0.0151459	total: 1.2s	remaining: 1.09s
524:	learn: 0.0150348	total: 1.2s	remaining: 1.08s
525:	learn: 0.0148711	total: 1.2s	remaining: 1.08s
526:	learn: 0.0146662	total: 1.2s	remaining: 1.08s
527:	learn: 0.0145706	total: 1.21s	remaining: 1.08s
528:	learn: 0.0144277	total: 1.21s	remaining: 1.07s
529:	learn: 0.0143726	total: 1.21s	remaining: 1.07s
530:	learn: 0.0141953	total: 1.21s	remaining: 1.07s
531:	learn: 0.0141306	total: 1.21s	remaining: 1.07s
532:	learn: 0.0139964	total: 1.22s	remaining: 1.06s
533:	learn: 0.0138802	total: 1.22s	remaining: 1.06s
534:	learn: 0.0137574	total: 1.22s	remaining: 1.06s
535:	learn: 0.0136092	total: 1.22s	remaining: 1.06s
536:	learn: 0.0135116	total: 1.22s	remaining: 1.05s
537:	learn: 0.0133981	total: 1.23s	remaining: 1.05s
538:	learn: 0.0133468	total: 1.23s	remaining: 1.05s
539:	learn: 0.0132927	total: 1.23s	remaining: 1.05s
540:	learn: 0.0131298	total: 1.23s	remaining: 1.04s
541:	learn: 0.0130280	total: 1.23s	remaining: 1.04s
542:	learn: 0.0129426	total: 1.24s	remaining: 1.04s
543:	learn: 0.0128944	total: 1.24s	remaining: 1.04s
544:	learn: 0.0128565	total: 1.24s	remaining: 1.03s
545:	learn: 0.0128238	total: 1.24s	remaining: 1.03s
546:	learn: 0.0127480	total: 1.24s	remaining: 1.03s
547:	learn: 0.0126846	total: 1.25s	remaining: 1.03s
548:	learn: 0.0126393	total: 1.25s	remaining: 1.02s
549:	learn: 0.0125370	total: 1.25s	remaining: 1.02s
550:	learn: 0.0125094	total: 1.25s	remaining: 1.02s
551:	learn: 0.0123612	total: 1.25s	remaining: 1.02s
552:	learn: 0.0123231	total: 1.26s	remaining: 1.01s
553:	learn: 0.0121984	total: 1.26s	remaining: 1.01s
554:	learn: 0.0120535	total: 1.26s	remaining: 1.01s
555:	learn: 0.0120104	total: 1.26s	remaining: 1.01s
556:	learn: 0.0119547	total: 1.26s	remaining: 1s
557:	learn: 0.0119285	total: 1.27s	remaining: 1s
558:	learn: 0.0118499	total: 1.27s	remaining: 1s
559:	learn: 0.0117823	total: 1.27s	remaining: 999ms
560:	learn: 0.0117761	total: 1.27s	remaining: 997ms
561:	learn: 0.0117161	total: 1.27s	remaining: 994ms
562:	learn: 0.0116879	total: 1.28s	remaining: 992ms
563:	learn: 0.0115908	total: 1.28s	remaining: 990ms
564:	learn: 0.0115674	total: 1.28s	remaining: 987ms
565:	learn: 0.0115247	total: 1.28s	remaining: 985ms
566:	learn: 0.0114960	total: 1.29s	remaining: 983ms
567:	learn: 0.0114323	total: 1.29s	remaining: 981ms
568:	learn: 0.0114057	total: 1.29s	remaining: 979ms
569:	learn: 0.0113450	total: 1.29s	remaining: 977ms
570:	learn: 0.0112891	total: 1.3s	remaining: 974ms
571:	learn: 0.0112085	total: 1.3s	remaining: 973ms
572:	learn: 0.0111616	total: 1.3s	remaining: 971ms
573:	learn: 0.0109984	total: 1.3s	remaining: 969ms
574:	learn: 0.0108761	total: 1.31s	remaining: 966ms
575:	learn: 0.0108187	total: 1.31s	remaining: 964ms
576:	learn: 0.0107602	total: 1.31s	remaining: 961ms
577:	learn: 0.0107317	total: 1.31s	remaining: 959ms
578:	learn: 0.0106644	total: 1.31s	remaining: 957ms
579:	learn: 0.0106473	total: 1.32s	remaining: 954ms
580:	learn: 0.0105881	total: 1.32s	remaining: 952ms
581:	learn: 0.0104912	total: 1.32s	remaining: 949ms
582:	learn: 0.0104157	total: 1.32s	remaining: 947ms
583:	learn: 0.0103742	total: 1.32s	remaining: 944ms
584:	learn: 0.0103229	total: 1.33s	remaining: 942ms
585:	learn: 0.0102629	total: 1.33s	remaining: 940ms
586:	learn: 0.0102204	total: 1.33s	remaining: 937ms
587:	learn: 0.0101508	total: 1.33s	remaining: 935ms
588:	learn: 0.0100584	total: 1.34s	remaining: 932ms
589:	learn: 0.0100177	total: 1.34s	remaining: 930ms
590:	learn: 0.0100047	total: 1.34s	remaining: 927ms
591:	learn: 0.0099381	total: 1.34s	remaining: 925ms
592:	learn: 0.0098677	total: 1.34s	remaining: 923ms
593:	learn: 0.0097900	total: 1.35s	remaining: 920ms
594:	learn: 0.0097514	total: 1.35s	remaining: 918ms
595:	learn: 0.0096567	total: 1.35s	remaining: 915ms
596:	learn: 0.0095450	total: 1.35s	remaining: 913ms
597:	learn: 0.0094426	total: 1.35s	remaining: 910ms
598:	learn: 0.0093593	total: 1.36s	remaining: 908ms
599:	learn: 0.0092455	total: 1.36s	remaining: 906ms
600:	learn: 0.0091433	total: 1.36s	remaining: 903ms
601:	learn: 0.0090275	total: 1.36s	remaining: 901ms
602:	learn: 0.0089347	total: 1.36s	remaining: 899ms
603:	learn: 0.0088706	total: 1.37s	remaining: 896ms
604:	learn: 0.0087925	total: 1.37s	remaining: 894ms
605:	learn: 0.0087783	total: 1.37s	remaining: 891ms
606:	learn: 0.0087217	total: 1.37s	remaining: 889ms
607:	learn: 0.0087107	total: 1.38s	remaining: 887ms
608:	learn: 0.0086664	total: 1.38s	remaining: 884ms
609:	learn: 0.0086578	total: 1.38s	remaining: 882ms
610:	learn: 0.0085697	total: 1.38s	remaining: 879ms
611:	learn: 0.0084570	total: 1.38s	remaining: 877ms
612:	learn: 0.0084084	total: 1.39s	remaining: 875ms
613:	learn: 0.0083860	total: 1.39s	remaining: 873ms
614:	learn: 0.0083538	total: 1.39s	remaining: 870ms
615:	learn: 0.0083242	total: 1.39s	remaining: 868ms
616:	learn: 0.0082636	total: 1.39s	remaining: 865ms
617:	learn: 0.0082521	total: 1.4s	remaining: 863ms
618:	learn: 0.0082016	total: 1.4s	remaining: 860ms
619:	learn: 0.0081723	total: 1.4s	remaining: 858ms
620:	learn: 0.0081079	total: 1.4s	remaining: 855ms
621:	learn: 0.0080954	total: 1.4s	remaining: 853ms
622:	learn: 0.0080142	total: 1.41s	remaining: 851ms
623:	learn: 0.0079470	total: 1.41s	remaining: 848ms
624:	learn: 0.0079303	total: 1.41s	remaining: 846ms
625:	learn: 0.0078998	total: 1.41s	remaining: 844ms
626:	learn: 0.0078052	total: 1.41s	remaining: 841ms
627:	learn: 0.0077246	total: 1.42s	remaining: 839ms
628:	learn: 0.0077002	total: 1.42s	remaining: 837ms
629:	learn: 0.0076793	total: 1.42s	remaining: 835ms
630:	learn: 0.0076637	total: 1.42s	remaining: 832ms
631:	learn: 0.0076279	total: 1.42s	remaining: 830ms
632:	learn: 0.0076000	total: 1.43s	remaining: 827ms
633:	learn: 0.0075324	total: 1.43s	remaining: 825ms
634:	learn: 0.0074960	total: 1.43s	remaining: 823ms
635:	learn: 0.0074456	total: 1.43s	remaining: 821ms
636:	learn: 0.0074312	total: 1.44s	remaining: 819ms
637:	learn: 0.0073565	total: 1.44s	remaining: 816ms
638:	learn: 0.0073307	total: 1.44s	remaining: 814ms
639:	learn: 0.0073015	total: 1.44s	remaining: 812ms
640:	learn: 0.0071930	total: 1.45s	remaining: 810ms
641:	learn: 0.0071754	total: 1.45s	remaining: 808ms
642:	learn: 0.0071252	total: 1.45s	remaining: 806ms
643:	learn: 0.0070430	total: 1.45s	remaining: 803ms
644:	learn: 0.0070271	total: 1.46s	remaining: 801ms
645:	learn: 0.0069448	total: 1.46s	remaining: 799ms
646:	learn: 0.0069100	total: 1.46s	remaining: 797ms
647:	learn: 0.0068631	total: 1.46s	remaining: 795ms
648:	learn: 0.0068521	total: 1.47s	remaining: 793ms
649:	learn: 0.0068031	total: 1.47s	remaining: 791ms
650:	learn: 0.0067050	total: 1.47s	remaining: 789ms
651:	learn: 0.0066964	total: 1.47s	remaining: 786ms
652:	learn: 0.0066618	total: 1.48s	remaining: 785ms
653:	learn: 0.0066539	total: 1.48s	remaining: 783ms
654:	learn: 0.0065924	total: 1.48s	remaining: 780ms
655:	learn: 0.0065864	total: 1.48s	remaining: 778ms
656:	learn: 0.0064988	total: 1.49s	remaining: 776ms
657:	learn: 0.0064552	total: 1.49s	remaining: 773ms
658:	learn: 0.0064280	total: 1.49s	remaining: 772ms
659:	learn: 0.0064103	total: 1.49s	remaining: 769ms
660:	learn: 0.0063674	total: 1.5s	remaining: 767ms
661:	learn: 0.0063311	total: 1.5s	remaining: 764ms
662:	learn: 0.0062985	total: 1.5s	remaining: 762ms
663:	learn: 0.0062805	total: 1.5s	remaining: 760ms
664:	learn: 0.0062464	total: 1.5s	remaining: 757ms
665:	learn: 0.0061915	total: 1.5s	remaining: 755ms
666:	learn: 0.0060735	total: 1.51s	remaining: 753ms
667:	learn: 0.0060464	total: 1.51s	remaining: 751ms
668:	learn: 0.0060256	total: 1.51s	remaining: 748ms
669:	learn: 0.0059853	total: 1.51s	remaining: 746ms
670:	learn: 0.0059201	total: 1.52s	remaining: 743ms
671:	learn: 0.0059001	total: 1.52s	remaining: 741ms
672:	learn: 0.0058845	total: 1.52s	remaining: 739ms
673:	learn: 0.0058764	total: 1.52s	remaining: 737ms
674:	learn: 0.0058408	total: 1.52s	remaining: 734ms
675:	learn: 0.0058124	total: 1.53s	remaining: 732ms
676:	learn: 0.0057610	total: 1.53s	remaining: 730ms
677:	learn: 0.0057218	total: 1.53s	remaining: 727ms
678:	learn: 0.0056912	total: 1.53s	remaining: 725ms
679:	learn: 0.0056646	total: 1.54s	remaining: 723ms
680:	learn: 0.0056100	total: 1.54s	remaining: 721ms
681:	learn: 0.0055494	total: 1.54s	remaining: 719ms
682:	learn: 0.0055193	total: 1.54s	remaining: 716ms
683:	learn: 0.0054862	total: 1.54s	remaining: 714ms
684:	learn: 0.0054424	total: 1.55s	remaining: 711ms
685:	learn: 0.0054136	total: 1.55s	remaining: 710ms
686:	learn: 0.0054077	total: 1.55s	remaining: 707ms
687:	learn: 0.0053550	total: 1.55s	remaining: 705ms
688:	learn: 0.0053270	total: 1.55s	remaining: 702ms
689:	learn: 0.0052842	total: 1.56s	remaining: 700ms
690:	learn: 0.0052508	total: 1.56s	remaining: 698ms
691:	learn: 0.0052345	total: 1.56s	remaining: 695ms
692:	learn: 0.0052085	total: 1.56s	remaining: 693ms
693:	learn: 0.0051256	total: 1.57s	remaining: 691ms
694:	learn: 0.0051050	total: 1.57s	remaining: 689ms
695:	learn: 0.0050779	total: 1.57s	remaining: 686ms
696:	learn: 0.0050512	total: 1.57s	remaining: 684ms
697:	learn: 0.0050190	total: 1.57s	remaining: 681ms
698:	learn: 0.0050140	total: 1.58s	remaining: 679ms
699:	learn: 0.0049856	total: 1.58s	remaining: 677ms
700:	learn: 0.0049818	total: 1.58s	remaining: 675ms
701:	learn: 0.0049679	total: 1.58s	remaining: 673ms
702:	learn: 0.0049340	total: 1.59s	remaining: 670ms
703:	learn: 0.0049298	total: 1.59s	remaining: 668ms
704:	learn: 0.0049260	total: 1.59s	remaining: 665ms
705:	learn: 0.0048792	total: 1.59s	remaining: 663ms
706:	learn: 0.0048438	total: 1.59s	remaining: 661ms
707:	learn: 0.0048013	total: 1.6s	remaining: 659ms
708:	learn: 0.0047952	total: 1.6s	remaining: 657ms
709:	learn: 0.0047530	total: 1.6s	remaining: 654ms
710:	learn: 0.0047307	total: 1.6s	remaining: 652ms
711:	learn: 0.0047073	total: 1.61s	remaining: 650ms
712:	learn: 0.0046708	total: 1.61s	remaining: 648ms
713:	learn: 0.0046413	total: 1.61s	remaining: 646ms
714:	learn: 0.0046358	total: 1.61s	remaining: 643ms
715:	learn: 0.0045933	total: 1.62s	remaining: 641ms
716:	learn: 0.0045663	total: 1.62s	remaining: 639ms
717:	learn: 0.0045526	total: 1.62s	remaining: 637ms
718:	learn: 0.0045028	total: 1.63s	remaining: 635ms
719:	learn: 0.0044865	total: 1.63s	remaining: 633ms
720:	learn: 0.0044643	total: 1.63s	remaining: 631ms
721:	learn: 0.0044317	total: 1.63s	remaining: 628ms
722:	learn: 0.0044072	total: 1.63s	remaining: 626ms
723:	learn: 0.0043767	total: 1.64s	remaining: 624ms
724:	learn: 0.0043373	total: 1.64s	remaining: 622ms
725:	learn: 0.0043329	total: 1.64s	remaining: 620ms
726:	learn: 0.0042792	total: 1.65s	remaining: 618ms
727:	learn: 0.0042587	total: 1.65s	remaining: 616ms
728:	learn: 0.0042215	total: 1.65s	remaining: 613ms
729:	learn: 0.0041629	total: 1.65s	remaining: 611ms
730:	learn: 0.0041250	total: 1.65s	remaining: 609ms
731:	learn: 0.0041064	total: 1.66s	remaining: 607ms
732:	learn: 0.0040944	total: 1.66s	remaining: 604ms
733:	learn: 0.0040871	total: 1.66s	remaining: 602ms
734:	learn: 0.0040613	total: 1.66s	remaining: 600ms
735:	learn: 0.0040385	total: 1.66s	remaining: 597ms
736:	learn: 0.0039924	total: 1.67s	remaining: 595ms
737:	learn: 0.0039902	total: 1.67s	remaining: 593ms
738:	learn: 0.0039448	total: 1.67s	remaining: 591ms
739:	learn: 0.0038971	total: 1.67s	remaining: 588ms
740:	learn: 0.0038695	total: 1.68s	remaining: 586ms
741:	learn: 0.0038381	total: 1.68s	remaining: 584ms
742:	learn: 0.0038117	total: 1.68s	remaining: 582ms
743:	learn: 0.0037968	total: 1.68s	remaining: 579ms
744:	learn: 0.0037805	total: 1.69s	remaining: 577ms
745:	learn: 0.0037749	total: 1.69s	remaining: 575ms
746:	learn: 0.0037633	total: 1.69s	remaining: 572ms
747:	learn: 0.0037422	total: 1.69s	remaining: 570ms
748:	learn: 0.0037125	total: 1.69s	remaining: 568ms
749:	learn: 0.0037078	total: 1.7s	remaining: 566ms
750:	learn: 0.0037059	total: 1.7s	remaining: 563ms
751:	learn: 0.0036931	total: 1.7s	remaining: 561ms
752:	learn: 0.0036565	total: 1.7s	remaining: 559ms
753:	learn: 0.0036239	total: 1.71s	remaining: 556ms
754:	learn: 0.0036181	total: 1.71s	remaining: 554ms
755:	learn: 0.0035705	total: 1.71s	remaining: 552ms
756:	learn: 0.0035362	total: 1.71s	remaining: 550ms
757:	learn: 0.0035261	total: 1.71s	remaining: 547ms
758:	learn: 0.0034997	total: 1.72s	remaining: 545ms
759:	learn: 0.0034979	total: 1.72s	remaining: 542ms
760:	learn: 0.0034780	total: 1.72s	remaining: 540ms
761:	learn: 0.0034738	total: 1.72s	remaining: 538ms
762:	learn: 0.0034678	total: 1.72s	remaining: 535ms
763:	learn: 0.0034436	total: 1.73s	remaining: 533ms
764:	learn: 0.0034070	total: 1.73s	remaining: 531ms
765:	learn: 0.0033877	total: 1.73s	remaining: 529ms
766:	learn: 0.0033707	total: 1.73s	remaining: 526ms
767:	learn: 0.0033372	total: 1.73s	remaining: 524ms
768:	learn: 0.0033202	total: 1.74s	remaining: 522ms
769:	learn: 0.0032873	total: 1.74s	remaining: 519ms
770:	learn: 0.0032828	total: 1.74s	remaining: 517ms
771:	learn: 0.0032683	total: 1.74s	remaining: 515ms
772:	learn: 0.0032557	total: 1.75s	remaining: 513ms
773:	learn: 0.0032407	total: 1.75s	remaining: 510ms
774:	learn: 0.0032155	total: 1.75s	remaining: 508ms
775:	learn: 0.0031907	total: 1.75s	remaining: 506ms
776:	learn: 0.0031837	total: 1.75s	remaining: 503ms
777:	learn: 0.0031645	total: 1.76s	remaining: 501ms
778:	learn: 0.0031417	total: 1.76s	remaining: 499ms
779:	learn: 0.0031354	total: 1.76s	remaining: 497ms
780:	learn: 0.0031171	total: 1.76s	remaining: 494ms
781:	learn: 0.0031144	total: 1.76s	remaining: 492ms
782:	learn: 0.0030838	total: 1.77s	remaining: 490ms
783:	learn: 0.0030495	total: 1.77s	remaining: 488ms
784:	learn: 0.0030243	total: 1.77s	remaining: 486ms
785:	learn: 0.0030036	total: 1.77s	remaining: 483ms
786:	learn: 0.0029892	total: 1.78s	remaining: 481ms
787:	learn: 0.0029730	total: 1.78s	remaining: 479ms
788:	learn: 0.0029404	total: 1.78s	remaining: 477ms
789:	learn: 0.0029260	total: 1.79s	remaining: 475ms
790:	learn: 0.0029246	total: 1.79s	remaining: 473ms
791:	learn: 0.0029043	total: 1.79s	remaining: 470ms
792:	learn: 0.0028793	total: 1.79s	remaining: 468ms
793:	learn: 0.0028577	total: 1.79s	remaining: 466ms
794:	learn: 0.0028410	total: 1.8s	remaining: 463ms
795:	learn: 0.0028177	total: 1.8s	remaining: 461ms
796:	learn: 0.0027975	total: 1.8s	remaining: 459ms
797:	learn: 0.0027592	total: 1.8s	remaining: 457ms
798:	learn: 0.0027443	total: 1.81s	remaining: 455ms
799:	learn: 0.0027261	total: 1.81s	remaining: 452ms
800:	learn: 0.0026893	total: 1.81s	remaining: 450ms
801:	learn: 0.0026701	total: 1.81s	remaining: 448ms
802:	learn: 0.0026634	total: 1.82s	remaining: 446ms
803:	learn: 0.0026548	total: 1.82s	remaining: 443ms
804:	learn: 0.0026281	total: 1.82s	remaining: 441ms
805:	learn: 0.0026100	total: 1.82s	remaining: 439ms
806:	learn: 0.0025862	total: 1.82s	remaining: 436ms
807:	learn: 0.0025789	total: 1.83s	remaining: 434ms
808:	learn: 0.0025621	total: 1.83s	remaining: 432ms
809:	learn: 0.0025482	total: 1.83s	remaining: 430ms
810:	learn: 0.0025412	total: 1.83s	remaining: 427ms
811:	learn: 0.0025274	total: 1.83s	remaining: 425ms
812:	learn: 0.0024970	total: 1.84s	remaining: 423ms
813:	learn: 0.0024874	total: 1.84s	remaining: 420ms
814:	learn: 0.0024597	total: 1.84s	remaining: 418ms
815:	learn: 0.0024299	total: 1.84s	remaining: 416ms
816:	learn: 0.0024277	total: 1.84s	remaining: 413ms
817:	learn: 0.0024072	total: 1.85s	remaining: 411ms
818:	learn: 0.0023974	total: 1.85s	remaining: 409ms
819:	learn: 0.0023777	total: 1.85s	remaining: 406ms
820:	learn: 0.0023658	total: 1.85s	remaining: 404ms
821:	learn: 0.0023571	total: 1.85s	remaining: 402ms
822:	learn: 0.0023508	total: 1.86s	remaining: 399ms
823:	learn: 0.0023251	total: 1.86s	remaining: 397ms
824:	learn: 0.0023166	total: 1.86s	remaining: 395ms
825:	learn: 0.0023057	total: 1.86s	remaining: 392ms
826:	learn: 0.0023000	total: 1.86s	remaining: 390ms
827:	learn: 0.0022782	total: 1.87s	remaining: 388ms
828:	learn: 0.0022696	total: 1.87s	remaining: 386ms
829:	learn: 0.0022686	total: 1.87s	remaining: 383ms
830:	learn: 0.0022588	total: 1.87s	remaining: 381ms
831:	learn: 0.0022453	total: 1.88s	remaining: 379ms
832:	learn: 0.0022289	total: 1.88s	remaining: 376ms
833:	learn: 0.0022149	total: 1.88s	remaining: 374ms
834:	learn: 0.0022026	total: 1.88s	remaining: 372ms
835:	learn: 0.0021902	total: 1.88s	remaining: 370ms
836:	learn: 0.0021826	total: 1.89s	remaining: 367ms
837:	learn: 0.0021757	total: 1.89s	remaining: 365ms
838:	learn: 0.0021657	total: 1.89s	remaining: 363ms
839:	learn: 0.0021446	total: 1.89s	remaining: 361ms
840:	learn: 0.0021243	total: 1.9s	remaining: 358ms
841:	learn: 0.0021140	total: 1.9s	remaining: 356ms
842:	learn: 0.0021012	total: 1.9s	remaining: 354ms
843:	learn: 0.0020992	total: 1.9s	remaining: 351ms
844:	learn: 0.0020890	total: 1.9s	remaining: 349ms
845:	learn: 0.0020636	total: 1.91s	remaining: 347ms
846:	learn: 0.0020522	total: 1.91s	remaining: 345ms
847:	learn: 0.0020433	total: 1.91s	remaining: 342ms
848:	learn: 0.0020353	total: 1.91s	remaining: 340ms
849:	learn: 0.0020167	total: 1.91s	remaining: 338ms
850:	learn: 0.0020072	total: 1.92s	remaining: 335ms
851:	learn: 0.0020032	total: 1.92s	remaining: 333ms
852:	learn: 0.0019787	total: 1.92s	remaining: 331ms
853:	learn: 0.0019649	total: 1.92s	remaining: 329ms
854:	learn: 0.0019567	total: 1.92s	remaining: 326ms
855:	learn: 0.0019480	total: 1.93s	remaining: 324ms
856:	learn: 0.0019267	total: 1.93s	remaining: 322ms
857:	learn: 0.0019166	total: 1.93s	remaining: 319ms
858:	learn: 0.0019066	total: 1.93s	remaining: 317ms
859:	learn: 0.0018999	total: 1.93s	remaining: 315ms
860:	learn: 0.0018844	total: 1.94s	remaining: 313ms
861:	learn: 0.0018742	total: 1.94s	remaining: 310ms
862:	learn: 0.0018676	total: 1.94s	remaining: 308ms
863:	learn: 0.0018624	total: 1.94s	remaining: 306ms
864:	learn: 0.0018564	total: 1.95s	remaining: 304ms
865:	learn: 0.0018420	total: 1.95s	remaining: 302ms
866:	learn: 0.0018292	total: 1.95s	remaining: 299ms
867:	learn: 0.0018186	total: 1.95s	remaining: 297ms
868:	learn: 0.0018064	total: 1.96s	remaining: 295ms
869:	learn: 0.0017886	total: 1.96s	remaining: 293ms
870:	learn: 0.0017872	total: 1.96s	remaining: 291ms
871:	learn: 0.0017785	total: 1.97s	remaining: 289ms
872:	learn: 0.0017622	total: 1.97s	remaining: 286ms
873:	learn: 0.0017547	total: 1.97s	remaining: 284ms
874:	learn: 0.0017348	total: 1.97s	remaining: 282ms
875:	learn: 0.0017135	total: 1.97s	remaining: 279ms
876:	learn: 0.0017125	total: 1.98s	remaining: 277ms
877:	learn: 0.0016975	total: 1.98s	remaining: 275ms
878:	learn: 0.0016907	total: 1.98s	remaining: 273ms
879:	learn: 0.0016896	total: 1.98s	remaining: 270ms
880:	learn: 0.0016786	total: 1.99s	remaining: 268ms
881:	learn: 0.0016772	total: 1.99s	remaining: 266ms
882:	learn: 0.0016697	total: 1.99s	remaining: 264ms
883:	learn: 0.0016578	total: 1.99s	remaining: 261ms
884:	learn: 0.0016532	total: 1.99s	remaining: 259ms
885:	learn: 0.0016446	total: 2s	remaining: 257ms
886:	learn: 0.0016293	total: 2s	remaining: 255ms
887:	learn: 0.0016223	total: 2s	remaining: 252ms
888:	learn: 0.0016138	total: 2s	remaining: 250ms
889:	learn: 0.0016068	total: 2s	remaining: 248ms
890:	learn: 0.0015965	total: 2.01s	remaining: 246ms
891:	learn: 0.0015828	total: 2.01s	remaining: 243ms
892:	learn: 0.0015666	total: 2.01s	remaining: 241ms
893:	learn: 0.0015577	total: 2.01s	remaining: 239ms
894:	learn: 0.0015519	total: 2.02s	remaining: 236ms
895:	learn: 0.0015511	total: 2.02s	remaining: 234ms
896:	learn: 0.0015392	total: 2.02s	remaining: 232ms
897:	learn: 0.0015344	total: 2.02s	remaining: 230ms
898:	learn: 0.0015203	total: 2.02s	remaining: 227ms
899:	learn: 0.0015129	total: 2.03s	remaining: 225ms
900:	learn: 0.0015084	total: 2.03s	remaining: 223ms
901:	learn: 0.0014936	total: 2.03s	remaining: 221ms
902:	learn: 0.0014843	total: 2.03s	remaining: 218ms
903:	learn: 0.0014718	total: 2.04s	remaining: 216ms
904:	learn: 0.0014707	total: 2.04s	remaining: 214ms
905:	learn: 0.0014619	total: 2.04s	remaining: 212ms
906:	learn: 0.0014555	total: 2.04s	remaining: 209ms
907:	learn: 0.0014490	total: 2.04s	remaining: 207ms
908:	learn: 0.0014381	total: 2.05s	remaining: 205ms
909:	learn: 0.0014324	total: 2.05s	remaining: 203ms
910:	learn: 0.0014224	total: 2.05s	remaining: 200ms
911:	learn: 0.0014075	total: 2.05s	remaining: 198ms
912:	learn: 0.0013924	total: 2.06s	remaining: 196ms
913:	learn: 0.0013833	total: 2.06s	remaining: 194ms
914:	learn: 0.0013824	total: 2.06s	remaining: 191ms
915:	learn: 0.0013767	total: 2.06s	remaining: 189ms
916:	learn: 0.0013675	total: 2.06s	remaining: 187ms
917:	learn: 0.0013658	total: 2.07s	remaining: 185ms
918:	learn: 0.0013565	total: 2.07s	remaining: 182ms
919:	learn: 0.0013455	total: 2.07s	remaining: 180ms
920:	learn: 0.0013412	total: 2.07s	remaining: 178ms
921:	learn: 0.0013356	total: 2.07s	remaining: 176ms
922:	learn: 0.0013213	total: 2.08s	remaining: 173ms
923:	learn: 0.0013160	total: 2.08s	remaining: 171ms
924:	learn: 0.0013131	total: 2.08s	remaining: 169ms
925:	learn: 0.0013053	total: 2.08s	remaining: 167ms
926:	learn: 0.0012972	total: 2.09s	remaining: 164ms
927:	learn: 0.0012964	total: 2.09s	remaining: 162ms
928:	learn: 0.0012897	total: 2.09s	remaining: 160ms
929:	learn: 0.0012872	total: 2.09s	remaining: 158ms
930:	learn: 0.0012854	total: 2.09s	remaining: 155ms
931:	learn: 0.0012775	total: 2.1s	remaining: 153ms
932:	learn: 0.0012722	total: 2.1s	remaining: 151ms
933:	learn: 0.0012640	total: 2.1s	remaining: 149ms
934:	learn: 0.0012608	total: 2.1s	remaining: 146ms
935:	learn: 0.0012521	total: 2.1s	remaining: 144ms
936:	learn: 0.0012386	total: 2.11s	remaining: 142ms
937:	learn: 0.0012318	total: 2.11s	remaining: 140ms
938:	learn: 0.0012200	total: 2.11s	remaining: 137ms
939:	learn: 0.0012193	total: 2.12s	remaining: 135ms
940:	learn: 0.0012156	total: 2.12s	remaining: 133ms
941:	learn: 0.0012022	total: 2.12s	remaining: 131ms
942:	learn: 0.0011969	total: 2.12s	remaining: 128ms
943:	learn: 0.0011897	total: 2.13s	remaining: 126ms
944:	learn: 0.0011795	total: 2.13s	remaining: 124ms
945:	learn: 0.0011738	total: 2.13s	remaining: 122ms
946:	learn: 0.0011665	total: 2.13s	remaining: 119ms
947:	learn: 0.0011560	total: 2.13s	remaining: 117ms
948:	learn: 0.0011510	total: 2.14s	remaining: 115ms
949:	learn: 0.0011467	total: 2.14s	remaining: 113ms
950:	learn: 0.0011354	total: 2.14s	remaining: 110ms
951:	learn: 0.0011275	total: 2.15s	remaining: 108ms
952:	learn: 0.0011232	total: 2.15s	remaining: 106ms
953:	learn: 0.0011170	total: 2.15s	remaining: 104ms
954:	learn: 0.0011120	total: 2.15s	remaining: 101ms
955:	learn: 0.0011066	total: 2.15s	remaining: 99.1ms
956:	learn: 0.0011016	total: 2.16s	remaining: 96.9ms
957:	learn: 0.0010966	total: 2.16s	remaining: 94.6ms
958:	learn: 0.0010931	total: 2.16s	remaining: 92.4ms
959:	learn: 0.0010784	total: 2.16s	remaining: 90.1ms
960:	learn: 0.0010705	total: 2.17s	remaining: 87.9ms
961:	learn: 0.0010649	total: 2.17s	remaining: 85.6ms
962:	learn: 0.0010589	total: 2.17s	remaining: 83.3ms
963:	learn: 0.0010533	total: 2.17s	remaining: 81.1ms
964:	learn: 0.0010522	total: 2.17s	remaining: 78.8ms
965:	learn: 0.0010514	total: 2.17s	remaining: 76.6ms
966:	learn: 0.0010489	total: 2.18s	remaining: 74.3ms
967:	learn: 0.0010461	total: 2.18s	remaining: 72.1ms
968:	learn: 0.0010420	total: 2.18s	remaining: 69.8ms
969:	learn: 0.0010326	total: 2.18s	remaining: 67.5ms
970:	learn: 0.0010303	total: 2.19s	remaining: 65.3ms
971:	learn: 0.0010260	total: 2.19s	remaining: 63ms
972:	learn: 0.0010200	total: 2.19s	remaining: 60.8ms
973:	learn: 0.0010156	total: 2.19s	remaining: 58.5ms
974:	learn: 0.0010116	total: 2.19s	remaining: 56.2ms
975:	learn: 0.0010102	total: 2.19s	remaining: 54ms
976:	learn: 0.0010097	total: 2.2s	remaining: 51.7ms
977:	learn: 0.0010048	total: 2.2s	remaining: 49.5ms
978:	learn: 0.0009958	total: 2.2s	remaining: 47.2ms
979:	learn: 0.0009895	total: 2.2s	remaining: 45ms
980:	learn: 0.0009840	total: 2.2s	remaining: 42.7ms
981:	learn: 0.0009801	total: 2.21s	remaining: 40.5ms
982:	learn: 0.0009780	total: 2.21s	remaining: 38.2ms
983:	learn: 0.0009757	total: 2.21s	remaining: 36ms
984:	learn: 0.0009698	total: 2.21s	remaining: 33.7ms
985:	learn: 0.0009627	total: 2.21s	remaining: 31.4ms
986:	learn: 0.0009582	total: 2.22s	remaining: 29.2ms
987:	learn: 0.0009527	total: 2.22s	remaining: 26.9ms
988:	learn: 0.0009478	total: 2.22s	remaining: 24.7ms
989:	learn: 0.0009333	total: 2.22s	remaining: 22.5ms
990:	learn: 0.0009285	total: 2.23s	remaining: 20.2ms
991:	learn: 0.0009196	total: 2.23s	remaining: 18ms
992:	learn: 0.0009118	total: 2.23s	remaining: 15.7ms
993:	learn: 0.0009092	total: 2.23s	remaining: 13.5ms
994:	learn: 0.0009015	total: 2.23s	remaining: 11.2ms
995:	learn: 0.0008931	total: 2.23s	remaining: 8.97ms
996:	learn: 0.0008924	total: 2.24s	remaining: 6.73ms
997:	learn: 0.0008899	total: 2.24s	remaining: 4.49ms
998:	learn: 0.0008776	total: 2.24s	remaining: 2.24ms
999:	learn: 0.0008725	total: 2.24s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=5, depth=6, total=   2.8s
[CV] learning_rate=0.1, l2_leaf_reg=5, depth=6 .......................
0:	learn: 0.8401175	total: 3.85ms	remaining: 3.84s
1:	learn: 0.8039745	total: 5.9ms	remaining: 2.94s
2:	learn: 0.7666402	total: 8.06ms	remaining: 2.68s
3:	learn: 0.7288071	total: 10.1ms	remaining: 2.5s
4:	learn: 0.6939492	total: 12.1ms	remaining: 2.4s
5:	learn: 0.6626208	total: 14ms	remaining: 2.33s
6:	learn: 0.6378275	total: 16.7ms	remaining: 2.37s
7:	learn: 0.6104961	total: 18.8ms	remaining: 2.33s
8:	learn: 0.5842708	total: 20.7ms	remaining: 2.28s
9:	learn: 0.5689520	total: 22.7ms	remaining: 2.25s
10:	learn: 0.5470575	total: 24.8ms	remaining: 2.23s
11:	learn: 0.5302639	total: 26.8ms	remaining: 2.21s
12:	learn: 0.5157664	total: 28.9ms	remaining: 2.19s
13:	learn: 0.5033562	total: 31.6ms	remaining: 2.23s
14:	learn: 0.4906966	total: 33.7ms	remaining: 2.21s
15:	learn: 0.4776593	total: 35.7ms	remaining: 2.19s
16:	learn: 0.4658550	total: 37.6ms	remaining: 2.17s
17:	learn: 0.4532056	total: 39.6ms	remaining: 2.16s
18:	learn: 0.4416039	total: 41.7ms	remaining: 2.15s
19:	learn: 0.4321121	total: 43.8ms	remaining: 2.15s
20:	learn: 0.4249685	total: 46.7ms	remaining: 2.18s
21:	learn: 0.4160849	total: 48.9ms	remaining: 2.17s
22:	learn: 0.4077376	total: 51.1ms	remaining: 2.17s
23:	learn: 0.3997038	total: 53.2ms	remaining: 2.16s
24:	learn: 0.3923645	total: 55.3ms	remaining: 2.16s
25:	learn: 0.3842694	total: 57.4ms	remaining: 2.15s
26:	learn: 0.3782589	total: 59.5ms	remaining: 2.14s
27:	learn: 0.3716905	total: 62.4ms	remaining: 2.17s
28:	learn: 0.3673924	total: 64.5ms	remaining: 2.16s
29:	learn: 0.3624581	total: 66.5ms	remaining: 2.15s
30:	learn: 0.3583388	total: 68.6ms	remaining: 2.15s
31:	learn: 0.3539552	total: 70.8ms	remaining: 2.14s
32:	learn: 0.3498834	total: 72.9ms	remaining: 2.13s
33:	learn: 0.3491796	total: 74ms	remaining: 2.1s
34:	learn: 0.3439361	total: 76.7ms	remaining: 2.11s
35:	learn: 0.3404865	total: 78.9ms	remaining: 2.11s
36:	learn: 0.3363875	total: 80.9ms	remaining: 2.1s
37:	learn: 0.3341770	total: 82.9ms	remaining: 2.1s
38:	learn: 0.3315352	total: 85ms	remaining: 2.09s
39:	learn: 0.3291092	total: 87.1ms	remaining: 2.09s
40:	learn: 0.3271901	total: 89.2ms	remaining: 2.09s
41:	learn: 0.3248401	total: 91.7ms	remaining: 2.09s
42:	learn: 0.3237243	total: 93ms	remaining: 2.07s
43:	learn: 0.3232060	total: 93.6ms	remaining: 2.03s
44:	learn: 0.3227545	total: 94.3ms	remaining: 2s
45:	learn: 0.3197284	total: 96.3ms	remaining: 2s
46:	learn: 0.3163816	total: 98.1ms	remaining: 1.99s
47:	learn: 0.3145699	total: 100ms	remaining: 1.98s
48:	learn: 0.3131330	total: 102ms	remaining: 1.98s
49:	learn: 0.3117011	total: 104ms	remaining: 1.98s
50:	learn: 0.3107487	total: 107ms	remaining: 1.99s
51:	learn: 0.3084522	total: 109ms	remaining: 1.98s
52:	learn: 0.3053883	total: 110ms	remaining: 1.97s
53:	learn: 0.3035926	total: 112ms	remaining: 1.97s
54:	learn: 0.3014501	total: 114ms	remaining: 1.97s
55:	learn: 0.3004521	total: 116ms	remaining: 1.96s
56:	learn: 0.2986898	total: 118ms	remaining: 1.96s
57:	learn: 0.2963275	total: 120ms	remaining: 1.95s
58:	learn: 0.2944670	total: 124ms	remaining: 1.98s
59:	learn: 0.2933531	total: 126ms	remaining: 1.97s
60:	learn: 0.2922896	total: 128ms	remaining: 1.97s
61:	learn: 0.2916588	total: 128ms	remaining: 1.94s
62:	learn: 0.2906538	total: 130ms	remaining: 1.94s
63:	learn: 0.2899370	total: 132ms	remaining: 1.93s
64:	learn: 0.2889794	total: 134ms	remaining: 1.93s
65:	learn: 0.2882698	total: 136ms	remaining: 1.92s
66:	learn: 0.2830890	total: 139ms	remaining: 1.93s
67:	learn: 0.2824009	total: 141ms	remaining: 1.93s
68:	learn: 0.2801897	total: 143ms	remaining: 1.93s
69:	learn: 0.2761151	total: 146ms	remaining: 1.93s
70:	learn: 0.2751617	total: 148ms	remaining: 1.93s
71:	learn: 0.2712579	total: 150ms	remaining: 1.94s
72:	learn: 0.2666400	total: 152ms	remaining: 1.94s
73:	learn: 0.2659898	total: 155ms	remaining: 1.94s
74:	learn: 0.2653112	total: 157ms	remaining: 1.94s
75:	learn: 0.2626619	total: 160ms	remaining: 1.94s
76:	learn: 0.2596549	total: 162ms	remaining: 1.94s
77:	learn: 0.2589905	total: 164ms	remaining: 1.94s
78:	learn: 0.2578004	total: 167ms	remaining: 1.95s
79:	learn: 0.2538228	total: 170ms	remaining: 1.95s
80:	learn: 0.2532428	total: 171ms	remaining: 1.94s
81:	learn: 0.2527105	total: 173ms	remaining: 1.94s
82:	learn: 0.2504277	total: 175ms	remaining: 1.94s
83:	learn: 0.2498830	total: 177ms	remaining: 1.93s
84:	learn: 0.2493400	total: 180ms	remaining: 1.93s
85:	learn: 0.2467798	total: 182ms	remaining: 1.93s
86:	learn: 0.2460271	total: 184ms	remaining: 1.93s
87:	learn: 0.2455468	total: 186ms	remaining: 1.93s
88:	learn: 0.2414824	total: 188ms	remaining: 1.92s
89:	learn: 0.2410914	total: 190ms	remaining: 1.92s
90:	learn: 0.2384781	total: 192ms	remaining: 1.91s
91:	learn: 0.2346806	total: 194ms	remaining: 1.91s
92:	learn: 0.2341865	total: 196ms	remaining: 1.91s
93:	learn: 0.2309818	total: 198ms	remaining: 1.91s
94:	learn: 0.2280979	total: 200ms	remaining: 1.9s
95:	learn: 0.2274529	total: 202ms	remaining: 1.9s
96:	learn: 0.2241579	total: 204ms	remaining: 1.9s
97:	learn: 0.2236141	total: 206ms	remaining: 1.89s
98:	learn: 0.2231085	total: 208ms	remaining: 1.89s
99:	learn: 0.2195658	total: 210ms	remaining: 1.89s
100:	learn: 0.2164986	total: 212ms	remaining: 1.89s
101:	learn: 0.2148107	total: 214ms	remaining: 1.88s
102:	learn: 0.2119662	total: 216ms	remaining: 1.88s
103:	learn: 0.2088741	total: 218ms	remaining: 1.88s
104:	learn: 0.2061813	total: 220ms	remaining: 1.87s
105:	learn: 0.2035214	total: 222ms	remaining: 1.87s
106:	learn: 0.2030140	total: 224ms	remaining: 1.87s
107:	learn: 0.2024841	total: 226ms	remaining: 1.87s
108:	learn: 0.2007456	total: 228ms	remaining: 1.86s
109:	learn: 0.1988988	total: 230ms	remaining: 1.86s
110:	learn: 0.1957232	total: 232ms	remaining: 1.86s
111:	learn: 0.1952996	total: 234ms	remaining: 1.85s
112:	learn: 0.1949634	total: 236ms	remaining: 1.85s
113:	learn: 0.1928711	total: 238ms	remaining: 1.85s
114:	learn: 0.1923973	total: 240ms	remaining: 1.85s
115:	learn: 0.1898653	total: 242ms	remaining: 1.84s
116:	learn: 0.1872163	total: 244ms	remaining: 1.84s
117:	learn: 0.1848578	total: 246ms	remaining: 1.84s
118:	learn: 0.1821379	total: 248ms	remaining: 1.84s
119:	learn: 0.1797364	total: 250ms	remaining: 1.83s
120:	learn: 0.1788864	total: 252ms	remaining: 1.83s
121:	learn: 0.1785296	total: 254ms	remaining: 1.83s
122:	learn: 0.1777349	total: 256ms	remaining: 1.83s
123:	learn: 0.1754010	total: 258ms	remaining: 1.82s
124:	learn: 0.1739762	total: 260ms	remaining: 1.82s
125:	learn: 0.1714816	total: 262ms	remaining: 1.82s
126:	learn: 0.1708287	total: 265ms	remaining: 1.82s
127:	learn: 0.1703079	total: 266ms	remaining: 1.81s
128:	learn: 0.1685332	total: 269ms	remaining: 1.82s
129:	learn: 0.1678959	total: 271ms	remaining: 1.81s
130:	learn: 0.1659186	total: 273ms	remaining: 1.81s
131:	learn: 0.1652635	total: 275ms	remaining: 1.81s
132:	learn: 0.1647143	total: 277ms	remaining: 1.8s
133:	learn: 0.1627349	total: 279ms	remaining: 1.8s
134:	learn: 0.1624224	total: 281ms	remaining: 1.8s
135:	learn: 0.1621341	total: 283ms	remaining: 1.79s
136:	learn: 0.1616307	total: 285ms	remaining: 1.79s
137:	learn: 0.1595912	total: 287ms	remaining: 1.79s
138:	learn: 0.1590747	total: 289ms	remaining: 1.79s
139:	learn: 0.1574296	total: 291ms	remaining: 1.78s
140:	learn: 0.1566184	total: 293ms	remaining: 1.78s
141:	learn: 0.1544468	total: 295ms	remaining: 1.78s
142:	learn: 0.1527547	total: 297ms	remaining: 1.78s
143:	learn: 0.1520474	total: 299ms	remaining: 1.78s
144:	learn: 0.1518180	total: 301ms	remaining: 1.77s
145:	learn: 0.1503132	total: 304ms	remaining: 1.78s
146:	learn: 0.1500665	total: 306ms	remaining: 1.78s
147:	learn: 0.1480205	total: 309ms	remaining: 1.78s
148:	learn: 0.1455165	total: 311ms	remaining: 1.77s
149:	learn: 0.1452807	total: 314ms	remaining: 1.78s
150:	learn: 0.1438903	total: 317ms	remaining: 1.78s
151:	learn: 0.1423311	total: 319ms	remaining: 1.78s
152:	learn: 0.1415171	total: 321ms	remaining: 1.78s
153:	learn: 0.1407819	total: 324ms	remaining: 1.78s
154:	learn: 0.1399008	total: 326ms	remaining: 1.78s
155:	learn: 0.1386877	total: 329ms	remaining: 1.78s
156:	learn: 0.1365747	total: 331ms	remaining: 1.78s
157:	learn: 0.1347126	total: 334ms	remaining: 1.78s
158:	learn: 0.1326793	total: 336ms	remaining: 1.78s
159:	learn: 0.1324699	total: 339ms	remaining: 1.78s
160:	learn: 0.1321017	total: 341ms	remaining: 1.78s
161:	learn: 0.1319011	total: 344ms	remaining: 1.78s
162:	learn: 0.1297138	total: 346ms	remaining: 1.77s
163:	learn: 0.1289465	total: 347ms	remaining: 1.77s
164:	learn: 0.1276746	total: 349ms	remaining: 1.77s
165:	learn: 0.1267692	total: 351ms	remaining: 1.76s
166:	learn: 0.1255542	total: 353ms	remaining: 1.76s
167:	learn: 0.1243937	total: 355ms	remaining: 1.76s
168:	learn: 0.1233160	total: 359ms	remaining: 1.76s
169:	learn: 0.1221685	total: 361ms	remaining: 1.76s
170:	learn: 0.1205277	total: 364ms	remaining: 1.76s
171:	learn: 0.1201402	total: 366ms	remaining: 1.76s
172:	learn: 0.1188968	total: 368ms	remaining: 1.76s
173:	learn: 0.1175706	total: 370ms	remaining: 1.75s
174:	learn: 0.1164606	total: 372ms	remaining: 1.75s
175:	learn: 0.1153471	total: 374ms	remaining: 1.75s
176:	learn: 0.1140089	total: 376ms	remaining: 1.75s
177:	learn: 0.1130097	total: 378ms	remaining: 1.75s
178:	learn: 0.1125150	total: 380ms	remaining: 1.74s
179:	learn: 0.1110653	total: 382ms	remaining: 1.74s
180:	learn: 0.1098735	total: 384ms	remaining: 1.74s
181:	learn: 0.1087404	total: 386ms	remaining: 1.73s
182:	learn: 0.1075776	total: 388ms	remaining: 1.73s
183:	learn: 0.1061641	total: 390ms	remaining: 1.73s
184:	learn: 0.1052813	total: 392ms	remaining: 1.72s
185:	learn: 0.1045116	total: 393ms	remaining: 1.72s
186:	learn: 0.1040575	total: 395ms	remaining: 1.72s
187:	learn: 0.1035195	total: 397ms	remaining: 1.72s
188:	learn: 0.1028947	total: 399ms	remaining: 1.71s
189:	learn: 0.1021213	total: 402ms	remaining: 1.71s
190:	learn: 0.1015404	total: 404ms	remaining: 1.71s
191:	learn: 0.1013940	total: 406ms	remaining: 1.71s
192:	learn: 0.1004869	total: 408ms	remaining: 1.7s
193:	learn: 0.1003607	total: 410ms	remaining: 1.7s
194:	learn: 0.1002589	total: 411ms	remaining: 1.7s
195:	learn: 0.0990990	total: 413ms	remaining: 1.7s
196:	learn: 0.0989795	total: 416ms	remaining: 1.7s
197:	learn: 0.0979889	total: 418ms	remaining: 1.69s
198:	learn: 0.0975694	total: 421ms	remaining: 1.69s
199:	learn: 0.0961154	total: 423ms	remaining: 1.69s
200:	learn: 0.0954528	total: 426ms	remaining: 1.69s
201:	learn: 0.0950085	total: 429ms	remaining: 1.69s
202:	learn: 0.0943293	total: 432ms	remaining: 1.7s
203:	learn: 0.0942144	total: 434ms	remaining: 1.69s
204:	learn: 0.0940973	total: 437ms	remaining: 1.69s
205:	learn: 0.0933523	total: 439ms	remaining: 1.69s
206:	learn: 0.0922909	total: 442ms	remaining: 1.69s
207:	learn: 0.0916075	total: 445ms	remaining: 1.69s
208:	learn: 0.0908679	total: 448ms	remaining: 1.69s
209:	learn: 0.0900112	total: 450ms	remaining: 1.69s
210:	learn: 0.0896348	total: 453ms	remaining: 1.69s
211:	learn: 0.0895341	total: 455ms	remaining: 1.69s
212:	learn: 0.0888372	total: 458ms	remaining: 1.69s
213:	learn: 0.0883719	total: 461ms	remaining: 1.69s
214:	learn: 0.0872358	total: 463ms	remaining: 1.69s
215:	learn: 0.0865764	total: 466ms	remaining: 1.69s
216:	learn: 0.0862347	total: 470ms	remaining: 1.7s
217:	learn: 0.0858351	total: 474ms	remaining: 1.7s
218:	learn: 0.0848959	total: 477ms	remaining: 1.7s
219:	learn: 0.0839076	total: 480ms	remaining: 1.7s
220:	learn: 0.0834335	total: 484ms	remaining: 1.7s
221:	learn: 0.0826413	total: 487ms	remaining: 1.71s
222:	learn: 0.0816649	total: 491ms	remaining: 1.71s
223:	learn: 0.0810570	total: 494ms	remaining: 1.71s
224:	learn: 0.0801620	total: 497ms	remaining: 1.71s
225:	learn: 0.0795619	total: 501ms	remaining: 1.71s
226:	learn: 0.0788514	total: 505ms	remaining: 1.72s
227:	learn: 0.0778770	total: 509ms	remaining: 1.72s
228:	learn: 0.0770045	total: 511ms	remaining: 1.72s
229:	learn: 0.0762706	total: 514ms	remaining: 1.72s
230:	learn: 0.0756178	total: 518ms	remaining: 1.72s
231:	learn: 0.0752185	total: 520ms	remaining: 1.72s
232:	learn: 0.0743727	total: 523ms	remaining: 1.72s
233:	learn: 0.0734939	total: 526ms	remaining: 1.72s
234:	learn: 0.0728781	total: 528ms	remaining: 1.72s
235:	learn: 0.0721103	total: 532ms	remaining: 1.72s
236:	learn: 0.0712983	total: 534ms	remaining: 1.72s
237:	learn: 0.0705167	total: 537ms	remaining: 1.72s
238:	learn: 0.0701693	total: 539ms	remaining: 1.72s
239:	learn: 0.0694374	total: 542ms	remaining: 1.72s
240:	learn: 0.0689711	total: 544ms	remaining: 1.71s
241:	learn: 0.0685390	total: 547ms	remaining: 1.71s
242:	learn: 0.0681059	total: 549ms	remaining: 1.71s
243:	learn: 0.0672411	total: 552ms	remaining: 1.71s
244:	learn: 0.0670816	total: 555ms	remaining: 1.71s
245:	learn: 0.0665802	total: 557ms	remaining: 1.71s
246:	learn: 0.0664100	total: 560ms	remaining: 1.71s
247:	learn: 0.0660748	total: 566ms	remaining: 1.72s
248:	learn: 0.0658787	total: 570ms	remaining: 1.72s
249:	learn: 0.0656311	total: 574ms	remaining: 1.72s
250:	learn: 0.0649569	total: 578ms	remaining: 1.72s
251:	learn: 0.0647369	total: 581ms	remaining: 1.72s
252:	learn: 0.0640423	total: 583ms	remaining: 1.72s
253:	learn: 0.0639804	total: 585ms	remaining: 1.72s
254:	learn: 0.0637430	total: 588ms	remaining: 1.72s
255:	learn: 0.0630789	total: 590ms	remaining: 1.71s
256:	learn: 0.0624331	total: 592ms	remaining: 1.71s
257:	learn: 0.0623593	total: 594ms	remaining: 1.71s
258:	learn: 0.0618839	total: 596ms	remaining: 1.7s
259:	learn: 0.0618309	total: 598ms	remaining: 1.7s
260:	learn: 0.0617122	total: 599ms	remaining: 1.7s
261:	learn: 0.0613219	total: 601ms	remaining: 1.69s
262:	learn: 0.0606224	total: 603ms	remaining: 1.69s
263:	learn: 0.0603358	total: 605ms	remaining: 1.69s
264:	learn: 0.0602564	total: 608ms	remaining: 1.69s
265:	learn: 0.0596214	total: 610ms	remaining: 1.68s
266:	learn: 0.0589764	total: 612ms	remaining: 1.68s
267:	learn: 0.0582372	total: 614ms	remaining: 1.68s
268:	learn: 0.0577135	total: 616ms	remaining: 1.67s
269:	learn: 0.0569735	total: 618ms	remaining: 1.67s
270:	learn: 0.0562939	total: 620ms	remaining: 1.67s
271:	learn: 0.0556085	total: 625ms	remaining: 1.67s
272:	learn: 0.0552155	total: 628ms	remaining: 1.67s
273:	learn: 0.0548883	total: 631ms	remaining: 1.67s
274:	learn: 0.0544167	total: 635ms	remaining: 1.67s
275:	learn: 0.0541240	total: 639ms	remaining: 1.68s
276:	learn: 0.0538761	total: 642ms	remaining: 1.68s
277:	learn: 0.0534762	total: 645ms	remaining: 1.67s
278:	learn: 0.0527684	total: 648ms	remaining: 1.68s
279:	learn: 0.0522238	total: 652ms	remaining: 1.68s
280:	learn: 0.0519396	total: 656ms	remaining: 1.68s
281:	learn: 0.0516540	total: 659ms	remaining: 1.68s
282:	learn: 0.0515368	total: 661ms	remaining: 1.68s
283:	learn: 0.0509354	total: 664ms	remaining: 1.67s
284:	learn: 0.0504838	total: 668ms	remaining: 1.67s
285:	learn: 0.0503974	total: 670ms	remaining: 1.67s
286:	learn: 0.0502022	total: 673ms	remaining: 1.67s
287:	learn: 0.0498583	total: 676ms	remaining: 1.67s
288:	learn: 0.0492873	total: 678ms	remaining: 1.67s
289:	learn: 0.0488420	total: 681ms	remaining: 1.67s
290:	learn: 0.0483854	total: 684ms	remaining: 1.67s
291:	learn: 0.0481461	total: 686ms	remaining: 1.66s
292:	learn: 0.0479969	total: 689ms	remaining: 1.66s
293:	learn: 0.0474593	total: 691ms	remaining: 1.66s
294:	learn: 0.0470310	total: 695ms	remaining: 1.66s
295:	learn: 0.0469194	total: 697ms	remaining: 1.66s
296:	learn: 0.0463141	total: 700ms	remaining: 1.66s
297:	learn: 0.0458887	total: 702ms	remaining: 1.65s
298:	learn: 0.0455416	total: 705ms	remaining: 1.65s
299:	learn: 0.0450035	total: 707ms	remaining: 1.65s
300:	learn: 0.0446649	total: 710ms	remaining: 1.65s
301:	learn: 0.0443420	total: 713ms	remaining: 1.65s
302:	learn: 0.0442386	total: 715ms	remaining: 1.64s
303:	learn: 0.0441923	total: 718ms	remaining: 1.64s
304:	learn: 0.0441118	total: 720ms	remaining: 1.64s
305:	learn: 0.0440119	total: 723ms	remaining: 1.64s
306:	learn: 0.0439042	total: 726ms	remaining: 1.64s
307:	learn: 0.0435247	total: 728ms	remaining: 1.64s
308:	learn: 0.0428945	total: 731ms	remaining: 1.63s
309:	learn: 0.0425623	total: 733ms	remaining: 1.63s
310:	learn: 0.0422666	total: 736ms	remaining: 1.63s
311:	learn: 0.0420940	total: 738ms	remaining: 1.63s
312:	learn: 0.0420275	total: 741ms	remaining: 1.63s
313:	learn: 0.0418058	total: 743ms	remaining: 1.62s
314:	learn: 0.0415723	total: 746ms	remaining: 1.62s
315:	learn: 0.0412415	total: 748ms	remaining: 1.62s
316:	learn: 0.0411506	total: 751ms	remaining: 1.62s
317:	learn: 0.0408437	total: 754ms	remaining: 1.62s
318:	learn: 0.0407703	total: 757ms	remaining: 1.62s
319:	learn: 0.0406117	total: 760ms	remaining: 1.61s
320:	learn: 0.0402594	total: 762ms	remaining: 1.61s
321:	learn: 0.0399755	total: 765ms	remaining: 1.61s
322:	learn: 0.0394530	total: 767ms	remaining: 1.61s
323:	learn: 0.0391285	total: 769ms	remaining: 1.6s
324:	learn: 0.0388205	total: 771ms	remaining: 1.6s
325:	learn: 0.0386684	total: 773ms	remaining: 1.6s
326:	learn: 0.0382228	total: 775ms	remaining: 1.59s
327:	learn: 0.0381310	total: 778ms	remaining: 1.59s
328:	learn: 0.0378507	total: 780ms	remaining: 1.59s
329:	learn: 0.0377072	total: 783ms	remaining: 1.59s
330:	learn: 0.0375579	total: 785ms	remaining: 1.59s
331:	learn: 0.0372497	total: 787ms	remaining: 1.58s
332:	learn: 0.0371976	total: 790ms	remaining: 1.58s
333:	learn: 0.0368080	total: 792ms	remaining: 1.58s
334:	learn: 0.0367359	total: 795ms	remaining: 1.58s
335:	learn: 0.0364106	total: 798ms	remaining: 1.58s
336:	learn: 0.0359319	total: 800ms	remaining: 1.57s
337:	learn: 0.0356770	total: 802ms	remaining: 1.57s
338:	learn: 0.0352883	total: 805ms	remaining: 1.57s
339:	learn: 0.0351539	total: 807ms	remaining: 1.57s
340:	learn: 0.0349784	total: 810ms	remaining: 1.56s
341:	learn: 0.0346237	total: 812ms	remaining: 1.56s
342:	learn: 0.0343405	total: 815ms	remaining: 1.56s
343:	learn: 0.0339083	total: 818ms	remaining: 1.56s
344:	learn: 0.0338242	total: 820ms	remaining: 1.56s
345:	learn: 0.0333740	total: 822ms	remaining: 1.55s
346:	learn: 0.0331190	total: 825ms	remaining: 1.55s
347:	learn: 0.0328990	total: 827ms	remaining: 1.55s
348:	learn: 0.0326287	total: 829ms	remaining: 1.55s
349:	learn: 0.0323505	total: 831ms	remaining: 1.54s
350:	learn: 0.0320213	total: 833ms	remaining: 1.54s
351:	learn: 0.0318514	total: 835ms	remaining: 1.54s
352:	learn: 0.0315966	total: 837ms	remaining: 1.53s
353:	learn: 0.0313568	total: 840ms	remaining: 1.53s
354:	learn: 0.0311795	total: 844ms	remaining: 1.53s
355:	learn: 0.0311508	total: 846ms	remaining: 1.53s
356:	learn: 0.0309743	total: 849ms	remaining: 1.53s
357:	learn: 0.0308483	total: 851ms	remaining: 1.53s
358:	learn: 0.0305346	total: 854ms	remaining: 1.52s
359:	learn: 0.0301366	total: 857ms	remaining: 1.52s
360:	learn: 0.0299837	total: 860ms	remaining: 1.52s
361:	learn: 0.0297164	total: 862ms	remaining: 1.52s
362:	learn: 0.0294992	total: 865ms	remaining: 1.52s
363:	learn: 0.0292198	total: 868ms	remaining: 1.52s
364:	learn: 0.0289787	total: 871ms	remaining: 1.51s
365:	learn: 0.0286762	total: 873ms	remaining: 1.51s
366:	learn: 0.0283186	total: 875ms	remaining: 1.51s
367:	learn: 0.0281047	total: 878ms	remaining: 1.51s
368:	learn: 0.0278778	total: 881ms	remaining: 1.5s
369:	learn: 0.0276704	total: 884ms	remaining: 1.5s
370:	learn: 0.0276263	total: 886ms	remaining: 1.5s
371:	learn: 0.0274869	total: 889ms	remaining: 1.5s
372:	learn: 0.0273847	total: 892ms	remaining: 1.5s
373:	learn: 0.0271757	total: 894ms	remaining: 1.5s
374:	learn: 0.0271260	total: 897ms	remaining: 1.5s
375:	learn: 0.0270241	total: 900ms	remaining: 1.49s
376:	learn: 0.0268542	total: 902ms	remaining: 1.49s
377:	learn: 0.0266426	total: 905ms	remaining: 1.49s
378:	learn: 0.0264967	total: 908ms	remaining: 1.49s
379:	learn: 0.0261473	total: 911ms	remaining: 1.49s
380:	learn: 0.0258549	total: 914ms	remaining: 1.48s
381:	learn: 0.0258160	total: 916ms	remaining: 1.48s
382:	learn: 0.0257462	total: 919ms	remaining: 1.48s
383:	learn: 0.0256000	total: 921ms	remaining: 1.48s
384:	learn: 0.0255594	total: 924ms	remaining: 1.48s
385:	learn: 0.0253106	total: 927ms	remaining: 1.47s
386:	learn: 0.0249073	total: 930ms	remaining: 1.47s
387:	learn: 0.0247109	total: 932ms	remaining: 1.47s
388:	learn: 0.0244878	total: 935ms	remaining: 1.47s
389:	learn: 0.0243344	total: 937ms	remaining: 1.47s
390:	learn: 0.0241501	total: 940ms	remaining: 1.46s
391:	learn: 0.0239907	total: 943ms	remaining: 1.46s
392:	learn: 0.0237290	total: 947ms	remaining: 1.46s
393:	learn: 0.0236055	total: 950ms	remaining: 1.46s
394:	learn: 0.0233983	total: 954ms	remaining: 1.46s
395:	learn: 0.0231921	total: 957ms	remaining: 1.46s
396:	learn: 0.0230710	total: 961ms	remaining: 1.46s
397:	learn: 0.0230256	total: 964ms	remaining: 1.46s
398:	learn: 0.0227919	total: 968ms	remaining: 1.46s
399:	learn: 0.0226624	total: 971ms	remaining: 1.46s
400:	learn: 0.0224810	total: 974ms	remaining: 1.45s
401:	learn: 0.0224103	total: 977ms	remaining: 1.45s
402:	learn: 0.0221665	total: 980ms	remaining: 1.45s
403:	learn: 0.0221382	total: 983ms	remaining: 1.45s
404:	learn: 0.0219287	total: 986ms	remaining: 1.45s
405:	learn: 0.0218854	total: 988ms	remaining: 1.45s
406:	learn: 0.0216837	total: 990ms	remaining: 1.44s
407:	learn: 0.0216624	total: 992ms	remaining: 1.44s
408:	learn: 0.0214822	total: 994ms	remaining: 1.44s
409:	learn: 0.0213941	total: 997ms	remaining: 1.43s
410:	learn: 0.0213680	total: 999ms	remaining: 1.43s
411:	learn: 0.0212315	total: 1s	remaining: 1.43s
412:	learn: 0.0210568	total: 1s	remaining: 1.42s
413:	learn: 0.0207844	total: 1s	remaining: 1.42s
414:	learn: 0.0207462	total: 1.01s	remaining: 1.42s
415:	learn: 0.0205571	total: 1.01s	remaining: 1.42s
416:	learn: 0.0205205	total: 1.01s	remaining: 1.41s
417:	learn: 0.0204374	total: 1.01s	remaining: 1.41s
418:	learn: 0.0201159	total: 1.01s	remaining: 1.41s
419:	learn: 0.0201010	total: 1.02s	remaining: 1.4s
420:	learn: 0.0200384	total: 1.02s	remaining: 1.4s
421:	learn: 0.0199229	total: 1.02s	remaining: 1.4s
422:	learn: 0.0198551	total: 1.02s	remaining: 1.39s
423:	learn: 0.0197339	total: 1.02s	remaining: 1.39s
424:	learn: 0.0196998	total: 1.03s	remaining: 1.39s
425:	learn: 0.0194937	total: 1.03s	remaining: 1.39s
426:	learn: 0.0193487	total: 1.03s	remaining: 1.38s
427:	learn: 0.0193110	total: 1.03s	remaining: 1.38s
428:	learn: 0.0191674	total: 1.03s	remaining: 1.38s
429:	learn: 0.0190400	total: 1.03s	remaining: 1.37s
430:	learn: 0.0189088	total: 1.04s	remaining: 1.37s
431:	learn: 0.0187722	total: 1.04s	remaining: 1.37s
432:	learn: 0.0186259	total: 1.04s	remaining: 1.36s
433:	learn: 0.0185228	total: 1.04s	remaining: 1.36s
434:	learn: 0.0183998	total: 1.05s	remaining: 1.36s
435:	learn: 0.0181525	total: 1.05s	remaining: 1.36s
436:	learn: 0.0180575	total: 1.05s	remaining: 1.35s
437:	learn: 0.0178840	total: 1.05s	remaining: 1.35s
438:	learn: 0.0177331	total: 1.05s	remaining: 1.35s
439:	learn: 0.0175718	total: 1.06s	remaining: 1.34s
440:	learn: 0.0174085	total: 1.06s	remaining: 1.34s
441:	learn: 0.0172476	total: 1.06s	remaining: 1.34s
442:	learn: 0.0169859	total: 1.06s	remaining: 1.33s
443:	learn: 0.0168634	total: 1.06s	remaining: 1.33s
444:	learn: 0.0167927	total: 1.07s	remaining: 1.33s
445:	learn: 0.0167607	total: 1.07s	remaining: 1.33s
446:	learn: 0.0167159	total: 1.07s	remaining: 1.32s
447:	learn: 0.0165664	total: 1.07s	remaining: 1.32s
448:	learn: 0.0164542	total: 1.07s	remaining: 1.32s
449:	learn: 0.0163375	total: 1.08s	remaining: 1.32s
450:	learn: 0.0162296	total: 1.08s	remaining: 1.31s
451:	learn: 0.0160598	total: 1.08s	remaining: 1.31s
452:	learn: 0.0159930	total: 1.08s	remaining: 1.31s
453:	learn: 0.0159650	total: 1.08s	remaining: 1.3s
454:	learn: 0.0157660	total: 1.09s	remaining: 1.3s
455:	learn: 0.0156690	total: 1.09s	remaining: 1.3s
456:	learn: 0.0155072	total: 1.09s	remaining: 1.29s
457:	learn: 0.0154170	total: 1.09s	remaining: 1.29s
458:	learn: 0.0152903	total: 1.09s	remaining: 1.29s
459:	learn: 0.0150808	total: 1.1s	remaining: 1.29s
460:	learn: 0.0150564	total: 1.1s	remaining: 1.28s
461:	learn: 0.0150408	total: 1.1s	remaining: 1.28s
462:	learn: 0.0149148	total: 1.1s	remaining: 1.28s
463:	learn: 0.0147141	total: 1.1s	remaining: 1.28s
464:	learn: 0.0146466	total: 1.11s	remaining: 1.27s
465:	learn: 0.0145466	total: 1.11s	remaining: 1.27s
466:	learn: 0.0145340	total: 1.11s	remaining: 1.27s
467:	learn: 0.0144441	total: 1.11s	remaining: 1.27s
468:	learn: 0.0143032	total: 1.12s	remaining: 1.26s
469:	learn: 0.0142429	total: 1.12s	remaining: 1.26s
470:	learn: 0.0141009	total: 1.12s	remaining: 1.26s
471:	learn: 0.0139942	total: 1.12s	remaining: 1.26s
472:	learn: 0.0139109	total: 1.13s	remaining: 1.25s
473:	learn: 0.0138870	total: 1.13s	remaining: 1.25s
474:	learn: 0.0138771	total: 1.13s	remaining: 1.25s
475:	learn: 0.0137938	total: 1.14s	remaining: 1.25s
476:	learn: 0.0137272	total: 1.14s	remaining: 1.25s
477:	learn: 0.0135611	total: 1.14s	remaining: 1.25s
478:	learn: 0.0134589	total: 1.15s	remaining: 1.25s
479:	learn: 0.0134228	total: 1.15s	remaining: 1.25s
480:	learn: 0.0133188	total: 1.15s	remaining: 1.24s
481:	learn: 0.0131765	total: 1.15s	remaining: 1.24s
482:	learn: 0.0130706	total: 1.16s	remaining: 1.24s
483:	learn: 0.0130341	total: 1.16s	remaining: 1.24s
484:	learn: 0.0129592	total: 1.16s	remaining: 1.23s
485:	learn: 0.0128906	total: 1.17s	remaining: 1.23s
486:	learn: 0.0127455	total: 1.17s	remaining: 1.23s
487:	learn: 0.0126425	total: 1.17s	remaining: 1.23s
488:	learn: 0.0125928	total: 1.17s	remaining: 1.23s
489:	learn: 0.0124838	total: 1.18s	remaining: 1.22s
490:	learn: 0.0123146	total: 1.18s	remaining: 1.22s
491:	learn: 0.0122352	total: 1.18s	remaining: 1.22s
492:	learn: 0.0121642	total: 1.18s	remaining: 1.22s
493:	learn: 0.0120284	total: 1.19s	remaining: 1.22s
494:	learn: 0.0119978	total: 1.19s	remaining: 1.21s
495:	learn: 0.0119521	total: 1.19s	remaining: 1.21s
496:	learn: 0.0119104	total: 1.19s	remaining: 1.21s
497:	learn: 0.0117454	total: 1.2s	remaining: 1.21s
498:	learn: 0.0116933	total: 1.2s	remaining: 1.2s
499:	learn: 0.0116210	total: 1.2s	remaining: 1.2s
500:	learn: 0.0115417	total: 1.2s	remaining: 1.2s
501:	learn: 0.0113520	total: 1.21s	remaining: 1.2s
502:	learn: 0.0112924	total: 1.21s	remaining: 1.2s
503:	learn: 0.0111890	total: 1.21s	remaining: 1.19s
504:	learn: 0.0110797	total: 1.22s	remaining: 1.19s
505:	learn: 0.0110593	total: 1.22s	remaining: 1.19s
506:	learn: 0.0109934	total: 1.22s	remaining: 1.19s
507:	learn: 0.0109326	total: 1.23s	remaining: 1.19s
508:	learn: 0.0108173	total: 1.23s	remaining: 1.19s
509:	learn: 0.0107300	total: 1.23s	remaining: 1.18s
510:	learn: 0.0106435	total: 1.23s	remaining: 1.18s
511:	learn: 0.0105780	total: 1.24s	remaining: 1.18s
512:	learn: 0.0104691	total: 1.24s	remaining: 1.18s
513:	learn: 0.0103029	total: 1.24s	remaining: 1.17s
514:	learn: 0.0102672	total: 1.24s	remaining: 1.17s
515:	learn: 0.0102141	total: 1.25s	remaining: 1.17s
516:	learn: 0.0101421	total: 1.25s	remaining: 1.17s
517:	learn: 0.0101074	total: 1.25s	remaining: 1.17s
518:	learn: 0.0099480	total: 1.25s	remaining: 1.16s
519:	learn: 0.0098899	total: 1.26s	remaining: 1.16s
520:	learn: 0.0098343	total: 1.26s	remaining: 1.16s
521:	learn: 0.0098163	total: 1.26s	remaining: 1.16s
522:	learn: 0.0097810	total: 1.26s	remaining: 1.15s
523:	learn: 0.0097215	total: 1.27s	remaining: 1.15s
524:	learn: 0.0097051	total: 1.27s	remaining: 1.15s
525:	learn: 0.0096033	total: 1.27s	remaining: 1.15s
526:	learn: 0.0095430	total: 1.27s	remaining: 1.15s
527:	learn: 0.0094631	total: 1.28s	remaining: 1.14s
528:	learn: 0.0093919	total: 1.28s	remaining: 1.14s
529:	learn: 0.0093307	total: 1.28s	remaining: 1.14s
530:	learn: 0.0092874	total: 1.28s	remaining: 1.14s
531:	learn: 0.0092060	total: 1.29s	remaining: 1.13s
532:	learn: 0.0091599	total: 1.29s	remaining: 1.13s
533:	learn: 0.0090941	total: 1.29s	remaining: 1.13s
534:	learn: 0.0090317	total: 1.29s	remaining: 1.13s
535:	learn: 0.0089913	total: 1.3s	remaining: 1.12s
536:	learn: 0.0089621	total: 1.3s	remaining: 1.12s
537:	learn: 0.0089082	total: 1.3s	remaining: 1.12s
538:	learn: 0.0088621	total: 1.3s	remaining: 1.12s
539:	learn: 0.0087807	total: 1.31s	remaining: 1.11s
540:	learn: 0.0087004	total: 1.31s	remaining: 1.11s
541:	learn: 0.0086867	total: 1.31s	remaining: 1.11s
542:	learn: 0.0085899	total: 1.31s	remaining: 1.1s
543:	learn: 0.0085289	total: 1.32s	remaining: 1.1s
544:	learn: 0.0084230	total: 1.32s	remaining: 1.1s
545:	learn: 0.0084122	total: 1.32s	remaining: 1.1s
546:	learn: 0.0083339	total: 1.32s	remaining: 1.09s
547:	learn: 0.0082721	total: 1.32s	remaining: 1.09s
548:	learn: 0.0082287	total: 1.32s	remaining: 1.09s
549:	learn: 0.0081789	total: 1.33s	remaining: 1.09s
550:	learn: 0.0081272	total: 1.33s	remaining: 1.08s
551:	learn: 0.0080715	total: 1.33s	remaining: 1.08s
552:	learn: 0.0079654	total: 1.33s	remaining: 1.08s
553:	learn: 0.0079072	total: 1.34s	remaining: 1.07s
554:	learn: 0.0078177	total: 1.34s	remaining: 1.07s
555:	learn: 0.0077604	total: 1.34s	remaining: 1.07s
556:	learn: 0.0077190	total: 1.34s	remaining: 1.07s
557:	learn: 0.0076815	total: 1.34s	remaining: 1.06s
558:	learn: 0.0076485	total: 1.35s	remaining: 1.06s
559:	learn: 0.0076211	total: 1.35s	remaining: 1.06s
560:	learn: 0.0075797	total: 1.35s	remaining: 1.06s
561:	learn: 0.0075740	total: 1.35s	remaining: 1.05s
562:	learn: 0.0075602	total: 1.35s	remaining: 1.05s
563:	learn: 0.0074824	total: 1.36s	remaining: 1.05s
564:	learn: 0.0074657	total: 1.36s	remaining: 1.05s
565:	learn: 0.0073901	total: 1.36s	remaining: 1.04s
566:	learn: 0.0073236	total: 1.36s	remaining: 1.04s
567:	learn: 0.0072909	total: 1.36s	remaining: 1.04s
568:	learn: 0.0072644	total: 1.37s	remaining: 1.03s
569:	learn: 0.0072483	total: 1.37s	remaining: 1.03s
570:	learn: 0.0072033	total: 1.37s	remaining: 1.03s
571:	learn: 0.0071423	total: 1.37s	remaining: 1.03s
572:	learn: 0.0071040	total: 1.38s	remaining: 1.02s
573:	learn: 0.0070941	total: 1.38s	remaining: 1.02s
574:	learn: 0.0070292	total: 1.38s	remaining: 1.02s
575:	learn: 0.0069783	total: 1.38s	remaining: 1.02s
576:	learn: 0.0069314	total: 1.38s	remaining: 1.01s
577:	learn: 0.0068864	total: 1.39s	remaining: 1.01s
578:	learn: 0.0068315	total: 1.39s	remaining: 1.01s
579:	learn: 0.0067987	total: 1.39s	remaining: 1.01s
580:	learn: 0.0067808	total: 1.39s	remaining: 1s
581:	learn: 0.0067126	total: 1.39s	remaining: 1s
582:	learn: 0.0066414	total: 1.4s	remaining: 998ms
583:	learn: 0.0065942	total: 1.4s	remaining: 996ms
584:	learn: 0.0065712	total: 1.4s	remaining: 993ms
585:	learn: 0.0065293	total: 1.4s	remaining: 990ms
586:	learn: 0.0064916	total: 1.4s	remaining: 988ms
587:	learn: 0.0064464	total: 1.41s	remaining: 985ms
588:	learn: 0.0064264	total: 1.41s	remaining: 982ms
589:	learn: 0.0063853	total: 1.41s	remaining: 980ms
590:	learn: 0.0063363	total: 1.41s	remaining: 977ms
591:	learn: 0.0062802	total: 1.41s	remaining: 974ms
592:	learn: 0.0062169	total: 1.42s	remaining: 972ms
593:	learn: 0.0061542	total: 1.42s	remaining: 969ms
594:	learn: 0.0061237	total: 1.42s	remaining: 967ms
595:	learn: 0.0060692	total: 1.42s	remaining: 964ms
596:	learn: 0.0060387	total: 1.42s	remaining: 961ms
597:	learn: 0.0060333	total: 1.43s	remaining: 959ms
598:	learn: 0.0059913	total: 1.43s	remaining: 956ms
599:	learn: 0.0059835	total: 1.43s	remaining: 953ms
600:	learn: 0.0059205	total: 1.43s	remaining: 951ms
601:	learn: 0.0058927	total: 1.43s	remaining: 948ms
602:	learn: 0.0058436	total: 1.44s	remaining: 946ms
603:	learn: 0.0058087	total: 1.44s	remaining: 944ms
604:	learn: 0.0057136	total: 1.44s	remaining: 942ms
605:	learn: 0.0056588	total: 1.44s	remaining: 939ms
606:	learn: 0.0056500	total: 1.45s	remaining: 937ms
607:	learn: 0.0056350	total: 1.45s	remaining: 935ms
608:	learn: 0.0056158	total: 1.45s	remaining: 932ms
609:	learn: 0.0055479	total: 1.45s	remaining: 930ms
610:	learn: 0.0055291	total: 1.46s	remaining: 927ms
611:	learn: 0.0055026	total: 1.46s	remaining: 925ms
612:	learn: 0.0054742	total: 1.46s	remaining: 922ms
613:	learn: 0.0054352	total: 1.46s	remaining: 920ms
614:	learn: 0.0053898	total: 1.47s	remaining: 918ms
615:	learn: 0.0053427	total: 1.47s	remaining: 915ms
616:	learn: 0.0053115	total: 1.47s	remaining: 913ms
617:	learn: 0.0052804	total: 1.47s	remaining: 911ms
618:	learn: 0.0052721	total: 1.47s	remaining: 908ms
619:	learn: 0.0052584	total: 1.48s	remaining: 905ms
620:	learn: 0.0052246	total: 1.48s	remaining: 903ms
621:	learn: 0.0051930	total: 1.48s	remaining: 900ms
622:	learn: 0.0051319	total: 1.48s	remaining: 898ms
623:	learn: 0.0050929	total: 1.49s	remaining: 895ms
624:	learn: 0.0050695	total: 1.49s	remaining: 893ms
625:	learn: 0.0050575	total: 1.49s	remaining: 891ms
626:	learn: 0.0050374	total: 1.49s	remaining: 889ms
627:	learn: 0.0050045	total: 1.5s	remaining: 886ms
628:	learn: 0.0049559	total: 1.5s	remaining: 884ms
629:	learn: 0.0048877	total: 1.5s	remaining: 882ms
630:	learn: 0.0048590	total: 1.5s	remaining: 880ms
631:	learn: 0.0048319	total: 1.51s	remaining: 878ms
632:	learn: 0.0048222	total: 1.51s	remaining: 875ms
633:	learn: 0.0047850	total: 1.51s	remaining: 873ms
634:	learn: 0.0047397	total: 1.51s	remaining: 871ms
635:	learn: 0.0046718	total: 1.52s	remaining: 869ms
636:	learn: 0.0046290	total: 1.52s	remaining: 867ms
637:	learn: 0.0045753	total: 1.52s	remaining: 865ms
638:	learn: 0.0045501	total: 1.53s	remaining: 863ms
639:	learn: 0.0045262	total: 1.53s	remaining: 861ms
640:	learn: 0.0045013	total: 1.53s	remaining: 858ms
641:	learn: 0.0044660	total: 1.53s	remaining: 856ms
642:	learn: 0.0044506	total: 1.54s	remaining: 854ms
643:	learn: 0.0044254	total: 1.54s	remaining: 852ms
644:	learn: 0.0044087	total: 1.54s	remaining: 850ms
645:	learn: 0.0043484	total: 1.55s	remaining: 847ms
646:	learn: 0.0043205	total: 1.55s	remaining: 845ms
647:	learn: 0.0042914	total: 1.55s	remaining: 843ms
648:	learn: 0.0042703	total: 1.55s	remaining: 841ms
649:	learn: 0.0042479	total: 1.56s	remaining: 839ms
650:	learn: 0.0042193	total: 1.56s	remaining: 837ms
651:	learn: 0.0041978	total: 1.56s	remaining: 835ms
652:	learn: 0.0041943	total: 1.57s	remaining: 833ms
653:	learn: 0.0041872	total: 1.57s	remaining: 831ms
654:	learn: 0.0041663	total: 1.57s	remaining: 829ms
655:	learn: 0.0041606	total: 1.57s	remaining: 826ms
656:	learn: 0.0041486	total: 1.58s	remaining: 825ms
657:	learn: 0.0041321	total: 1.58s	remaining: 823ms
658:	learn: 0.0040915	total: 1.58s	remaining: 820ms
659:	learn: 0.0040567	total: 1.59s	remaining: 818ms
660:	learn: 0.0040319	total: 1.59s	remaining: 816ms
661:	learn: 0.0040055	total: 1.59s	remaining: 814ms
662:	learn: 0.0039836	total: 1.6s	remaining: 811ms
663:	learn: 0.0039635	total: 1.6s	remaining: 810ms
664:	learn: 0.0039442	total: 1.6s	remaining: 808ms
665:	learn: 0.0039057	total: 1.61s	remaining: 806ms
666:	learn: 0.0038687	total: 1.61s	remaining: 804ms
667:	learn: 0.0038236	total: 1.61s	remaining: 802ms
668:	learn: 0.0037915	total: 1.62s	remaining: 800ms
669:	learn: 0.0037654	total: 1.62s	remaining: 798ms
670:	learn: 0.0037167	total: 1.62s	remaining: 796ms
671:	learn: 0.0036833	total: 1.63s	remaining: 794ms
672:	learn: 0.0036458	total: 1.63s	remaining: 791ms
673:	learn: 0.0036196	total: 1.63s	remaining: 789ms
674:	learn: 0.0036013	total: 1.63s	remaining: 786ms
675:	learn: 0.0035566	total: 1.64s	remaining: 784ms
676:	learn: 0.0035492	total: 1.64s	remaining: 782ms
677:	learn: 0.0035412	total: 1.64s	remaining: 779ms
678:	learn: 0.0035157	total: 1.64s	remaining: 777ms
679:	learn: 0.0034891	total: 1.64s	remaining: 774ms
680:	learn: 0.0034656	total: 1.65s	remaining: 771ms
681:	learn: 0.0034502	total: 1.65s	remaining: 769ms
682:	learn: 0.0034170	total: 1.65s	remaining: 767ms
683:	learn: 0.0033789	total: 1.65s	remaining: 764ms
684:	learn: 0.0033652	total: 1.66s	remaining: 761ms
685:	learn: 0.0033307	total: 1.66s	remaining: 759ms
686:	learn: 0.0033159	total: 1.66s	remaining: 756ms
687:	learn: 0.0033017	total: 1.66s	remaining: 753ms
688:	learn: 0.0032914	total: 1.66s	remaining: 751ms
689:	learn: 0.0032728	total: 1.67s	remaining: 749ms
690:	learn: 0.0032540	total: 1.67s	remaining: 746ms
691:	learn: 0.0032429	total: 1.67s	remaining: 743ms
692:	learn: 0.0032256	total: 1.67s	remaining: 741ms
693:	learn: 0.0032049	total: 1.67s	remaining: 738ms
694:	learn: 0.0031901	total: 1.68s	remaining: 736ms
695:	learn: 0.0031720	total: 1.68s	remaining: 733ms
696:	learn: 0.0031681	total: 1.68s	remaining: 731ms
697:	learn: 0.0031160	total: 1.68s	remaining: 728ms
698:	learn: 0.0030895	total: 1.68s	remaining: 725ms
699:	learn: 0.0030670	total: 1.69s	remaining: 723ms
700:	learn: 0.0030304	total: 1.69s	remaining: 720ms
701:	learn: 0.0030186	total: 1.69s	remaining: 718ms
702:	learn: 0.0030005	total: 1.69s	remaining: 715ms
703:	learn: 0.0029767	total: 1.69s	remaining: 712ms
704:	learn: 0.0029476	total: 1.7s	remaining: 710ms
705:	learn: 0.0029274	total: 1.7s	remaining: 707ms
706:	learn: 0.0029081	total: 1.7s	remaining: 705ms
707:	learn: 0.0029026	total: 1.7s	remaining: 702ms
708:	learn: 0.0028969	total: 1.7s	remaining: 700ms
709:	learn: 0.0028900	total: 1.71s	remaining: 697ms
710:	learn: 0.0028707	total: 1.71s	remaining: 695ms
711:	learn: 0.0028405	total: 1.71s	remaining: 692ms
712:	learn: 0.0028202	total: 1.71s	remaining: 690ms
713:	learn: 0.0028088	total: 1.72s	remaining: 688ms
714:	learn: 0.0027800	total: 1.72s	remaining: 685ms
715:	learn: 0.0027735	total: 1.72s	remaining: 683ms
716:	learn: 0.0027517	total: 1.72s	remaining: 680ms
717:	learn: 0.0027196	total: 1.73s	remaining: 678ms
718:	learn: 0.0027007	total: 1.73s	remaining: 675ms
719:	learn: 0.0026664	total: 1.73s	remaining: 673ms
720:	learn: 0.0026476	total: 1.73s	remaining: 670ms
721:	learn: 0.0026402	total: 1.73s	remaining: 668ms
722:	learn: 0.0026311	total: 1.74s	remaining: 665ms
723:	learn: 0.0026193	total: 1.74s	remaining: 663ms
724:	learn: 0.0026124	total: 1.74s	remaining: 660ms
725:	learn: 0.0025856	total: 1.74s	remaining: 658ms
726:	learn: 0.0025518	total: 1.74s	remaining: 655ms
727:	learn: 0.0025338	total: 1.75s	remaining: 653ms
728:	learn: 0.0025143	total: 1.75s	remaining: 650ms
729:	learn: 0.0025095	total: 1.75s	remaining: 647ms
730:	learn: 0.0024914	total: 1.75s	remaining: 645ms
731:	learn: 0.0024866	total: 1.75s	remaining: 642ms
732:	learn: 0.0024604	total: 1.76s	remaining: 640ms
733:	learn: 0.0024478	total: 1.76s	remaining: 637ms
734:	learn: 0.0024356	total: 1.76s	remaining: 635ms
735:	learn: 0.0024091	total: 1.76s	remaining: 633ms
736:	learn: 0.0023865	total: 1.77s	remaining: 631ms
737:	learn: 0.0023647	total: 1.77s	remaining: 628ms
738:	learn: 0.0023396	total: 1.77s	remaining: 626ms
739:	learn: 0.0023162	total: 1.77s	remaining: 623ms
740:	learn: 0.0023091	total: 1.78s	remaining: 621ms
741:	learn: 0.0023025	total: 1.78s	remaining: 619ms
742:	learn: 0.0022883	total: 1.78s	remaining: 616ms
743:	learn: 0.0022712	total: 1.78s	remaining: 614ms
744:	learn: 0.0022644	total: 1.79s	remaining: 611ms
745:	learn: 0.0022525	total: 1.79s	remaining: 609ms
746:	learn: 0.0022490	total: 1.79s	remaining: 607ms
747:	learn: 0.0022317	total: 1.79s	remaining: 604ms
748:	learn: 0.0022195	total: 1.79s	remaining: 602ms
749:	learn: 0.0021927	total: 1.8s	remaining: 600ms
750:	learn: 0.0021632	total: 1.8s	remaining: 597ms
751:	learn: 0.0021485	total: 1.8s	remaining: 595ms
752:	learn: 0.0021332	total: 1.8s	remaining: 592ms
753:	learn: 0.0021197	total: 1.81s	remaining: 590ms
754:	learn: 0.0021139	total: 1.81s	remaining: 587ms
755:	learn: 0.0021021	total: 1.81s	remaining: 584ms
756:	learn: 0.0020800	total: 1.81s	remaining: 582ms
757:	learn: 0.0020580	total: 1.81s	remaining: 580ms
758:	learn: 0.0020451	total: 1.82s	remaining: 577ms
759:	learn: 0.0020355	total: 1.82s	remaining: 574ms
760:	learn: 0.0020138	total: 1.82s	remaining: 572ms
761:	learn: 0.0019864	total: 1.82s	remaining: 569ms
762:	learn: 0.0019789	total: 1.82s	remaining: 567ms
763:	learn: 0.0019749	total: 1.83s	remaining: 565ms
764:	learn: 0.0019706	total: 1.83s	remaining: 562ms
765:	learn: 0.0019533	total: 1.83s	remaining: 560ms
766:	learn: 0.0019428	total: 1.83s	remaining: 557ms
767:	learn: 0.0019358	total: 1.83s	remaining: 554ms
768:	learn: 0.0019312	total: 1.84s	remaining: 552ms
769:	learn: 0.0019192	total: 1.84s	remaining: 549ms
770:	learn: 0.0019139	total: 1.84s	remaining: 547ms
771:	learn: 0.0019069	total: 1.84s	remaining: 545ms
772:	learn: 0.0018956	total: 1.85s	remaining: 543ms
773:	learn: 0.0018826	total: 1.85s	remaining: 540ms
774:	learn: 0.0018640	total: 1.85s	remaining: 538ms
775:	learn: 0.0018608	total: 1.85s	remaining: 536ms
776:	learn: 0.0018512	total: 1.86s	remaining: 533ms
777:	learn: 0.0018461	total: 1.86s	remaining: 531ms
778:	learn: 0.0018288	total: 1.86s	remaining: 529ms
779:	learn: 0.0018238	total: 1.86s	remaining: 526ms
780:	learn: 0.0018198	total: 1.87s	remaining: 524ms
781:	learn: 0.0018116	total: 1.87s	remaining: 522ms
782:	learn: 0.0017945	total: 1.87s	remaining: 519ms
783:	learn: 0.0017843	total: 1.88s	remaining: 517ms
784:	learn: 0.0017794	total: 1.88s	remaining: 515ms
785:	learn: 0.0017747	total: 1.88s	remaining: 512ms
786:	learn: 0.0017660	total: 1.88s	remaining: 510ms
787:	learn: 0.0017568	total: 1.89s	remaining: 508ms
788:	learn: 0.0017511	total: 1.89s	remaining: 505ms
789:	learn: 0.0017402	total: 1.89s	remaining: 503ms
790:	learn: 0.0017378	total: 1.9s	remaining: 501ms
791:	learn: 0.0017164	total: 1.9s	remaining: 498ms
792:	learn: 0.0017087	total: 1.9s	remaining: 496ms
793:	learn: 0.0016952	total: 1.9s	remaining: 494ms
794:	learn: 0.0016840	total: 1.91s	remaining: 491ms
795:	learn: 0.0016734	total: 1.91s	remaining: 489ms
796:	learn: 0.0016713	total: 1.91s	remaining: 487ms
797:	learn: 0.0016693	total: 1.91s	remaining: 484ms
798:	learn: 0.0016601	total: 1.92s	remaining: 482ms
799:	learn: 0.0016586	total: 1.92s	remaining: 480ms
800:	learn: 0.0016514	total: 1.92s	remaining: 477ms
801:	learn: 0.0016380	total: 1.92s	remaining: 475ms
802:	learn: 0.0016328	total: 1.93s	remaining: 473ms
803:	learn: 0.0016262	total: 1.93s	remaining: 471ms
804:	learn: 0.0016113	total: 1.94s	remaining: 469ms
805:	learn: 0.0015993	total: 1.94s	remaining: 467ms
806:	learn: 0.0015918	total: 1.94s	remaining: 465ms
807:	learn: 0.0015812	total: 1.95s	remaining: 462ms
808:	learn: 0.0015787	total: 1.95s	remaining: 460ms
809:	learn: 0.0015653	total: 1.95s	remaining: 458ms
810:	learn: 0.0015584	total: 1.96s	remaining: 456ms
811:	learn: 0.0015421	total: 1.96s	remaining: 454ms
812:	learn: 0.0015408	total: 1.96s	remaining: 452ms
813:	learn: 0.0015272	total: 1.97s	remaining: 449ms
814:	learn: 0.0015213	total: 1.97s	remaining: 448ms
815:	learn: 0.0015096	total: 1.98s	remaining: 446ms
816:	learn: 0.0015045	total: 1.98s	remaining: 443ms
817:	learn: 0.0015021	total: 1.98s	remaining: 441ms
818:	learn: 0.0014957	total: 1.98s	remaining: 438ms
819:	learn: 0.0014897	total: 1.99s	remaining: 436ms
820:	learn: 0.0014856	total: 1.99s	remaining: 433ms
821:	learn: 0.0014786	total: 1.99s	remaining: 431ms
822:	learn: 0.0014676	total: 1.99s	remaining: 429ms
823:	learn: 0.0014484	total: 1.99s	remaining: 426ms
824:	learn: 0.0014401	total: 2s	remaining: 424ms
825:	learn: 0.0014365	total: 2s	remaining: 421ms
826:	learn: 0.0014347	total: 2s	remaining: 419ms
827:	learn: 0.0014321	total: 2s	remaining: 416ms
828:	learn: 0.0014260	total: 2s	remaining: 414ms
829:	learn: 0.0014200	total: 2.01s	remaining: 411ms
830:	learn: 0.0014153	total: 2.01s	remaining: 409ms
831:	learn: 0.0014104	total: 2.01s	remaining: 406ms
832:	learn: 0.0013978	total: 2.01s	remaining: 404ms
833:	learn: 0.0013921	total: 2.02s	remaining: 401ms
834:	learn: 0.0013872	total: 2.02s	remaining: 399ms
835:	learn: 0.0013755	total: 2.02s	remaining: 396ms
836:	learn: 0.0013709	total: 2.02s	remaining: 394ms
837:	learn: 0.0013613	total: 2.02s	remaining: 391ms
838:	learn: 0.0013519	total: 2.03s	remaining: 389ms
839:	learn: 0.0013496	total: 2.03s	remaining: 386ms
840:	learn: 0.0013396	total: 2.03s	remaining: 384ms
841:	learn: 0.0013370	total: 2.03s	remaining: 382ms
842:	learn: 0.0013224	total: 2.04s	remaining: 379ms
843:	learn: 0.0013123	total: 2.04s	remaining: 377ms
844:	learn: 0.0013008	total: 2.04s	remaining: 374ms
845:	learn: 0.0012958	total: 2.04s	remaining: 372ms
846:	learn: 0.0012896	total: 2.04s	remaining: 369ms
847:	learn: 0.0012789	total: 2.05s	remaining: 367ms
848:	learn: 0.0012715	total: 2.05s	remaining: 365ms
849:	learn: 0.0012614	total: 2.05s	remaining: 362ms
850:	learn: 0.0012492	total: 2.05s	remaining: 359ms
851:	learn: 0.0012418	total: 2.06s	remaining: 357ms
852:	learn: 0.0012335	total: 2.06s	remaining: 355ms
853:	learn: 0.0012236	total: 2.06s	remaining: 352ms
854:	learn: 0.0012178	total: 2.06s	remaining: 350ms
855:	learn: 0.0012083	total: 2.06s	remaining: 347ms
856:	learn: 0.0012037	total: 2.07s	remaining: 345ms
857:	learn: 0.0011965	total: 2.07s	remaining: 342ms
858:	learn: 0.0011955	total: 2.07s	remaining: 340ms
859:	learn: 0.0011935	total: 2.07s	remaining: 337ms
860:	learn: 0.0011873	total: 2.08s	remaining: 335ms
861:	learn: 0.0011836	total: 2.08s	remaining: 333ms
862:	learn: 0.0011767	total: 2.08s	remaining: 330ms
863:	learn: 0.0011736	total: 2.08s	remaining: 328ms
864:	learn: 0.0011585	total: 2.08s	remaining: 325ms
865:	learn: 0.0011548	total: 2.08s	remaining: 323ms
866:	learn: 0.0011430	total: 2.09s	remaining: 320ms
867:	learn: 0.0011326	total: 2.09s	remaining: 318ms
868:	learn: 0.0011277	total: 2.09s	remaining: 316ms
869:	learn: 0.0011180	total: 2.1s	remaining: 313ms
870:	learn: 0.0011105	total: 2.1s	remaining: 311ms
871:	learn: 0.0011027	total: 2.1s	remaining: 308ms
872:	learn: 0.0010948	total: 2.1s	remaining: 306ms
873:	learn: 0.0010940	total: 2.1s	remaining: 303ms
874:	learn: 0.0010909	total: 2.11s	remaining: 301ms
875:	learn: 0.0010852	total: 2.11s	remaining: 299ms
876:	learn: 0.0010835	total: 2.11s	remaining: 296ms
877:	learn: 0.0010808	total: 2.11s	remaining: 294ms
878:	learn: 0.0010748	total: 2.12s	remaining: 291ms
879:	learn: 0.0010655	total: 2.12s	remaining: 289ms
880:	learn: 0.0010635	total: 2.12s	remaining: 287ms
881:	learn: 0.0010518	total: 2.12s	remaining: 284ms
882:	learn: 0.0010447	total: 2.13s	remaining: 282ms
883:	learn: 0.0010388	total: 2.13s	remaining: 279ms
884:	learn: 0.0010305	total: 2.13s	remaining: 277ms
885:	learn: 0.0010260	total: 2.13s	remaining: 275ms
886:	learn: 0.0010217	total: 2.14s	remaining: 272ms
887:	learn: 0.0010165	total: 2.14s	remaining: 270ms
888:	learn: 0.0010071	total: 2.14s	remaining: 267ms
889:	learn: 0.0010016	total: 2.14s	remaining: 265ms
890:	learn: 0.0010004	total: 2.15s	remaining: 263ms
891:	learn: 0.0009979	total: 2.15s	remaining: 260ms
892:	learn: 0.0009960	total: 2.15s	remaining: 258ms
893:	learn: 0.0009814	total: 2.15s	remaining: 255ms
894:	learn: 0.0009757	total: 2.15s	remaining: 253ms
895:	learn: 0.0009687	total: 2.16s	remaining: 250ms
896:	learn: 0.0009643	total: 2.16s	remaining: 248ms
897:	learn: 0.0009577	total: 2.16s	remaining: 246ms
898:	learn: 0.0009529	total: 2.16s	remaining: 243ms
899:	learn: 0.0009426	total: 2.17s	remaining: 241ms
900:	learn: 0.0009321	total: 2.17s	remaining: 238ms
901:	learn: 0.0009261	total: 2.17s	remaining: 236ms
902:	learn: 0.0009204	total: 2.17s	remaining: 233ms
903:	learn: 0.0009130	total: 2.17s	remaining: 231ms
904:	learn: 0.0009111	total: 2.18s	remaining: 229ms
905:	learn: 0.0009040	total: 2.18s	remaining: 226ms
906:	learn: 0.0009016	total: 2.18s	remaining: 224ms
907:	learn: 0.0008918	total: 2.18s	remaining: 221ms
908:	learn: 0.0008850	total: 2.18s	remaining: 219ms
909:	learn: 0.0008838	total: 2.19s	remaining: 216ms
910:	learn: 0.0008797	total: 2.19s	remaining: 214ms
911:	learn: 0.0008790	total: 2.19s	remaining: 211ms
912:	learn: 0.0008741	total: 2.19s	remaining: 209ms
913:	learn: 0.0008689	total: 2.19s	remaining: 207ms
914:	learn: 0.0008608	total: 2.2s	remaining: 204ms
915:	learn: 0.0008565	total: 2.2s	remaining: 202ms
916:	learn: 0.0008521	total: 2.2s	remaining: 199ms
917:	learn: 0.0008501	total: 2.2s	remaining: 197ms
918:	learn: 0.0008442	total: 2.21s	remaining: 194ms
919:	learn: 0.0008392	total: 2.21s	remaining: 192ms
920:	learn: 0.0008324	total: 2.21s	remaining: 190ms
921:	learn: 0.0008267	total: 2.21s	remaining: 187ms
922:	learn: 0.0008229	total: 2.21s	remaining: 185ms
923:	learn: 0.0008175	total: 2.21s	remaining: 182ms
924:	learn: 0.0008060	total: 2.22s	remaining: 180ms
925:	learn: 0.0007988	total: 2.22s	remaining: 177ms
926:	learn: 0.0007936	total: 2.22s	remaining: 175ms
927:	learn: 0.0007895	total: 2.22s	remaining: 173ms
928:	learn: 0.0007866	total: 2.23s	remaining: 170ms
929:	learn: 0.0007784	total: 2.23s	remaining: 168ms
930:	learn: 0.0007747	total: 2.23s	remaining: 165ms
931:	learn: 0.0007735	total: 2.23s	remaining: 163ms
932:	learn: 0.0007697	total: 2.23s	remaining: 160ms
933:	learn: 0.0007595	total: 2.24s	remaining: 158ms
934:	learn: 0.0007506	total: 2.24s	remaining: 156ms
935:	learn: 0.0007491	total: 2.24s	remaining: 153ms
936:	learn: 0.0007445	total: 2.24s	remaining: 151ms
937:	learn: 0.0007421	total: 2.24s	remaining: 148ms
938:	learn: 0.0007348	total: 2.25s	remaining: 146ms
939:	learn: 0.0007281	total: 2.25s	remaining: 144ms
940:	learn: 0.0007217	total: 2.25s	remaining: 141ms
941:	learn: 0.0007156	total: 2.25s	remaining: 139ms
942:	learn: 0.0007102	total: 2.26s	remaining: 136ms
943:	learn: 0.0007087	total: 2.26s	remaining: 134ms
944:	learn: 0.0007073	total: 2.26s	remaining: 132ms
945:	learn: 0.0007001	total: 2.27s	remaining: 129ms
946:	learn: 0.0006971	total: 2.27s	remaining: 127ms
947:	learn: 0.0006960	total: 2.27s	remaining: 125ms
948:	learn: 0.0006948	total: 2.28s	remaining: 122ms
949:	learn: 0.0006940	total: 2.28s	remaining: 120ms
950:	learn: 0.0006881	total: 2.29s	remaining: 118ms
951:	learn: 0.0006810	total: 2.29s	remaining: 115ms
952:	learn: 0.0006761	total: 2.29s	remaining: 113ms
953:	learn: 0.0006742	total: 2.3s	remaining: 111ms
954:	learn: 0.0006685	total: 2.3s	remaining: 108ms
955:	learn: 0.0006635	total: 2.3s	remaining: 106ms
956:	learn: 0.0006563	total: 2.31s	remaining: 104ms
957:	learn: 0.0006478	total: 2.31s	remaining: 101ms
958:	learn: 0.0006406	total: 2.31s	remaining: 98.9ms
959:	learn: 0.0006382	total: 2.32s	remaining: 96.6ms
960:	learn: 0.0006355	total: 2.32s	remaining: 94.2ms
961:	learn: 0.0006310	total: 2.33s	remaining: 91.9ms
962:	learn: 0.0006272	total: 2.33s	remaining: 89.5ms
963:	learn: 0.0006261	total: 2.33s	remaining: 87.1ms
964:	learn: 0.0006239	total: 2.34s	remaining: 84.8ms
965:	learn: 0.0006173	total: 2.34s	remaining: 82.4ms
966:	learn: 0.0006135	total: 2.35s	remaining: 80.1ms
967:	learn: 0.0006120	total: 2.35s	remaining: 77.7ms
968:	learn: 0.0006073	total: 2.36s	remaining: 75.4ms
969:	learn: 0.0006052	total: 2.36s	remaining: 73ms
970:	learn: 0.0006043	total: 2.36s	remaining: 70.6ms
971:	learn: 0.0006010	total: 2.37s	remaining: 68.2ms
972:	learn: 0.0006003	total: 2.37s	remaining: 65.8ms
973:	learn: 0.0005969	total: 2.37s	remaining: 63.4ms
974:	learn: 0.0005960	total: 2.38s	remaining: 61ms
975:	learn: 0.0005924	total: 2.38s	remaining: 58.6ms
976:	learn: 0.0005887	total: 2.39s	remaining: 56.2ms
977:	learn: 0.0005857	total: 2.39s	remaining: 53.8ms
978:	learn: 0.0005840	total: 2.4s	remaining: 51.4ms
979:	learn: 0.0005790	total: 2.4s	remaining: 49ms
980:	learn: 0.0005757	total: 2.4s	remaining: 46.5ms
981:	learn: 0.0005723	total: 2.4s	remaining: 44.1ms
982:	learn: 0.0005716	total: 2.41s	remaining: 41.6ms
983:	learn: 0.0005692	total: 2.41s	remaining: 39.2ms
984:	learn: 0.0005658	total: 2.41s	remaining: 36.8ms
985:	learn: 0.0005641	total: 2.42s	remaining: 34.3ms
986:	learn: 0.0005599	total: 2.42s	remaining: 31.9ms
987:	learn: 0.0005586	total: 2.42s	remaining: 29.4ms
988:	learn: 0.0005562	total: 2.42s	remaining: 27ms
989:	learn: 0.0005514	total: 2.43s	remaining: 24.5ms
990:	learn: 0.0005498	total: 2.43s	remaining: 22.1ms
991:	learn: 0.0005487	total: 2.43s	remaining: 19.6ms
992:	learn: 0.0005429	total: 2.43s	remaining: 17.2ms
993:	learn: 0.0005403	total: 2.44s	remaining: 14.7ms
994:	learn: 0.0005377	total: 2.44s	remaining: 12.3ms
995:	learn: 0.0005352	total: 2.44s	remaining: 9.81ms
996:	learn: 0.0005323	total: 2.44s	remaining: 7.36ms
997:	learn: 0.0005311	total: 2.45s	remaining: 4.9ms
998:	learn: 0.0005274	total: 2.45s	remaining: 2.45ms
999:	learn: 0.0005211	total: 2.45s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=5, depth=6, total=   3.0s
[CV] learning_rate=0.1, l2_leaf_reg=5, depth=6 .......................
0:	learn: 0.8482471	total: 2.64ms	remaining: 2.64s
1:	learn: 0.8087661	total: 5.38ms	remaining: 2.68s
2:	learn: 0.7710168	total: 7.65ms	remaining: 2.54s
3:	learn: 0.7322585	total: 10ms	remaining: 2.49s
4:	learn: 0.6978157	total: 12.1ms	remaining: 2.42s
5:	learn: 0.6676952	total: 14.2ms	remaining: 2.35s
6:	learn: 0.6426466	total: 16.3ms	remaining: 2.32s
7:	learn: 0.6161986	total: 18.8ms	remaining: 2.33s
8:	learn: 0.5939826	total: 22ms	remaining: 2.42s
9:	learn: 0.5730684	total: 24.1ms	remaining: 2.39s
10:	learn: 0.5512336	total: 26.2ms	remaining: 2.36s
11:	learn: 0.5375335	total: 28.4ms	remaining: 2.33s
12:	learn: 0.5188819	total: 30.4ms	remaining: 2.31s
13:	learn: 0.5059982	total: 32.5ms	remaining: 2.29s
14:	learn: 0.4919777	total: 34.8ms	remaining: 2.29s
15:	learn: 0.4793198	total: 37.7ms	remaining: 2.32s
16:	learn: 0.4673324	total: 39.8ms	remaining: 2.3s
17:	learn: 0.4575619	total: 42.1ms	remaining: 2.29s
18:	learn: 0.4445025	total: 44.3ms	remaining: 2.29s
19:	learn: 0.4361244	total: 46.3ms	remaining: 2.27s
20:	learn: 0.4288188	total: 48.6ms	remaining: 2.26s
21:	learn: 0.4200196	total: 51.5ms	remaining: 2.29s
22:	learn: 0.4111098	total: 54.1ms	remaining: 2.3s
23:	learn: 0.4041959	total: 56.8ms	remaining: 2.31s
24:	learn: 0.3964990	total: 59.5ms	remaining: 2.32s
25:	learn: 0.3910083	total: 62.1ms	remaining: 2.33s
26:	learn: 0.3851855	total: 64.7ms	remaining: 2.33s
27:	learn: 0.3804480	total: 67.3ms	remaining: 2.34s
28:	learn: 0.3748069	total: 69.9ms	remaining: 2.34s
29:	learn: 0.3695076	total: 72.5ms	remaining: 2.35s
30:	learn: 0.3631602	total: 75ms	remaining: 2.34s
31:	learn: 0.3572458	total: 77.6ms	remaining: 2.35s
32:	learn: 0.3541076	total: 80.6ms	remaining: 2.36s
33:	learn: 0.3502063	total: 83.1ms	remaining: 2.36s
34:	learn: 0.3470217	total: 85.7ms	remaining: 2.36s
35:	learn: 0.3440755	total: 88.2ms	remaining: 2.36s
36:	learn: 0.3411709	total: 90.9ms	remaining: 2.36s
37:	learn: 0.3387618	total: 94.1ms	remaining: 2.38s
38:	learn: 0.3360797	total: 96.8ms	remaining: 2.38s
39:	learn: 0.3347173	total: 99.4ms	remaining: 2.38s
40:	learn: 0.3338823	total: 102ms	remaining: 2.38s
41:	learn: 0.3321953	total: 104ms	remaining: 2.38s
42:	learn: 0.3279217	total: 107ms	remaining: 2.38s
43:	learn: 0.3258987	total: 110ms	remaining: 2.39s
44:	learn: 0.3251056	total: 113ms	remaining: 2.39s
45:	learn: 0.3242050	total: 114ms	remaining: 2.37s
46:	learn: 0.3210651	total: 117ms	remaining: 2.37s
47:	learn: 0.3187172	total: 119ms	remaining: 2.37s
48:	learn: 0.3157871	total: 122ms	remaining: 2.37s
49:	learn: 0.3128133	total: 125ms	remaining: 2.37s
50:	learn: 0.3112468	total: 127ms	remaining: 2.37s
51:	learn: 0.3098227	total: 130ms	remaining: 2.37s
52:	learn: 0.3082254	total: 132ms	remaining: 2.36s
53:	learn: 0.3056492	total: 136ms	remaining: 2.38s
54:	learn: 0.3045128	total: 139ms	remaining: 2.4s
55:	learn: 0.3039565	total: 142ms	remaining: 2.4s
56:	learn: 0.3027004	total: 145ms	remaining: 2.4s
57:	learn: 0.3006438	total: 149ms	remaining: 2.41s
58:	learn: 0.3001580	total: 153ms	remaining: 2.44s
59:	learn: 0.2985919	total: 156ms	remaining: 2.44s
60:	learn: 0.2979786	total: 159ms	remaining: 2.45s
61:	learn: 0.2974379	total: 162ms	remaining: 2.45s
62:	learn: 0.2945665	total: 167ms	remaining: 2.49s
63:	learn: 0.2939273	total: 170ms	remaining: 2.49s
64:	learn: 0.2900647	total: 174ms	remaining: 2.5s
65:	learn: 0.2895024	total: 177ms	remaining: 2.5s
66:	learn: 0.2875169	total: 181ms	remaining: 2.52s
67:	learn: 0.2857196	total: 183ms	remaining: 2.51s
68:	learn: 0.2828137	total: 186ms	remaining: 2.5s
69:	learn: 0.2817657	total: 188ms	remaining: 2.5s
70:	learn: 0.2805740	total: 190ms	remaining: 2.49s
71:	learn: 0.2796712	total: 193ms	remaining: 2.48s
72:	learn: 0.2778822	total: 196ms	remaining: 2.49s
73:	learn: 0.2764953	total: 199ms	remaining: 2.48s
74:	learn: 0.2745157	total: 201ms	remaining: 2.48s
75:	learn: 0.2715781	total: 203ms	remaining: 2.46s
76:	learn: 0.2701654	total: 205ms	remaining: 2.45s
77:	learn: 0.2697323	total: 207ms	remaining: 2.44s
78:	learn: 0.2683597	total: 209ms	remaining: 2.44s
79:	learn: 0.2654839	total: 211ms	remaining: 2.42s
80:	learn: 0.2639395	total: 213ms	remaining: 2.41s
81:	learn: 0.2620866	total: 215ms	remaining: 2.4s
82:	learn: 0.2616981	total: 217ms	remaining: 2.39s
83:	learn: 0.2606421	total: 218ms	remaining: 2.38s
84:	learn: 0.2599310	total: 220ms	remaining: 2.37s
85:	learn: 0.2567662	total: 222ms	remaining: 2.36s
86:	learn: 0.2563767	total: 224ms	remaining: 2.35s
87:	learn: 0.2556729	total: 226ms	remaining: 2.34s
88:	learn: 0.2521922	total: 228ms	remaining: 2.33s
89:	learn: 0.2496064	total: 230ms	remaining: 2.33s
90:	learn: 0.2467579	total: 232ms	remaining: 2.32s
91:	learn: 0.2439547	total: 234ms	remaining: 2.31s
92:	learn: 0.2403470	total: 236ms	remaining: 2.3s
93:	learn: 0.2389665	total: 238ms	remaining: 2.3s
94:	learn: 0.2374292	total: 240ms	remaining: 2.29s
95:	learn: 0.2341842	total: 242ms	remaining: 2.28s
96:	learn: 0.2333022	total: 244ms	remaining: 2.27s
97:	learn: 0.2317523	total: 246ms	remaining: 2.27s
98:	learn: 0.2286786	total: 248ms	remaining: 2.26s
99:	learn: 0.2269110	total: 250ms	remaining: 2.25s
100:	learn: 0.2242645	total: 252ms	remaining: 2.24s
101:	learn: 0.2239302	total: 254ms	remaining: 2.24s
102:	learn: 0.2236339	total: 256ms	remaining: 2.23s
103:	learn: 0.2227893	total: 258ms	remaining: 2.22s
104:	learn: 0.2209435	total: 260ms	remaining: 2.21s
105:	learn: 0.2185089	total: 262ms	remaining: 2.21s
106:	learn: 0.2176382	total: 264ms	remaining: 2.2s
107:	learn: 0.2153960	total: 266ms	remaining: 2.19s
108:	learn: 0.2124202	total: 268ms	remaining: 2.19s
109:	learn: 0.2097645	total: 270ms	remaining: 2.18s
110:	learn: 0.2077770	total: 272ms	remaining: 2.18s
111:	learn: 0.2051750	total: 274ms	remaining: 2.17s
112:	learn: 0.2020158	total: 276ms	remaining: 2.16s
113:	learn: 0.1998808	total: 278ms	remaining: 2.16s
114:	learn: 0.1993424	total: 280ms	remaining: 2.15s
115:	learn: 0.1988522	total: 282ms	remaining: 2.15s
116:	learn: 0.1971953	total: 284ms	remaining: 2.14s
117:	learn: 0.1969490	total: 286ms	remaining: 2.13s
118:	learn: 0.1964597	total: 288ms	remaining: 2.13s
119:	learn: 0.1938165	total: 290ms	remaining: 2.12s
120:	learn: 0.1915935	total: 292ms	remaining: 2.12s
121:	learn: 0.1903763	total: 293ms	remaining: 2.11s
122:	learn: 0.1882685	total: 295ms	remaining: 2.11s
123:	learn: 0.1878635	total: 298ms	remaining: 2.11s
124:	learn: 0.1866932	total: 301ms	remaining: 2.1s
125:	learn: 0.1840704	total: 303ms	remaining: 2.1s
126:	learn: 0.1830730	total: 305ms	remaining: 2.1s
127:	learn: 0.1828696	total: 308ms	remaining: 2.1s
128:	learn: 0.1815017	total: 310ms	remaining: 2.09s
129:	learn: 0.1796596	total: 313ms	remaining: 2.1s
130:	learn: 0.1782710	total: 316ms	remaining: 2.09s
131:	learn: 0.1768222	total: 318ms	remaining: 2.09s
132:	learn: 0.1766342	total: 320ms	remaining: 2.08s
133:	learn: 0.1745174	total: 322ms	remaining: 2.08s
134:	learn: 0.1723611	total: 325ms	remaining: 2.08s
135:	learn: 0.1707082	total: 329ms	remaining: 2.09s
136:	learn: 0.1691148	total: 331ms	remaining: 2.09s
137:	learn: 0.1670191	total: 335ms	remaining: 2.09s
138:	learn: 0.1654965	total: 337ms	remaining: 2.09s
139:	learn: 0.1629569	total: 339ms	remaining: 2.08s
140:	learn: 0.1607828	total: 342ms	remaining: 2.08s
141:	learn: 0.1583638	total: 344ms	remaining: 2.08s
142:	learn: 0.1579253	total: 346ms	remaining: 2.07s
143:	learn: 0.1562814	total: 348ms	remaining: 2.07s
144:	learn: 0.1545685	total: 350ms	remaining: 2.06s
145:	learn: 0.1544001	total: 352ms	remaining: 2.06s
146:	learn: 0.1540595	total: 354ms	remaining: 2.05s
147:	learn: 0.1539030	total: 356ms	remaining: 2.05s
148:	learn: 0.1529165	total: 358ms	remaining: 2.05s
149:	learn: 0.1512360	total: 360ms	remaining: 2.04s
150:	learn: 0.1511264	total: 362ms	remaining: 2.04s
151:	learn: 0.1492797	total: 364ms	remaining: 2.03s
152:	learn: 0.1491320	total: 366ms	remaining: 2.02s
153:	learn: 0.1476979	total: 368ms	remaining: 2.02s
154:	learn: 0.1471761	total: 370ms	remaining: 2.02s
155:	learn: 0.1470347	total: 372ms	remaining: 2.01s
156:	learn: 0.1464428	total: 374ms	remaining: 2.01s
157:	learn: 0.1444619	total: 376ms	remaining: 2s
158:	learn: 0.1428684	total: 378ms	remaining: 2s
159:	learn: 0.1407899	total: 380ms	remaining: 1.99s
160:	learn: 0.1395664	total: 382ms	remaining: 1.99s
161:	learn: 0.1382547	total: 384ms	remaining: 1.99s
162:	learn: 0.1375857	total: 386ms	remaining: 1.98s
163:	learn: 0.1354040	total: 388ms	remaining: 1.98s
164:	learn: 0.1333037	total: 390ms	remaining: 1.97s
165:	learn: 0.1319667	total: 392ms	remaining: 1.97s
166:	learn: 0.1317488	total: 394ms	remaining: 1.97s
167:	learn: 0.1295266	total: 396ms	remaining: 1.96s
168:	learn: 0.1286714	total: 398ms	remaining: 1.96s
169:	learn: 0.1282709	total: 401ms	remaining: 1.96s
170:	learn: 0.1270063	total: 403ms	remaining: 1.95s
171:	learn: 0.1258191	total: 405ms	remaining: 1.95s
172:	learn: 0.1245020	total: 407ms	remaining: 1.94s
173:	learn: 0.1243908	total: 409ms	remaining: 1.94s
174:	learn: 0.1238483	total: 411ms	remaining: 1.94s
175:	learn: 0.1225938	total: 413ms	remaining: 1.93s
176:	learn: 0.1206180	total: 415ms	remaining: 1.93s
177:	learn: 0.1199578	total: 417ms	remaining: 1.93s
178:	learn: 0.1191144	total: 419ms	remaining: 1.92s
179:	learn: 0.1177084	total: 421ms	remaining: 1.92s
180:	learn: 0.1173045	total: 423ms	remaining: 1.91s
181:	learn: 0.1158938	total: 425ms	remaining: 1.91s
182:	learn: 0.1152592	total: 427ms	remaining: 1.9s
183:	learn: 0.1145354	total: 429ms	remaining: 1.9s
184:	learn: 0.1127123	total: 431ms	remaining: 1.9s
185:	learn: 0.1115818	total: 433ms	remaining: 1.9s
186:	learn: 0.1103031	total: 435ms	remaining: 1.89s
187:	learn: 0.1094037	total: 437ms	remaining: 1.89s
188:	learn: 0.1083690	total: 439ms	remaining: 1.88s
189:	learn: 0.1064345	total: 441ms	remaining: 1.88s
190:	learn: 0.1049338	total: 443ms	remaining: 1.88s
191:	learn: 0.1034133	total: 446ms	remaining: 1.88s
192:	learn: 0.1023473	total: 448ms	remaining: 1.87s
193:	learn: 0.1009135	total: 449ms	remaining: 1.87s
194:	learn: 0.1006558	total: 451ms	remaining: 1.86s
195:	learn: 0.1002294	total: 453ms	remaining: 1.86s
196:	learn: 0.0992599	total: 455ms	remaining: 1.85s
197:	learn: 0.0977525	total: 457ms	remaining: 1.85s
198:	learn: 0.0968154	total: 459ms	remaining: 1.85s
199:	learn: 0.0960270	total: 461ms	remaining: 1.84s
200:	learn: 0.0954176	total: 463ms	remaining: 1.84s
201:	learn: 0.0938053	total: 466ms	remaining: 1.84s
202:	learn: 0.0928544	total: 468ms	remaining: 1.84s
203:	learn: 0.0914106	total: 470ms	remaining: 1.83s
204:	learn: 0.0900983	total: 473ms	remaining: 1.83s
205:	learn: 0.0890979	total: 476ms	remaining: 1.83s
206:	learn: 0.0888015	total: 478ms	remaining: 1.83s
207:	learn: 0.0883795	total: 480ms	remaining: 1.83s
208:	learn: 0.0875739	total: 482ms	remaining: 1.82s
209:	learn: 0.0863253	total: 484ms	remaining: 1.82s
210:	learn: 0.0854806	total: 486ms	remaining: 1.82s
211:	learn: 0.0847755	total: 489ms	remaining: 1.82s
212:	learn: 0.0841768	total: 492ms	remaining: 1.82s
213:	learn: 0.0836273	total: 494ms	remaining: 1.81s
214:	learn: 0.0826888	total: 496ms	remaining: 1.81s
215:	learn: 0.0818512	total: 499ms	remaining: 1.81s
216:	learn: 0.0817727	total: 501ms	remaining: 1.81s
217:	learn: 0.0815357	total: 504ms	remaining: 1.81s
218:	learn: 0.0814617	total: 506ms	remaining: 1.8s
219:	learn: 0.0807093	total: 508ms	remaining: 1.8s
220:	learn: 0.0803998	total: 510ms	remaining: 1.8s
221:	learn: 0.0799009	total: 512ms	remaining: 1.79s
222:	learn: 0.0787765	total: 514ms	remaining: 1.79s
223:	learn: 0.0779342	total: 516ms	remaining: 1.79s
224:	learn: 0.0774987	total: 519ms	remaining: 1.79s
225:	learn: 0.0772491	total: 521ms	remaining: 1.78s
226:	learn: 0.0770396	total: 523ms	remaining: 1.78s
227:	learn: 0.0763493	total: 525ms	remaining: 1.78s
228:	learn: 0.0756690	total: 527ms	remaining: 1.77s
229:	learn: 0.0755968	total: 528ms	remaining: 1.77s
230:	learn: 0.0745163	total: 530ms	remaining: 1.76s
231:	learn: 0.0744519	total: 533ms	remaining: 1.76s
232:	learn: 0.0738025	total: 535ms	remaining: 1.76s
233:	learn: 0.0736294	total: 537ms	remaining: 1.76s
234:	learn: 0.0733380	total: 539ms	remaining: 1.75s
235:	learn: 0.0727535	total: 541ms	remaining: 1.75s
236:	learn: 0.0726864	total: 543ms	remaining: 1.75s
237:	learn: 0.0716864	total: 545ms	remaining: 1.74s
238:	learn: 0.0709970	total: 547ms	remaining: 1.74s
239:	learn: 0.0703440	total: 549ms	remaining: 1.74s
240:	learn: 0.0694785	total: 551ms	remaining: 1.74s
241:	learn: 0.0691370	total: 553ms	remaining: 1.73s
242:	learn: 0.0689906	total: 555ms	remaining: 1.73s
243:	learn: 0.0687410	total: 557ms	remaining: 1.73s
244:	learn: 0.0681691	total: 559ms	remaining: 1.72s
245:	learn: 0.0679240	total: 561ms	remaining: 1.72s
246:	learn: 0.0672596	total: 564ms	remaining: 1.72s
247:	learn: 0.0664650	total: 566ms	remaining: 1.72s
248:	learn: 0.0659368	total: 569ms	remaining: 1.72s
249:	learn: 0.0651734	total: 571ms	remaining: 1.71s
250:	learn: 0.0643185	total: 574ms	remaining: 1.71s
251:	learn: 0.0634258	total: 577ms	remaining: 1.71s
252:	learn: 0.0627397	total: 579ms	remaining: 1.71s
253:	learn: 0.0618116	total: 582ms	remaining: 1.71s
254:	learn: 0.0610350	total: 584ms	remaining: 1.71s
255:	learn: 0.0605879	total: 587ms	remaining: 1.71s
256:	learn: 0.0597543	total: 590ms	remaining: 1.7s
257:	learn: 0.0593576	total: 593ms	remaining: 1.7s
258:	learn: 0.0590000	total: 595ms	remaining: 1.7s
259:	learn: 0.0584512	total: 598ms	remaining: 1.7s
260:	learn: 0.0583865	total: 601ms	remaining: 1.7s
261:	learn: 0.0575014	total: 603ms	remaining: 1.7s
262:	learn: 0.0567254	total: 606ms	remaining: 1.7s
263:	learn: 0.0561970	total: 609ms	remaining: 1.7s
264:	learn: 0.0554804	total: 611ms	remaining: 1.7s
265:	learn: 0.0553353	total: 614ms	remaining: 1.69s
266:	learn: 0.0552115	total: 617ms	remaining: 1.69s
267:	learn: 0.0548123	total: 620ms	remaining: 1.69s
268:	learn: 0.0547680	total: 622ms	remaining: 1.69s
269:	learn: 0.0540252	total: 625ms	remaining: 1.69s
270:	learn: 0.0536927	total: 627ms	remaining: 1.69s
271:	learn: 0.0535833	total: 631ms	remaining: 1.69s
272:	learn: 0.0528768	total: 635ms	remaining: 1.69s
273:	learn: 0.0526337	total: 639ms	remaining: 1.69s
274:	learn: 0.0520597	total: 642ms	remaining: 1.69s
275:	learn: 0.0518142	total: 646ms	remaining: 1.69s
276:	learn: 0.0516230	total: 650ms	remaining: 1.7s
277:	learn: 0.0511575	total: 653ms	remaining: 1.7s
278:	learn: 0.0504035	total: 656ms	remaining: 1.7s
279:	learn: 0.0498160	total: 660ms	remaining: 1.7s
280:	learn: 0.0493116	total: 663ms	remaining: 1.7s
281:	learn: 0.0490723	total: 667ms	remaining: 1.7s
282:	learn: 0.0489826	total: 669ms	remaining: 1.7s
283:	learn: 0.0488632	total: 672ms	remaining: 1.69s
284:	learn: 0.0484983	total: 675ms	remaining: 1.69s
285:	learn: 0.0484550	total: 678ms	remaining: 1.69s
286:	learn: 0.0480127	total: 680ms	remaining: 1.69s
287:	learn: 0.0476451	total: 683ms	remaining: 1.69s
288:	learn: 0.0469721	total: 686ms	remaining: 1.69s
289:	learn: 0.0469338	total: 688ms	remaining: 1.68s
290:	learn: 0.0465560	total: 691ms	remaining: 1.68s
291:	learn: 0.0464101	total: 694ms	remaining: 1.68s
292:	learn: 0.0463731	total: 695ms	remaining: 1.68s
293:	learn: 0.0459025	total: 698ms	remaining: 1.68s
294:	learn: 0.0458065	total: 700ms	remaining: 1.67s
295:	learn: 0.0453565	total: 703ms	remaining: 1.67s
296:	learn: 0.0453090	total: 706ms	remaining: 1.67s
297:	learn: 0.0451283	total: 708ms	remaining: 1.67s
298:	learn: 0.0446403	total: 710ms	remaining: 1.66s
299:	learn: 0.0442170	total: 712ms	remaining: 1.66s
300:	learn: 0.0440164	total: 714ms	remaining: 1.66s
301:	learn: 0.0435966	total: 716ms	remaining: 1.65s
302:	learn: 0.0431763	total: 718ms	remaining: 1.65s
303:	learn: 0.0427142	total: 720ms	remaining: 1.65s
304:	learn: 0.0422232	total: 722ms	remaining: 1.65s
305:	learn: 0.0421943	total: 724ms	remaining: 1.64s
306:	learn: 0.0421197	total: 726ms	remaining: 1.64s
307:	learn: 0.0416079	total: 728ms	remaining: 1.64s
308:	learn: 0.0410937	total: 730ms	remaining: 1.63s
309:	learn: 0.0409464	total: 732ms	remaining: 1.63s
310:	learn: 0.0404892	total: 734ms	remaining: 1.63s
311:	learn: 0.0401411	total: 736ms	remaining: 1.62s
312:	learn: 0.0398091	total: 738ms	remaining: 1.62s
313:	learn: 0.0396387	total: 740ms	remaining: 1.62s
314:	learn: 0.0391503	total: 742ms	remaining: 1.61s
315:	learn: 0.0390291	total: 744ms	remaining: 1.61s
316:	learn: 0.0385572	total: 746ms	remaining: 1.61s
317:	learn: 0.0381180	total: 748ms	remaining: 1.6s
318:	learn: 0.0378443	total: 751ms	remaining: 1.6s
319:	learn: 0.0377968	total: 753ms	remaining: 1.6s
320:	learn: 0.0375302	total: 755ms	remaining: 1.6s
321:	learn: 0.0372666	total: 757ms	remaining: 1.59s
322:	learn: 0.0372146	total: 759ms	remaining: 1.59s
323:	learn: 0.0369750	total: 761ms	remaining: 1.59s
324:	learn: 0.0367638	total: 763ms	remaining: 1.58s
325:	learn: 0.0366465	total: 765ms	remaining: 1.58s
326:	learn: 0.0362700	total: 767ms	remaining: 1.58s
327:	learn: 0.0360033	total: 769ms	remaining: 1.57s
328:	learn: 0.0359100	total: 771ms	remaining: 1.57s
329:	learn: 0.0357588	total: 773ms	remaining: 1.57s
330:	learn: 0.0355899	total: 775ms	remaining: 1.57s
331:	learn: 0.0350533	total: 777ms	remaining: 1.56s
332:	learn: 0.0348880	total: 779ms	remaining: 1.56s
333:	learn: 0.0344294	total: 781ms	remaining: 1.56s
334:	learn: 0.0341033	total: 783ms	remaining: 1.55s
335:	learn: 0.0338073	total: 785ms	remaining: 1.55s
336:	learn: 0.0334714	total: 787ms	remaining: 1.55s
337:	learn: 0.0332047	total: 789ms	remaining: 1.54s
338:	learn: 0.0331088	total: 792ms	remaining: 1.54s
339:	learn: 0.0326670	total: 795ms	remaining: 1.54s
340:	learn: 0.0322930	total: 797ms	remaining: 1.54s
341:	learn: 0.0318841	total: 800ms	remaining: 1.54s
342:	learn: 0.0315480	total: 802ms	remaining: 1.53s
343:	learn: 0.0314214	total: 804ms	remaining: 1.53s
344:	learn: 0.0311187	total: 807ms	remaining: 1.53s
345:	learn: 0.0310782	total: 810ms	remaining: 1.53s
346:	learn: 0.0310421	total: 812ms	remaining: 1.53s
347:	learn: 0.0307699	total: 815ms	remaining: 1.53s
348:	learn: 0.0307130	total: 817ms	remaining: 1.52s
349:	learn: 0.0304016	total: 819ms	remaining: 1.52s
350:	learn: 0.0301044	total: 822ms	remaining: 1.52s
351:	learn: 0.0298522	total: 824ms	remaining: 1.52s
352:	learn: 0.0296209	total: 827ms	remaining: 1.51s
353:	learn: 0.0293917	total: 829ms	remaining: 1.51s
354:	learn: 0.0290548	total: 831ms	remaining: 1.51s
355:	learn: 0.0288570	total: 833ms	remaining: 1.51s
356:	learn: 0.0284921	total: 835ms	remaining: 1.5s
357:	learn: 0.0281281	total: 838ms	remaining: 1.5s
358:	learn: 0.0279152	total: 840ms	remaining: 1.5s
359:	learn: 0.0278344	total: 841ms	remaining: 1.5s
360:	learn: 0.0274692	total: 843ms	remaining: 1.49s
361:	learn: 0.0272213	total: 845ms	remaining: 1.49s
362:	learn: 0.0269291	total: 848ms	remaining: 1.49s
363:	learn: 0.0266563	total: 849ms	remaining: 1.48s
364:	learn: 0.0263497	total: 852ms	remaining: 1.48s
365:	learn: 0.0262044	total: 854ms	remaining: 1.48s
366:	learn: 0.0260510	total: 856ms	remaining: 1.48s
367:	learn: 0.0257349	total: 858ms	remaining: 1.47s
368:	learn: 0.0256843	total: 860ms	remaining: 1.47s
369:	learn: 0.0254925	total: 862ms	remaining: 1.47s
370:	learn: 0.0253044	total: 864ms	remaining: 1.47s
371:	learn: 0.0250911	total: 866ms	remaining: 1.46s
372:	learn: 0.0249415	total: 869ms	remaining: 1.46s
373:	learn: 0.0248370	total: 870ms	remaining: 1.46s
374:	learn: 0.0245475	total: 872ms	remaining: 1.45s
375:	learn: 0.0242055	total: 874ms	remaining: 1.45s
376:	learn: 0.0240962	total: 876ms	remaining: 1.45s
377:	learn: 0.0238529	total: 878ms	remaining: 1.44s
378:	learn: 0.0235358	total: 880ms	remaining: 1.44s
379:	learn: 0.0232500	total: 883ms	remaining: 1.44s
380:	learn: 0.0231350	total: 885ms	remaining: 1.44s
381:	learn: 0.0229927	total: 887ms	remaining: 1.43s
382:	learn: 0.0227744	total: 888ms	remaining: 1.43s
383:	learn: 0.0225646	total: 890ms	remaining: 1.43s
384:	learn: 0.0223461	total: 892ms	remaining: 1.43s
385:	learn: 0.0220156	total: 894ms	remaining: 1.42s
386:	learn: 0.0217005	total: 897ms	remaining: 1.42s
387:	learn: 0.0215096	total: 899ms	remaining: 1.42s
388:	learn: 0.0214198	total: 901ms	remaining: 1.42s
389:	learn: 0.0211313	total: 903ms	remaining: 1.41s
390:	learn: 0.0211144	total: 905ms	remaining: 1.41s
391:	learn: 0.0209921	total: 907ms	remaining: 1.41s
392:	learn: 0.0207901	total: 909ms	remaining: 1.4s
393:	learn: 0.0207159	total: 911ms	remaining: 1.4s
394:	learn: 0.0205279	total: 913ms	remaining: 1.4s
395:	learn: 0.0203118	total: 915ms	remaining: 1.4s
396:	learn: 0.0201832	total: 917ms	remaining: 1.39s
397:	learn: 0.0200203	total: 919ms	remaining: 1.39s
398:	learn: 0.0197592	total: 921ms	remaining: 1.39s
399:	learn: 0.0196777	total: 923ms	remaining: 1.38s
400:	learn: 0.0195172	total: 925ms	remaining: 1.38s
401:	learn: 0.0194722	total: 927ms	remaining: 1.38s
402:	learn: 0.0193357	total: 929ms	remaining: 1.38s
403:	learn: 0.0192722	total: 931ms	remaining: 1.37s
404:	learn: 0.0192193	total: 933ms	remaining: 1.37s
405:	learn: 0.0189188	total: 935ms	remaining: 1.37s
406:	learn: 0.0188127	total: 937ms	remaining: 1.36s
407:	learn: 0.0186075	total: 939ms	remaining: 1.36s
408:	learn: 0.0184771	total: 941ms	remaining: 1.36s
409:	learn: 0.0183193	total: 943ms	remaining: 1.36s
410:	learn: 0.0181143	total: 945ms	remaining: 1.35s
411:	learn: 0.0179466	total: 947ms	remaining: 1.35s
412:	learn: 0.0178847	total: 949ms	remaining: 1.35s
413:	learn: 0.0178360	total: 950ms	remaining: 1.34s
414:	learn: 0.0177512	total: 952ms	remaining: 1.34s
415:	learn: 0.0176443	total: 955ms	remaining: 1.34s
416:	learn: 0.0174471	total: 958ms	remaining: 1.34s
417:	learn: 0.0173293	total: 960ms	remaining: 1.34s
418:	learn: 0.0172350	total: 962ms	remaining: 1.33s
419:	learn: 0.0171150	total: 965ms	remaining: 1.33s
420:	learn: 0.0170910	total: 967ms	remaining: 1.33s
421:	learn: 0.0169356	total: 970ms	remaining: 1.33s
422:	learn: 0.0168103	total: 972ms	remaining: 1.33s
423:	learn: 0.0167941	total: 974ms	remaining: 1.32s
424:	learn: 0.0166612	total: 977ms	remaining: 1.32s
425:	learn: 0.0166499	total: 979ms	remaining: 1.32s
426:	learn: 0.0165114	total: 981ms	remaining: 1.32s
427:	learn: 0.0164266	total: 984ms	remaining: 1.31s
428:	learn: 0.0163101	total: 987ms	remaining: 1.31s
429:	learn: 0.0162458	total: 990ms	remaining: 1.31s
430:	learn: 0.0160386	total: 992ms	remaining: 1.31s
431:	learn: 0.0159074	total: 994ms	remaining: 1.31s
432:	learn: 0.0158339	total: 996ms	remaining: 1.3s
433:	learn: 0.0158225	total: 998ms	remaining: 1.3s
434:	learn: 0.0157624	total: 1s	remaining: 1.3s
435:	learn: 0.0157523	total: 1s	remaining: 1.3s
436:	learn: 0.0157170	total: 1s	remaining: 1.29s
437:	learn: 0.0156231	total: 1s	remaining: 1.29s
438:	learn: 0.0155982	total: 1.01s	remaining: 1.29s
439:	learn: 0.0155850	total: 1.01s	remaining: 1.28s
440:	learn: 0.0154526	total: 1.01s	remaining: 1.28s
441:	learn: 0.0152929	total: 1.01s	remaining: 1.28s
442:	learn: 0.0152561	total: 1.02s	remaining: 1.28s
443:	learn: 0.0151659	total: 1.02s	remaining: 1.27s
444:	learn: 0.0151172	total: 1.02s	remaining: 1.27s
445:	learn: 0.0149984	total: 1.02s	remaining: 1.27s
446:	learn: 0.0149619	total: 1.02s	remaining: 1.27s
447:	learn: 0.0147621	total: 1.03s	remaining: 1.26s
448:	learn: 0.0146599	total: 1.03s	remaining: 1.26s
449:	learn: 0.0146185	total: 1.03s	remaining: 1.26s
450:	learn: 0.0145045	total: 1.03s	remaining: 1.26s
451:	learn: 0.0143775	total: 1.03s	remaining: 1.25s
452:	learn: 0.0142479	total: 1.04s	remaining: 1.25s
453:	learn: 0.0141947	total: 1.04s	remaining: 1.25s
454:	learn: 0.0141392	total: 1.04s	remaining: 1.25s
455:	learn: 0.0141041	total: 1.04s	remaining: 1.24s
456:	learn: 0.0140535	total: 1.04s	remaining: 1.24s
457:	learn: 0.0139692	total: 1.05s	remaining: 1.24s
458:	learn: 0.0139598	total: 1.05s	remaining: 1.24s
459:	learn: 0.0139405	total: 1.05s	remaining: 1.23s
460:	learn: 0.0138182	total: 1.05s	remaining: 1.23s
461:	learn: 0.0137498	total: 1.05s	remaining: 1.23s
462:	learn: 0.0137377	total: 1.06s	remaining: 1.23s
463:	learn: 0.0136962	total: 1.06s	remaining: 1.22s
464:	learn: 0.0136637	total: 1.06s	remaining: 1.22s
465:	learn: 0.0136197	total: 1.06s	remaining: 1.22s
466:	learn: 0.0135197	total: 1.06s	remaining: 1.22s
467:	learn: 0.0134718	total: 1.07s	remaining: 1.21s
468:	learn: 0.0134497	total: 1.07s	remaining: 1.21s
469:	learn: 0.0133479	total: 1.07s	remaining: 1.21s
470:	learn: 0.0132230	total: 1.07s	remaining: 1.21s
471:	learn: 0.0131651	total: 1.08s	remaining: 1.21s
472:	learn: 0.0131576	total: 1.08s	remaining: 1.2s
473:	learn: 0.0130475	total: 1.08s	remaining: 1.2s
474:	learn: 0.0129613	total: 1.08s	remaining: 1.2s
475:	learn: 0.0128204	total: 1.09s	remaining: 1.2s
476:	learn: 0.0127132	total: 1.09s	remaining: 1.2s
477:	learn: 0.0126264	total: 1.09s	remaining: 1.19s
478:	learn: 0.0126107	total: 1.1s	remaining: 1.19s
479:	learn: 0.0125725	total: 1.1s	remaining: 1.19s
480:	learn: 0.0125660	total: 1.1s	remaining: 1.19s
481:	learn: 0.0125595	total: 1.1s	remaining: 1.19s
482:	learn: 0.0124424	total: 1.11s	remaining: 1.18s
483:	learn: 0.0123288	total: 1.11s	remaining: 1.18s
484:	learn: 0.0122437	total: 1.11s	remaining: 1.18s
485:	learn: 0.0121084	total: 1.11s	remaining: 1.18s
486:	learn: 0.0119993	total: 1.12s	remaining: 1.18s
487:	learn: 0.0119018	total: 1.12s	remaining: 1.18s
488:	learn: 0.0118872	total: 1.12s	remaining: 1.17s
489:	learn: 0.0118115	total: 1.13s	remaining: 1.17s
490:	learn: 0.0117541	total: 1.13s	remaining: 1.17s
491:	learn: 0.0117458	total: 1.13s	remaining: 1.17s
492:	learn: 0.0116865	total: 1.14s	remaining: 1.17s
493:	learn: 0.0115859	total: 1.14s	remaining: 1.17s
494:	learn: 0.0114769	total: 1.14s	remaining: 1.17s
495:	learn: 0.0114436	total: 1.15s	remaining: 1.17s
496:	learn: 0.0113478	total: 1.15s	remaining: 1.16s
497:	learn: 0.0112560	total: 1.15s	remaining: 1.16s
498:	learn: 0.0111922	total: 1.16s	remaining: 1.16s
499:	learn: 0.0110558	total: 1.16s	remaining: 1.16s
500:	learn: 0.0110495	total: 1.16s	remaining: 1.16s
501:	learn: 0.0110417	total: 1.17s	remaining: 1.16s
502:	learn: 0.0109525	total: 1.17s	remaining: 1.16s
503:	learn: 0.0109239	total: 1.17s	remaining: 1.15s
504:	learn: 0.0108472	total: 1.18s	remaining: 1.15s
505:	learn: 0.0108203	total: 1.18s	remaining: 1.15s
506:	learn: 0.0107933	total: 1.18s	remaining: 1.15s
507:	learn: 0.0107699	total: 1.18s	remaining: 1.15s
508:	learn: 0.0106795	total: 1.19s	remaining: 1.14s
509:	learn: 0.0106041	total: 1.19s	remaining: 1.14s
510:	learn: 0.0105304	total: 1.19s	remaining: 1.14s
511:	learn: 0.0103659	total: 1.19s	remaining: 1.14s
512:	learn: 0.0103028	total: 1.2s	remaining: 1.14s
513:	learn: 0.0102833	total: 1.2s	remaining: 1.14s
514:	learn: 0.0101578	total: 1.2s	remaining: 1.13s
515:	learn: 0.0100376	total: 1.21s	remaining: 1.13s
516:	learn: 0.0099126	total: 1.21s	remaining: 1.13s
517:	learn: 0.0098996	total: 1.21s	remaining: 1.13s
518:	learn: 0.0098089	total: 1.21s	remaining: 1.12s
519:	learn: 0.0097689	total: 1.22s	remaining: 1.12s
520:	learn: 0.0096488	total: 1.22s	remaining: 1.12s
521:	learn: 0.0095272	total: 1.22s	remaining: 1.12s
522:	learn: 0.0094030	total: 1.22s	remaining: 1.11s
523:	learn: 0.0093583	total: 1.22s	remaining: 1.11s
524:	learn: 0.0092872	total: 1.23s	remaining: 1.11s
525:	learn: 0.0092831	total: 1.23s	remaining: 1.1s
526:	learn: 0.0091689	total: 1.23s	remaining: 1.1s
527:	learn: 0.0091480	total: 1.23s	remaining: 1.1s
528:	learn: 0.0091103	total: 1.23s	remaining: 1.1s
529:	learn: 0.0090301	total: 1.24s	remaining: 1.09s
530:	learn: 0.0089067	total: 1.24s	remaining: 1.09s
531:	learn: 0.0089014	total: 1.24s	remaining: 1.09s
532:	learn: 0.0088459	total: 1.24s	remaining: 1.09s
533:	learn: 0.0087905	total: 1.24s	remaining: 1.08s
534:	learn: 0.0087819	total: 1.25s	remaining: 1.08s
535:	learn: 0.0086616	total: 1.25s	remaining: 1.08s
536:	learn: 0.0085683	total: 1.25s	remaining: 1.08s
537:	learn: 0.0085415	total: 1.25s	remaining: 1.07s
538:	learn: 0.0084944	total: 1.25s	remaining: 1.07s
539:	learn: 0.0083853	total: 1.25s	remaining: 1.07s
540:	learn: 0.0083445	total: 1.26s	remaining: 1.07s
541:	learn: 0.0083352	total: 1.26s	remaining: 1.06s
542:	learn: 0.0083276	total: 1.26s	remaining: 1.06s
543:	learn: 0.0082558	total: 1.26s	remaining: 1.06s
544:	learn: 0.0082025	total: 1.26s	remaining: 1.06s
545:	learn: 0.0081370	total: 1.27s	remaining: 1.05s
546:	learn: 0.0080501	total: 1.27s	remaining: 1.05s
547:	learn: 0.0079929	total: 1.27s	remaining: 1.05s
548:	learn: 0.0079403	total: 1.27s	remaining: 1.05s
549:	learn: 0.0079306	total: 1.27s	remaining: 1.04s
550:	learn: 0.0078670	total: 1.28s	remaining: 1.04s
551:	learn: 0.0078415	total: 1.28s	remaining: 1.04s
552:	learn: 0.0077928	total: 1.28s	remaining: 1.04s
553:	learn: 0.0077862	total: 1.28s	remaining: 1.03s
554:	learn: 0.0077115	total: 1.29s	remaining: 1.03s
555:	learn: 0.0076512	total: 1.29s	remaining: 1.03s
556:	learn: 0.0076160	total: 1.29s	remaining: 1.03s
557:	learn: 0.0075840	total: 1.29s	remaining: 1.02s
558:	learn: 0.0075076	total: 1.3s	remaining: 1.02s
559:	learn: 0.0074918	total: 1.3s	remaining: 1.02s
560:	learn: 0.0074344	total: 1.3s	remaining: 1.02s
561:	learn: 0.0073963	total: 1.3s	remaining: 1.02s
562:	learn: 0.0073784	total: 1.31s	remaining: 1.01s
563:	learn: 0.0073308	total: 1.31s	remaining: 1.01s
564:	learn: 0.0072848	total: 1.31s	remaining: 1.01s
565:	learn: 0.0072769	total: 1.31s	remaining: 1.01s
566:	learn: 0.0072570	total: 1.32s	remaining: 1s
567:	learn: 0.0072184	total: 1.32s	remaining: 1s
568:	learn: 0.0071858	total: 1.32s	remaining: 1s
569:	learn: 0.0071340	total: 1.32s	remaining: 998ms
570:	learn: 0.0070789	total: 1.32s	remaining: 995ms
571:	learn: 0.0070270	total: 1.33s	remaining: 993ms
572:	learn: 0.0069587	total: 1.33s	remaining: 990ms
573:	learn: 0.0069372	total: 1.33s	remaining: 988ms
574:	learn: 0.0069080	total: 1.33s	remaining: 986ms
575:	learn: 0.0068100	total: 1.33s	remaining: 983ms
576:	learn: 0.0067666	total: 1.34s	remaining: 981ms
577:	learn: 0.0067263	total: 1.34s	remaining: 978ms
578:	learn: 0.0066606	total: 1.34s	remaining: 976ms
579:	learn: 0.0066257	total: 1.34s	remaining: 973ms
580:	learn: 0.0065954	total: 1.35s	remaining: 971ms
581:	learn: 0.0065438	total: 1.35s	remaining: 968ms
582:	learn: 0.0065385	total: 1.35s	remaining: 966ms
583:	learn: 0.0065300	total: 1.35s	remaining: 963ms
584:	learn: 0.0064781	total: 1.35s	remaining: 960ms
585:	learn: 0.0064193	total: 1.35s	remaining: 958ms
586:	learn: 0.0063690	total: 1.36s	remaining: 955ms
587:	learn: 0.0063254	total: 1.36s	remaining: 953ms
588:	learn: 0.0062652	total: 1.36s	remaining: 951ms
589:	learn: 0.0062527	total: 1.36s	remaining: 948ms
590:	learn: 0.0062046	total: 1.37s	remaining: 945ms
591:	learn: 0.0061363	total: 1.37s	remaining: 943ms
592:	learn: 0.0060867	total: 1.37s	remaining: 940ms
593:	learn: 0.0060337	total: 1.37s	remaining: 938ms
594:	learn: 0.0059990	total: 1.37s	remaining: 935ms
595:	learn: 0.0059324	total: 1.38s	remaining: 933ms
596:	learn: 0.0059286	total: 1.38s	remaining: 931ms
597:	learn: 0.0058762	total: 1.38s	remaining: 928ms
598:	learn: 0.0058616	total: 1.38s	remaining: 926ms
599:	learn: 0.0058394	total: 1.38s	remaining: 923ms
600:	learn: 0.0058192	total: 1.39s	remaining: 920ms
601:	learn: 0.0057826	total: 1.39s	remaining: 918ms
602:	learn: 0.0057677	total: 1.39s	remaining: 916ms
603:	learn: 0.0057290	total: 1.39s	remaining: 913ms
604:	learn: 0.0057044	total: 1.39s	remaining: 911ms
605:	learn: 0.0056450	total: 1.4s	remaining: 908ms
606:	learn: 0.0056167	total: 1.4s	remaining: 906ms
607:	learn: 0.0056133	total: 1.4s	remaining: 903ms
608:	learn: 0.0055323	total: 1.4s	remaining: 900ms
609:	learn: 0.0054729	total: 1.4s	remaining: 898ms
610:	learn: 0.0054473	total: 1.41s	remaining: 896ms
611:	learn: 0.0053695	total: 1.41s	remaining: 893ms
612:	learn: 0.0053666	total: 1.41s	remaining: 891ms
613:	learn: 0.0053112	total: 1.41s	remaining: 888ms
614:	learn: 0.0052576	total: 1.41s	remaining: 886ms
615:	learn: 0.0052292	total: 1.42s	remaining: 883ms
616:	learn: 0.0051978	total: 1.42s	remaining: 880ms
617:	learn: 0.0051639	total: 1.42s	remaining: 878ms
618:	learn: 0.0051371	total: 1.42s	remaining: 876ms
619:	learn: 0.0050883	total: 1.42s	remaining: 873ms
620:	learn: 0.0050845	total: 1.43s	remaining: 871ms
621:	learn: 0.0050670	total: 1.43s	remaining: 868ms
622:	learn: 0.0050638	total: 1.43s	remaining: 866ms
623:	learn: 0.0050462	total: 1.43s	remaining: 864ms
624:	learn: 0.0049971	total: 1.44s	remaining: 861ms
625:	learn: 0.0049744	total: 1.44s	remaining: 859ms
626:	learn: 0.0049597	total: 1.44s	remaining: 856ms
627:	learn: 0.0049438	total: 1.44s	remaining: 854ms
628:	learn: 0.0049172	total: 1.44s	remaining: 851ms
629:	learn: 0.0048849	total: 1.44s	remaining: 849ms
630:	learn: 0.0048447	total: 1.45s	remaining: 846ms
631:	learn: 0.0048238	total: 1.45s	remaining: 844ms
632:	learn: 0.0047943	total: 1.45s	remaining: 842ms
633:	learn: 0.0047749	total: 1.45s	remaining: 840ms
634:	learn: 0.0047709	total: 1.46s	remaining: 837ms
635:	learn: 0.0047432	total: 1.46s	remaining: 835ms
636:	learn: 0.0047284	total: 1.46s	remaining: 833ms
637:	learn: 0.0047058	total: 1.46s	remaining: 831ms
638:	learn: 0.0046778	total: 1.47s	remaining: 829ms
639:	learn: 0.0046305	total: 1.47s	remaining: 826ms
640:	learn: 0.0045988	total: 1.47s	remaining: 824ms
641:	learn: 0.0045775	total: 1.47s	remaining: 822ms
642:	learn: 0.0045485	total: 1.48s	remaining: 819ms
643:	learn: 0.0045011	total: 1.48s	remaining: 817ms
644:	learn: 0.0044449	total: 1.48s	remaining: 815ms
645:	learn: 0.0044330	total: 1.48s	remaining: 813ms
646:	learn: 0.0043821	total: 1.49s	remaining: 810ms
647:	learn: 0.0043461	total: 1.49s	remaining: 808ms
648:	learn: 0.0043431	total: 1.49s	remaining: 805ms
649:	learn: 0.0043102	total: 1.49s	remaining: 803ms
650:	learn: 0.0043075	total: 1.49s	remaining: 801ms
651:	learn: 0.0042727	total: 1.5s	remaining: 799ms
652:	learn: 0.0042243	total: 1.5s	remaining: 796ms
653:	learn: 0.0041828	total: 1.5s	remaining: 794ms
654:	learn: 0.0041728	total: 1.5s	remaining: 791ms
655:	learn: 0.0041270	total: 1.5s	remaining: 789ms
656:	learn: 0.0040803	total: 1.5s	remaining: 786ms
657:	learn: 0.0040680	total: 1.51s	remaining: 784ms
658:	learn: 0.0040463	total: 1.51s	remaining: 782ms
659:	learn: 0.0040272	total: 1.51s	remaining: 779ms
660:	learn: 0.0039735	total: 1.51s	remaining: 777ms
661:	learn: 0.0039674	total: 1.52s	remaining: 774ms
662:	learn: 0.0039323	total: 1.52s	remaining: 772ms
663:	learn: 0.0038934	total: 1.52s	remaining: 769ms
664:	learn: 0.0038907	total: 1.52s	remaining: 767ms
665:	learn: 0.0038724	total: 1.52s	remaining: 765ms
666:	learn: 0.0038311	total: 1.53s	remaining: 762ms
667:	learn: 0.0038110	total: 1.53s	remaining: 760ms
668:	learn: 0.0037694	total: 1.53s	remaining: 757ms
669:	learn: 0.0037325	total: 1.53s	remaining: 755ms
670:	learn: 0.0037190	total: 1.53s	remaining: 753ms
671:	learn: 0.0036972	total: 1.54s	remaining: 750ms
672:	learn: 0.0036560	total: 1.54s	remaining: 748ms
673:	learn: 0.0036246	total: 1.54s	remaining: 746ms
674:	learn: 0.0036186	total: 1.54s	remaining: 743ms
675:	learn: 0.0036133	total: 1.54s	remaining: 741ms
676:	learn: 0.0035902	total: 1.55s	remaining: 738ms
677:	learn: 0.0035669	total: 1.55s	remaining: 736ms
678:	learn: 0.0035448	total: 1.55s	remaining: 733ms
679:	learn: 0.0035263	total: 1.55s	remaining: 731ms
680:	learn: 0.0034865	total: 1.55s	remaining: 729ms
681:	learn: 0.0034554	total: 1.56s	remaining: 726ms
682:	learn: 0.0034338	total: 1.56s	remaining: 724ms
683:	learn: 0.0034087	total: 1.56s	remaining: 721ms
684:	learn: 0.0033969	total: 1.56s	remaining: 719ms
685:	learn: 0.0033493	total: 1.56s	remaining: 717ms
686:	learn: 0.0033379	total: 1.57s	remaining: 714ms
687:	learn: 0.0033146	total: 1.57s	remaining: 712ms
688:	learn: 0.0032775	total: 1.57s	remaining: 709ms
689:	learn: 0.0032601	total: 1.57s	remaining: 707ms
690:	learn: 0.0032348	total: 1.57s	remaining: 705ms
691:	learn: 0.0032045	total: 1.58s	remaining: 702ms
692:	learn: 0.0031885	total: 1.58s	remaining: 700ms
693:	learn: 0.0031726	total: 1.58s	remaining: 697ms
694:	learn: 0.0031378	total: 1.58s	remaining: 695ms
695:	learn: 0.0031324	total: 1.58s	remaining: 693ms
696:	learn: 0.0031071	total: 1.59s	remaining: 690ms
697:	learn: 0.0030761	total: 1.59s	remaining: 688ms
698:	learn: 0.0030731	total: 1.59s	remaining: 685ms
699:	learn: 0.0030713	total: 1.59s	remaining: 683ms
700:	learn: 0.0030581	total: 1.59s	remaining: 680ms
701:	learn: 0.0030534	total: 1.6s	remaining: 678ms
702:	learn: 0.0030315	total: 1.6s	remaining: 676ms
703:	learn: 0.0030167	total: 1.6s	remaining: 674ms
704:	learn: 0.0029893	total: 1.6s	remaining: 671ms
705:	learn: 0.0029718	total: 1.6s	remaining: 669ms
706:	learn: 0.0029684	total: 1.61s	remaining: 666ms
707:	learn: 0.0029471	total: 1.61s	remaining: 664ms
708:	learn: 0.0029312	total: 1.61s	remaining: 662ms
709:	learn: 0.0029296	total: 1.61s	remaining: 660ms
710:	learn: 0.0029015	total: 1.62s	remaining: 657ms
711:	learn: 0.0028805	total: 1.62s	remaining: 655ms
712:	learn: 0.0028498	total: 1.62s	remaining: 653ms
713:	learn: 0.0028289	total: 1.62s	remaining: 651ms
714:	learn: 0.0028272	total: 1.63s	remaining: 649ms
715:	learn: 0.0028146	total: 1.63s	remaining: 646ms
716:	learn: 0.0028121	total: 1.63s	remaining: 644ms
717:	learn: 0.0027919	total: 1.63s	remaining: 642ms
718:	learn: 0.0027884	total: 1.64s	remaining: 640ms
719:	learn: 0.0027845	total: 1.64s	remaining: 637ms
720:	learn: 0.0027695	total: 1.64s	remaining: 635ms
721:	learn: 0.0027535	total: 1.64s	remaining: 633ms
722:	learn: 0.0027401	total: 1.65s	remaining: 631ms
723:	learn: 0.0027044	total: 1.65s	remaining: 629ms
724:	learn: 0.0026793	total: 1.65s	remaining: 627ms
725:	learn: 0.0026482	total: 1.66s	remaining: 625ms
726:	learn: 0.0026343	total: 1.66s	remaining: 623ms
727:	learn: 0.0026254	total: 1.66s	remaining: 621ms
728:	learn: 0.0026215	total: 1.66s	remaining: 619ms
729:	learn: 0.0026110	total: 1.67s	remaining: 617ms
730:	learn: 0.0025873	total: 1.67s	remaining: 615ms
731:	learn: 0.0025858	total: 1.67s	remaining: 612ms
732:	learn: 0.0025728	total: 1.68s	remaining: 610ms
733:	learn: 0.0025643	total: 1.68s	remaining: 608ms
734:	learn: 0.0025330	total: 1.68s	remaining: 606ms
735:	learn: 0.0025187	total: 1.68s	remaining: 604ms
736:	learn: 0.0025171	total: 1.69s	remaining: 601ms
737:	learn: 0.0024904	total: 1.69s	remaining: 599ms
738:	learn: 0.0024594	total: 1.69s	remaining: 597ms
739:	learn: 0.0024285	total: 1.69s	remaining: 595ms
740:	learn: 0.0024267	total: 1.7s	remaining: 593ms
741:	learn: 0.0024056	total: 1.7s	remaining: 591ms
742:	learn: 0.0023893	total: 1.7s	remaining: 589ms
743:	learn: 0.0023754	total: 1.7s	remaining: 587ms
744:	learn: 0.0023637	total: 1.71s	remaining: 584ms
745:	learn: 0.0023379	total: 1.71s	remaining: 582ms
746:	learn: 0.0023248	total: 1.71s	remaining: 580ms
747:	learn: 0.0023050	total: 1.72s	remaining: 578ms
748:	learn: 0.0023037	total: 1.72s	remaining: 576ms
749:	learn: 0.0022807	total: 1.72s	remaining: 574ms
750:	learn: 0.0022770	total: 1.72s	remaining: 571ms
751:	learn: 0.0022758	total: 1.73s	remaining: 569ms
752:	learn: 0.0022741	total: 1.73s	remaining: 567ms
753:	learn: 0.0022497	total: 1.73s	remaining: 565ms
754:	learn: 0.0022398	total: 1.73s	remaining: 563ms
755:	learn: 0.0022218	total: 1.74s	remaining: 561ms
756:	learn: 0.0022142	total: 1.74s	remaining: 558ms
757:	learn: 0.0022043	total: 1.74s	remaining: 556ms
758:	learn: 0.0021888	total: 1.75s	remaining: 554ms
759:	learn: 0.0021652	total: 1.75s	remaining: 552ms
760:	learn: 0.0021639	total: 1.75s	remaining: 550ms
761:	learn: 0.0021528	total: 1.75s	remaining: 547ms
762:	learn: 0.0021394	total: 1.75s	remaining: 545ms
763:	learn: 0.0021366	total: 1.76s	remaining: 543ms
764:	learn: 0.0021112	total: 1.76s	remaining: 541ms
765:	learn: 0.0020918	total: 1.76s	remaining: 539ms
766:	learn: 0.0020715	total: 1.76s	remaining: 536ms
767:	learn: 0.0020633	total: 1.77s	remaining: 534ms
768:	learn: 0.0020608	total: 1.77s	remaining: 532ms
769:	learn: 0.0020412	total: 1.77s	remaining: 530ms
770:	learn: 0.0020287	total: 1.78s	remaining: 528ms
771:	learn: 0.0020274	total: 1.78s	remaining: 526ms
772:	learn: 0.0020022	total: 1.78s	remaining: 524ms
773:	learn: 0.0020011	total: 1.79s	remaining: 522ms
774:	learn: 0.0019947	total: 1.79s	remaining: 519ms
775:	learn: 0.0019714	total: 1.79s	remaining: 517ms
776:	learn: 0.0019635	total: 1.79s	remaining: 515ms
777:	learn: 0.0019566	total: 1.8s	remaining: 513ms
778:	learn: 0.0019459	total: 1.8s	remaining: 510ms
779:	learn: 0.0019385	total: 1.8s	remaining: 508ms
780:	learn: 0.0019281	total: 1.8s	remaining: 506ms
781:	learn: 0.0019191	total: 1.81s	remaining: 503ms
782:	learn: 0.0019096	total: 1.81s	remaining: 501ms
783:	learn: 0.0018901	total: 1.81s	remaining: 499ms
784:	learn: 0.0018864	total: 1.81s	remaining: 497ms
785:	learn: 0.0018762	total: 1.82s	remaining: 494ms
786:	learn: 0.0018527	total: 1.82s	remaining: 492ms
787:	learn: 0.0018306	total: 1.82s	remaining: 490ms
788:	learn: 0.0018138	total: 1.82s	remaining: 487ms
789:	learn: 0.0018092	total: 1.82s	remaining: 485ms
790:	learn: 0.0018014	total: 1.82s	remaining: 482ms
791:	learn: 0.0017909	total: 1.83s	remaining: 480ms
792:	learn: 0.0017719	total: 1.83s	remaining: 478ms
793:	learn: 0.0017707	total: 1.83s	remaining: 476ms
794:	learn: 0.0017596	total: 1.83s	remaining: 473ms
795:	learn: 0.0017565	total: 1.84s	remaining: 471ms
796:	learn: 0.0017355	total: 1.84s	remaining: 468ms
797:	learn: 0.0017268	total: 1.84s	remaining: 466ms
798:	learn: 0.0017119	total: 1.84s	remaining: 464ms
799:	learn: 0.0016945	total: 1.84s	remaining: 461ms
800:	learn: 0.0016754	total: 1.85s	remaining: 459ms
801:	learn: 0.0016528	total: 1.85s	remaining: 456ms
802:	learn: 0.0016510	total: 1.85s	remaining: 454ms
803:	learn: 0.0016343	total: 1.85s	remaining: 452ms
804:	learn: 0.0016248	total: 1.85s	remaining: 449ms
805:	learn: 0.0016136	total: 1.86s	remaining: 447ms
806:	learn: 0.0016041	total: 1.86s	remaining: 445ms
807:	learn: 0.0015839	total: 1.86s	remaining: 442ms
808:	learn: 0.0015755	total: 1.86s	remaining: 440ms
809:	learn: 0.0015704	total: 1.86s	remaining: 437ms
810:	learn: 0.0015627	total: 1.87s	remaining: 435ms
811:	learn: 0.0015465	total: 1.87s	remaining: 433ms
812:	learn: 0.0015307	total: 1.87s	remaining: 430ms
813:	learn: 0.0015120	total: 1.87s	remaining: 428ms
814:	learn: 0.0015064	total: 1.87s	remaining: 426ms
815:	learn: 0.0014986	total: 1.88s	remaining: 423ms
816:	learn: 0.0014880	total: 1.88s	remaining: 421ms
817:	learn: 0.0014837	total: 1.88s	remaining: 418ms
818:	learn: 0.0014654	total: 1.88s	remaining: 416ms
819:	learn: 0.0014565	total: 1.88s	remaining: 414ms
820:	learn: 0.0014408	total: 1.89s	remaining: 411ms
821:	learn: 0.0014362	total: 1.89s	remaining: 409ms
822:	learn: 0.0014351	total: 1.89s	remaining: 407ms
823:	learn: 0.0014197	total: 1.89s	remaining: 404ms
824:	learn: 0.0014131	total: 1.89s	remaining: 402ms
825:	learn: 0.0014029	total: 1.9s	remaining: 400ms
826:	learn: 0.0013847	total: 1.9s	remaining: 397ms
827:	learn: 0.0013736	total: 1.9s	remaining: 395ms
828:	learn: 0.0013597	total: 1.9s	remaining: 393ms
829:	learn: 0.0013472	total: 1.91s	remaining: 390ms
830:	learn: 0.0013432	total: 1.91s	remaining: 388ms
831:	learn: 0.0013262	total: 1.91s	remaining: 385ms
832:	learn: 0.0013227	total: 1.91s	remaining: 383ms
833:	learn: 0.0013118	total: 1.91s	remaining: 381ms
834:	learn: 0.0013008	total: 1.92s	remaining: 379ms
835:	learn: 0.0012910	total: 1.92s	remaining: 376ms
836:	learn: 0.0012836	total: 1.92s	remaining: 374ms
837:	learn: 0.0012678	total: 1.92s	remaining: 371ms
838:	learn: 0.0012670	total: 1.92s	remaining: 369ms
839:	learn: 0.0012587	total: 1.93s	remaining: 367ms
840:	learn: 0.0012434	total: 1.93s	remaining: 364ms
841:	learn: 0.0012410	total: 1.93s	remaining: 362ms
842:	learn: 0.0012292	total: 1.93s	remaining: 360ms
843:	learn: 0.0012268	total: 1.93s	remaining: 357ms
844:	learn: 0.0012217	total: 1.94s	remaining: 355ms
845:	learn: 0.0012127	total: 1.94s	remaining: 353ms
846:	learn: 0.0012037	total: 1.94s	remaining: 350ms
847:	learn: 0.0012008	total: 1.94s	remaining: 348ms
848:	learn: 0.0011837	total: 1.95s	remaining: 346ms
849:	learn: 0.0011768	total: 1.95s	remaining: 344ms
850:	learn: 0.0011728	total: 1.95s	remaining: 342ms
851:	learn: 0.0011573	total: 1.95s	remaining: 339ms
852:	learn: 0.0011473	total: 1.96s	remaining: 337ms
853:	learn: 0.0011388	total: 1.96s	remaining: 335ms
854:	learn: 0.0011340	total: 1.96s	remaining: 332ms
855:	learn: 0.0011250	total: 1.96s	remaining: 330ms
856:	learn: 0.0011214	total: 1.96s	remaining: 328ms
857:	learn: 0.0011207	total: 1.97s	remaining: 326ms
858:	learn: 0.0011133	total: 1.97s	remaining: 323ms
859:	learn: 0.0011081	total: 1.97s	remaining: 321ms
860:	learn: 0.0010976	total: 1.97s	remaining: 319ms
861:	learn: 0.0010867	total: 1.98s	remaining: 317ms
862:	learn: 0.0010770	total: 1.98s	remaining: 314ms
863:	learn: 0.0010763	total: 1.98s	remaining: 312ms
864:	learn: 0.0010704	total: 1.98s	remaining: 310ms
865:	learn: 0.0010677	total: 1.99s	remaining: 307ms
866:	learn: 0.0010537	total: 1.99s	remaining: 305ms
867:	learn: 0.0010459	total: 1.99s	remaining: 303ms
868:	learn: 0.0010330	total: 1.99s	remaining: 300ms
869:	learn: 0.0010252	total: 1.99s	remaining: 298ms
870:	learn: 0.0010190	total: 2s	remaining: 296ms
871:	learn: 0.0010159	total: 2s	remaining: 293ms
872:	learn: 0.0010085	total: 2s	remaining: 291ms
873:	learn: 0.0009957	total: 2s	remaining: 289ms
874:	learn: 0.0009897	total: 2s	remaining: 286ms
875:	learn: 0.0009817	total: 2.01s	remaining: 284ms
876:	learn: 0.0009728	total: 2.01s	remaining: 282ms
877:	learn: 0.0009666	total: 2.01s	remaining: 279ms
878:	learn: 0.0009611	total: 2.01s	remaining: 277ms
879:	learn: 0.0009575	total: 2.01s	remaining: 275ms
880:	learn: 0.0009545	total: 2.02s	remaining: 272ms
881:	learn: 0.0009455	total: 2.02s	remaining: 270ms
882:	learn: 0.0009388	total: 2.02s	remaining: 268ms
883:	learn: 0.0009289	total: 2.02s	remaining: 265ms
884:	learn: 0.0009261	total: 2.02s	remaining: 263ms
885:	learn: 0.0009193	total: 2.03s	remaining: 261ms
886:	learn: 0.0009089	total: 2.03s	remaining: 258ms
887:	learn: 0.0008978	total: 2.03s	remaining: 256ms
888:	learn: 0.0008847	total: 2.03s	remaining: 254ms
889:	learn: 0.0008780	total: 2.03s	remaining: 251ms
890:	learn: 0.0008720	total: 2.04s	remaining: 249ms
891:	learn: 0.0008685	total: 2.04s	remaining: 247ms
892:	learn: 0.0008627	total: 2.04s	remaining: 244ms
893:	learn: 0.0008552	total: 2.04s	remaining: 242ms
894:	learn: 0.0008468	total: 2.04s	remaining: 240ms
895:	learn: 0.0008461	total: 2.05s	remaining: 238ms
896:	learn: 0.0008349	total: 2.05s	remaining: 235ms
897:	learn: 0.0008300	total: 2.05s	remaining: 233ms
898:	learn: 0.0008190	total: 2.05s	remaining: 231ms
899:	learn: 0.0008175	total: 2.05s	remaining: 228ms
900:	learn: 0.0008156	total: 2.06s	remaining: 226ms
901:	learn: 0.0008064	total: 2.06s	remaining: 224ms
902:	learn: 0.0008000	total: 2.06s	remaining: 221ms
903:	learn: 0.0007924	total: 2.06s	remaining: 219ms
904:	learn: 0.0007832	total: 2.06s	remaining: 217ms
905:	learn: 0.0007783	total: 2.07s	remaining: 214ms
906:	learn: 0.0007758	total: 2.07s	remaining: 212ms
907:	learn: 0.0007655	total: 2.07s	remaining: 210ms
908:	learn: 0.0007618	total: 2.07s	remaining: 207ms
909:	learn: 0.0007576	total: 2.07s	remaining: 205ms
910:	learn: 0.0007495	total: 2.08s	remaining: 203ms
911:	learn: 0.0007468	total: 2.08s	remaining: 201ms
912:	learn: 0.0007398	total: 2.08s	remaining: 198ms
913:	learn: 0.0007365	total: 2.08s	remaining: 196ms
914:	learn: 0.0007356	total: 2.08s	remaining: 194ms
915:	learn: 0.0007326	total: 2.09s	remaining: 191ms
916:	learn: 0.0007298	total: 2.09s	remaining: 189ms
917:	learn: 0.0007240	total: 2.09s	remaining: 187ms
918:	learn: 0.0007188	total: 2.09s	remaining: 185ms
919:	learn: 0.0007128	total: 2.1s	remaining: 182ms
920:	learn: 0.0007071	total: 2.1s	remaining: 180ms
921:	learn: 0.0007008	total: 2.1s	remaining: 178ms
922:	learn: 0.0006969	total: 2.1s	remaining: 175ms
923:	learn: 0.0006919	total: 2.1s	remaining: 173ms
924:	learn: 0.0006914	total: 2.11s	remaining: 171ms
925:	learn: 0.0006848	total: 2.11s	remaining: 169ms
926:	learn: 0.0006770	total: 2.11s	remaining: 166ms
927:	learn: 0.0006752	total: 2.11s	remaining: 164ms
928:	learn: 0.0006656	total: 2.12s	remaining: 162ms
929:	learn: 0.0006607	total: 2.12s	remaining: 159ms
930:	learn: 0.0006578	total: 2.12s	remaining: 157ms
931:	learn: 0.0006510	total: 2.12s	remaining: 155ms
932:	learn: 0.0006467	total: 2.13s	remaining: 153ms
933:	learn: 0.0006447	total: 2.13s	remaining: 150ms
934:	learn: 0.0006397	total: 2.13s	remaining: 148ms
935:	learn: 0.0006375	total: 2.13s	remaining: 146ms
936:	learn: 0.0006348	total: 2.13s	remaining: 144ms
937:	learn: 0.0006306	total: 2.14s	remaining: 141ms
938:	learn: 0.0006290	total: 2.14s	remaining: 139ms
939:	learn: 0.0006249	total: 2.14s	remaining: 137ms
940:	learn: 0.0006231	total: 2.14s	remaining: 134ms
941:	learn: 0.0006139	total: 2.15s	remaining: 132ms
942:	learn: 0.0006097	total: 2.15s	remaining: 130ms
943:	learn: 0.0006048	total: 2.15s	remaining: 128ms
944:	learn: 0.0006007	total: 2.15s	remaining: 125ms
945:	learn: 0.0005982	total: 2.15s	remaining: 123ms
946:	learn: 0.0005960	total: 2.16s	remaining: 121ms
947:	learn: 0.0005949	total: 2.16s	remaining: 118ms
948:	learn: 0.0005892	total: 2.16s	remaining: 116ms
949:	learn: 0.0005839	total: 2.16s	remaining: 114ms
950:	learn: 0.0005801	total: 2.17s	remaining: 112ms
951:	learn: 0.0005742	total: 2.17s	remaining: 109ms
952:	learn: 0.0005698	total: 2.17s	remaining: 107ms
953:	learn: 0.0005660	total: 2.17s	remaining: 105ms
954:	learn: 0.0005617	total: 2.17s	remaining: 102ms
955:	learn: 0.0005592	total: 2.17s	remaining: 100ms
956:	learn: 0.0005550	total: 2.18s	remaining: 97.8ms
957:	learn: 0.0005520	total: 2.18s	remaining: 95.6ms
958:	learn: 0.0005506	total: 2.18s	remaining: 93.3ms
959:	learn: 0.0005476	total: 2.18s	remaining: 91ms
960:	learn: 0.0005431	total: 2.19s	remaining: 88.7ms
961:	learn: 0.0005382	total: 2.19s	remaining: 86.4ms
962:	learn: 0.0005355	total: 2.19s	remaining: 84.1ms
963:	learn: 0.0005301	total: 2.19s	remaining: 81.9ms
964:	learn: 0.0005259	total: 2.19s	remaining: 79.6ms
965:	learn: 0.0005246	total: 2.2s	remaining: 77.3ms
966:	learn: 0.0005239	total: 2.2s	remaining: 75ms
967:	learn: 0.0005190	total: 2.2s	remaining: 72.7ms
968:	learn: 0.0005140	total: 2.2s	remaining: 70.5ms
969:	learn: 0.0005113	total: 2.2s	remaining: 68.2ms
970:	learn: 0.0005101	total: 2.21s	remaining: 65.9ms
971:	learn: 0.0005071	total: 2.21s	remaining: 63.6ms
972:	learn: 0.0005041	total: 2.21s	remaining: 61.4ms
973:	learn: 0.0004995	total: 2.21s	remaining: 59.1ms
974:	learn: 0.0004952	total: 2.21s	remaining: 56.8ms
975:	learn: 0.0004918	total: 2.22s	remaining: 54.5ms
976:	learn: 0.0004890	total: 2.22s	remaining: 52.2ms
977:	learn: 0.0004865	total: 2.22s	remaining: 50ms
978:	learn: 0.0004842	total: 2.22s	remaining: 47.7ms
979:	learn: 0.0004821	total: 2.23s	remaining: 45.4ms
980:	learn: 0.0004784	total: 2.23s	remaining: 43.1ms
981:	learn: 0.0004757	total: 2.23s	remaining: 40.9ms
982:	learn: 0.0004719	total: 2.23s	remaining: 38.6ms
983:	learn: 0.0004671	total: 2.23s	remaining: 36.3ms
984:	learn: 0.0004653	total: 2.23s	remaining: 34ms
985:	learn: 0.0004628	total: 2.24s	remaining: 31.8ms
986:	learn: 0.0004573	total: 2.24s	remaining: 29.5ms
987:	learn: 0.0004504	total: 2.24s	remaining: 27.2ms
988:	learn: 0.0004458	total: 2.24s	remaining: 24.9ms
989:	learn: 0.0004448	total: 2.24s	remaining: 22.7ms
990:	learn: 0.0004431	total: 2.25s	remaining: 20.4ms
991:	learn: 0.0004419	total: 2.25s	remaining: 18.1ms
992:	learn: 0.0004393	total: 2.25s	remaining: 15.9ms
993:	learn: 0.0004361	total: 2.25s	remaining: 13.6ms
994:	learn: 0.0004309	total: 2.25s	remaining: 11.3ms
995:	learn: 0.0004287	total: 2.26s	remaining: 9.06ms
996:	learn: 0.0004268	total: 2.26s	remaining: 6.8ms
997:	learn: 0.0004253	total: 2.26s	remaining: 4.53ms
998:	learn: 0.0004230	total: 2.26s	remaining: 2.27ms
999:	learn: 0.0004196	total: 2.26s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=5, depth=6, total=   2.8s
[CV] learning_rate=0.1, l2_leaf_reg=5, depth=6 .......................
0:	learn: 0.8365535	total: 8.59ms	remaining: 8.59s
1:	learn: 0.8035629	total: 14.8ms	remaining: 7.38s
2:	learn: 0.7644031	total: 21.9ms	remaining: 7.29s
3:	learn: 0.7236983	total: 28.5ms	remaining: 7.09s
4:	learn: 0.6905177	total: 35.6ms	remaining: 7.08s
5:	learn: 0.6617111	total: 40.2ms	remaining: 6.65s
6:	learn: 0.6366174	total: 43.4ms	remaining: 6.16s
7:	learn: 0.6098049	total: 46.6ms	remaining: 5.78s
8:	learn: 0.5881652	total: 50.2ms	remaining: 5.52s
9:	learn: 0.5681963	total: 53.3ms	remaining: 5.27s
10:	learn: 0.5495332	total: 55.5ms	remaining: 4.99s
11:	learn: 0.5351079	total: 57.7ms	remaining: 4.75s
12:	learn: 0.5204865	total: 59.9ms	remaining: 4.55s
13:	learn: 0.5052130	total: 61.9ms	remaining: 4.36s
14:	learn: 0.4912995	total: 64.7ms	remaining: 4.25s
15:	learn: 0.4817312	total: 66.7ms	remaining: 4.1s
16:	learn: 0.4702448	total: 68.6ms	remaining: 3.97s
17:	learn: 0.4588390	total: 70.7ms	remaining: 3.86s
18:	learn: 0.4477811	total: 72.8ms	remaining: 3.76s
19:	learn: 0.4376818	total: 74.8ms	remaining: 3.67s
20:	learn: 0.4292859	total: 76.9ms	remaining: 3.58s
21:	learn: 0.4209992	total: 79.8ms	remaining: 3.55s
22:	learn: 0.4129998	total: 81.8ms	remaining: 3.47s
23:	learn: 0.4062834	total: 83.6ms	remaining: 3.4s
24:	learn: 0.3995948	total: 85.5ms	remaining: 3.33s
25:	learn: 0.3924717	total: 87.4ms	remaining: 3.27s
26:	learn: 0.3866358	total: 89.5ms	remaining: 3.22s
27:	learn: 0.3811846	total: 91.4ms	remaining: 3.17s
28:	learn: 0.3749644	total: 94.1ms	remaining: 3.15s
29:	learn: 0.3686847	total: 96ms	remaining: 3.1s
30:	learn: 0.3637197	total: 98ms	remaining: 3.06s
31:	learn: 0.3595042	total: 100ms	remaining: 3.02s
32:	learn: 0.3546433	total: 102ms	remaining: 2.99s
33:	learn: 0.3512343	total: 104ms	remaining: 2.95s
34:	learn: 0.3474746	total: 106ms	remaining: 2.92s
35:	learn: 0.3443000	total: 108ms	remaining: 2.88s
36:	learn: 0.3406247	total: 110ms	remaining: 2.86s
37:	learn: 0.3370738	total: 112ms	remaining: 2.83s
38:	learn: 0.3332514	total: 114ms	remaining: 2.8s
39:	learn: 0.3295163	total: 115ms	remaining: 2.77s
40:	learn: 0.3260538	total: 117ms	remaining: 2.74s
41:	learn: 0.3232897	total: 119ms	remaining: 2.72s
42:	learn: 0.3203734	total: 121ms	remaining: 2.69s
43:	learn: 0.3162190	total: 124ms	remaining: 2.69s
44:	learn: 0.3129625	total: 126ms	remaining: 2.67s
45:	learn: 0.3092243	total: 127ms	remaining: 2.64s
46:	learn: 0.3067393	total: 129ms	remaining: 2.62s
47:	learn: 0.3049108	total: 131ms	remaining: 2.6s
48:	learn: 0.3014646	total: 133ms	remaining: 2.58s
49:	learn: 0.2991307	total: 136ms	remaining: 2.58s
50:	learn: 0.2976016	total: 139ms	remaining: 2.58s
51:	learn: 0.2952156	total: 141ms	remaining: 2.58s
52:	learn: 0.2922251	total: 144ms	remaining: 2.57s
53:	learn: 0.2894594	total: 146ms	remaining: 2.56s
54:	learn: 0.2869321	total: 149ms	remaining: 2.55s
55:	learn: 0.2835294	total: 151ms	remaining: 2.54s
56:	learn: 0.2802095	total: 153ms	remaining: 2.53s
57:	learn: 0.2775174	total: 156ms	remaining: 2.53s
58:	learn: 0.2757071	total: 158ms	remaining: 2.52s
59:	learn: 0.2732254	total: 160ms	remaining: 2.51s
60:	learn: 0.2703031	total: 163ms	remaining: 2.5s
61:	learn: 0.2679260	total: 165ms	remaining: 2.49s
62:	learn: 0.2659933	total: 168ms	remaining: 2.5s
63:	learn: 0.2642798	total: 170ms	remaining: 2.49s
64:	learn: 0.2631771	total: 172ms	remaining: 2.47s
65:	learn: 0.2602868	total: 174ms	remaining: 2.46s
66:	learn: 0.2570219	total: 176ms	remaining: 2.44s
67:	learn: 0.2560883	total: 177ms	remaining: 2.43s
68:	learn: 0.2536843	total: 179ms	remaining: 2.42s
69:	learn: 0.2508461	total: 183ms	remaining: 2.43s
70:	learn: 0.2476965	total: 185ms	remaining: 2.42s
71:	learn: 0.2460800	total: 187ms	remaining: 2.4s
72:	learn: 0.2436303	total: 188ms	remaining: 2.39s
73:	learn: 0.2419552	total: 190ms	remaining: 2.38s
74:	learn: 0.2389832	total: 192ms	remaining: 2.37s
75:	learn: 0.2378242	total: 194ms	remaining: 2.36s
76:	learn: 0.2365980	total: 197ms	remaining: 2.36s
77:	learn: 0.2338619	total: 199ms	remaining: 2.35s
78:	learn: 0.2324077	total: 201ms	remaining: 2.35s
79:	learn: 0.2298481	total: 203ms	remaining: 2.33s
80:	learn: 0.2284822	total: 205ms	remaining: 2.32s
81:	learn: 0.2269122	total: 207ms	remaining: 2.31s
82:	learn: 0.2248463	total: 209ms	remaining: 2.31s
83:	learn: 0.2239511	total: 211ms	remaining: 2.31s
84:	learn: 0.2230044	total: 213ms	remaining: 2.29s
85:	learn: 0.2219926	total: 215ms	remaining: 2.29s
86:	learn: 0.2204090	total: 217ms	remaining: 2.28s
87:	learn: 0.2180707	total: 219ms	remaining: 2.27s
88:	learn: 0.2159864	total: 221ms	remaining: 2.26s
89:	learn: 0.2140657	total: 222ms	remaining: 2.25s
90:	learn: 0.2130227	total: 224ms	remaining: 2.24s
91:	learn: 0.2112092	total: 226ms	remaining: 2.23s
92:	learn: 0.2095339	total: 228ms	remaining: 2.23s
93:	learn: 0.2079539	total: 230ms	remaining: 2.22s
94:	learn: 0.2061404	total: 232ms	remaining: 2.21s
95:	learn: 0.2052264	total: 234ms	remaining: 2.2s
96:	learn: 0.2037953	total: 236ms	remaining: 2.19s
97:	learn: 0.2026137	total: 238ms	remaining: 2.19s
98:	learn: 0.2022633	total: 240ms	remaining: 2.19s
99:	learn: 0.2017361	total: 242ms	remaining: 2.18s
100:	learn: 0.1978454	total: 244ms	remaining: 2.17s
101:	learn: 0.1971502	total: 246ms	remaining: 2.17s
102:	learn: 0.1967691	total: 248ms	remaining: 2.16s
103:	learn: 0.1962607	total: 249ms	remaining: 2.15s
104:	learn: 0.1953145	total: 251ms	remaining: 2.14s
105:	learn: 0.1947980	total: 253ms	remaining: 2.13s
106:	learn: 0.1942212	total: 256ms	remaining: 2.13s
107:	learn: 0.1937342	total: 257ms	remaining: 2.13s
108:	learn: 0.1924849	total: 259ms	remaining: 2.12s
109:	learn: 0.1918738	total: 261ms	remaining: 2.11s
110:	learn: 0.1899550	total: 263ms	remaining: 2.11s
111:	learn: 0.1890581	total: 265ms	remaining: 2.1s
112:	learn: 0.1884895	total: 267ms	remaining: 2.1s
113:	learn: 0.1865410	total: 270ms	remaining: 2.1s
114:	learn: 0.1851070	total: 272ms	remaining: 2.09s
115:	learn: 0.1844309	total: 274ms	remaining: 2.08s
116:	learn: 0.1838815	total: 275ms	remaining: 2.08s
117:	learn: 0.1836121	total: 277ms	remaining: 2.07s
118:	learn: 0.1814820	total: 279ms	remaining: 2.07s
119:	learn: 0.1799488	total: 281ms	remaining: 2.06s
120:	learn: 0.1785535	total: 283ms	remaining: 2.06s
121:	learn: 0.1758463	total: 286ms	remaining: 2.06s
122:	learn: 0.1749055	total: 288ms	remaining: 2.05s
123:	learn: 0.1733230	total: 290ms	remaining: 2.04s
124:	learn: 0.1721280	total: 291ms	remaining: 2.04s
125:	learn: 0.1714004	total: 293ms	remaining: 2.03s
126:	learn: 0.1708411	total: 295ms	remaining: 2.03s
127:	learn: 0.1705271	total: 296ms	remaining: 2.02s
128:	learn: 0.1691605	total: 298ms	remaining: 2.01s
129:	learn: 0.1687960	total: 301ms	remaining: 2.02s
130:	learn: 0.1663969	total: 304ms	remaining: 2.01s
131:	learn: 0.1649373	total: 306ms	remaining: 2.01s
132:	learn: 0.1635074	total: 308ms	remaining: 2.01s
133:	learn: 0.1632163	total: 310ms	remaining: 2s
134:	learn: 0.1621320	total: 312ms	remaining: 2s
135:	learn: 0.1619271	total: 315ms	remaining: 2s
136:	learn: 0.1600812	total: 317ms	remaining: 2s
137:	learn: 0.1589050	total: 319ms	remaining: 2s
138:	learn: 0.1571223	total: 322ms	remaining: 1.99s
139:	learn: 0.1562432	total: 324ms	remaining: 1.99s
140:	learn: 0.1542697	total: 326ms	remaining: 1.99s
141:	learn: 0.1522694	total: 329ms	remaining: 1.99s
142:	learn: 0.1520723	total: 331ms	remaining: 1.99s
143:	learn: 0.1501833	total: 333ms	remaining: 1.98s
144:	learn: 0.1497786	total: 335ms	remaining: 1.98s
145:	learn: 0.1485574	total: 337ms	remaining: 1.97s
146:	learn: 0.1467702	total: 339ms	remaining: 1.97s
147:	learn: 0.1466148	total: 341ms	remaining: 1.96s
148:	learn: 0.1449343	total: 344ms	remaining: 1.97s
149:	learn: 0.1437450	total: 346ms	remaining: 1.96s
150:	learn: 0.1421312	total: 348ms	remaining: 1.96s
151:	learn: 0.1410315	total: 350ms	remaining: 1.95s
152:	learn: 0.1390163	total: 352ms	remaining: 1.95s
153:	learn: 0.1376623	total: 354ms	remaining: 1.94s
154:	learn: 0.1374152	total: 355ms	remaining: 1.94s
155:	learn: 0.1355482	total: 358ms	remaining: 1.94s
156:	learn: 0.1343809	total: 360ms	remaining: 1.93s
157:	learn: 0.1341003	total: 362ms	remaining: 1.93s
158:	learn: 0.1321061	total: 364ms	remaining: 1.93s
159:	learn: 0.1305782	total: 366ms	remaining: 1.92s
160:	learn: 0.1304569	total: 368ms	remaining: 1.92s
161:	learn: 0.1287478	total: 370ms	remaining: 1.91s
162:	learn: 0.1286254	total: 373ms	remaining: 1.91s
163:	learn: 0.1278343	total: 374ms	remaining: 1.91s
164:	learn: 0.1270158	total: 376ms	remaining: 1.9s
165:	learn: 0.1266856	total: 378ms	remaining: 1.9s
166:	learn: 0.1250839	total: 380ms	remaining: 1.9s
167:	learn: 0.1247428	total: 382ms	remaining: 1.89s
168:	learn: 0.1246026	total: 384ms	remaining: 1.89s
169:	learn: 0.1233771	total: 386ms	remaining: 1.88s
170:	learn: 0.1232125	total: 388ms	remaining: 1.88s
171:	learn: 0.1226749	total: 390ms	remaining: 1.88s
172:	learn: 0.1225446	total: 392ms	remaining: 1.87s
173:	learn: 0.1221745	total: 394ms	remaining: 1.87s
174:	learn: 0.1215008	total: 396ms	remaining: 1.87s
175:	learn: 0.1201548	total: 398ms	remaining: 1.86s
176:	learn: 0.1196074	total: 400ms	remaining: 1.86s
177:	learn: 0.1185547	total: 402ms	remaining: 1.86s
178:	learn: 0.1176426	total: 404ms	remaining: 1.85s
179:	learn: 0.1161480	total: 406ms	remaining: 1.85s
180:	learn: 0.1158753	total: 408ms	remaining: 1.85s
181:	learn: 0.1147193	total: 410ms	remaining: 1.84s
182:	learn: 0.1138462	total: 412ms	remaining: 1.84s
183:	learn: 0.1125569	total: 414ms	remaining: 1.83s
184:	learn: 0.1118074	total: 416ms	remaining: 1.83s
185:	learn: 0.1104970	total: 418ms	remaining: 1.83s
186:	learn: 0.1103750	total: 420ms	remaining: 1.82s
187:	learn: 0.1090286	total: 422ms	remaining: 1.82s
188:	learn: 0.1075655	total: 424ms	remaining: 1.82s
189:	learn: 0.1063612	total: 426ms	remaining: 1.81s
190:	learn: 0.1054266	total: 428ms	remaining: 1.81s
191:	learn: 0.1050934	total: 430ms	remaining: 1.81s
192:	learn: 0.1040923	total: 432ms	remaining: 1.81s
193:	learn: 0.1027211	total: 434ms	remaining: 1.8s
194:	learn: 0.1026112	total: 436ms	remaining: 1.8s
195:	learn: 0.1016871	total: 438ms	remaining: 1.79s
196:	learn: 0.1015799	total: 440ms	remaining: 1.79s
197:	learn: 0.1008892	total: 442ms	remaining: 1.79s
198:	learn: 0.1007792	total: 444ms	remaining: 1.78s
199:	learn: 0.1006782	total: 446ms	remaining: 1.78s
200:	learn: 0.1000020	total: 448ms	remaining: 1.78s
201:	learn: 0.0994674	total: 450ms	remaining: 1.78s
202:	learn: 0.0988125	total: 452ms	remaining: 1.77s
203:	learn: 0.0986625	total: 454ms	remaining: 1.77s
204:	learn: 0.0977996	total: 456ms	remaining: 1.77s
205:	learn: 0.0967219	total: 457ms	remaining: 1.76s
206:	learn: 0.0956944	total: 459ms	remaining: 1.76s
207:	learn: 0.0947293	total: 462ms	remaining: 1.76s
208:	learn: 0.0938928	total: 464ms	remaining: 1.76s
209:	learn: 0.0931161	total: 467ms	remaining: 1.76s
210:	learn: 0.0920411	total: 469ms	remaining: 1.75s
211:	learn: 0.0919568	total: 472ms	remaining: 1.75s
212:	learn: 0.0915708	total: 474ms	remaining: 1.75s
213:	learn: 0.0913061	total: 477ms	remaining: 1.75s
214:	learn: 0.0912093	total: 478ms	remaining: 1.74s
215:	learn: 0.0902443	total: 480ms	remaining: 1.74s
216:	learn: 0.0900100	total: 482ms	remaining: 1.74s
217:	learn: 0.0895864	total: 485ms	remaining: 1.74s
218:	learn: 0.0889854	total: 487ms	remaining: 1.74s
219:	learn: 0.0888650	total: 490ms	remaining: 1.74s
220:	learn: 0.0879823	total: 492ms	remaining: 1.73s
221:	learn: 0.0871842	total: 494ms	remaining: 1.73s
222:	learn: 0.0865380	total: 497ms	remaining: 1.73s
223:	learn: 0.0857123	total: 499ms	remaining: 1.73s
224:	learn: 0.0856312	total: 502ms	remaining: 1.73s
225:	learn: 0.0848641	total: 506ms	remaining: 1.73s
226:	learn: 0.0842731	total: 508ms	remaining: 1.73s
227:	learn: 0.0831960	total: 510ms	remaining: 1.73s
228:	learn: 0.0830628	total: 512ms	remaining: 1.72s
229:	learn: 0.0822657	total: 514ms	remaining: 1.72s
230:	learn: 0.0812126	total: 516ms	remaining: 1.72s
231:	learn: 0.0811444	total: 518ms	remaining: 1.71s
232:	learn: 0.0802831	total: 521ms	remaining: 1.71s
233:	learn: 0.0793331	total: 523ms	remaining: 1.71s
234:	learn: 0.0782290	total: 524ms	remaining: 1.71s
235:	learn: 0.0776058	total: 526ms	remaining: 1.7s
236:	learn: 0.0771511	total: 528ms	remaining: 1.7s
237:	learn: 0.0764112	total: 530ms	remaining: 1.7s
238:	learn: 0.0759417	total: 532ms	remaining: 1.7s
239:	learn: 0.0756540	total: 535ms	remaining: 1.69s
240:	learn: 0.0752126	total: 537ms	remaining: 1.69s
241:	learn: 0.0745673	total: 539ms	remaining: 1.69s
242:	learn: 0.0738555	total: 541ms	remaining: 1.68s
243:	learn: 0.0728224	total: 543ms	remaining: 1.68s
244:	learn: 0.0727604	total: 545ms	remaining: 1.68s
245:	learn: 0.0726467	total: 546ms	remaining: 1.68s
246:	learn: 0.0725095	total: 549ms	remaining: 1.67s
247:	learn: 0.0718079	total: 551ms	remaining: 1.67s
248:	learn: 0.0716197	total: 553ms	remaining: 1.67s
249:	learn: 0.0709091	total: 555ms	remaining: 1.66s
250:	learn: 0.0706971	total: 557ms	remaining: 1.66s
251:	learn: 0.0703916	total: 559ms	remaining: 1.66s
252:	learn: 0.0697941	total: 561ms	remaining: 1.66s
253:	learn: 0.0690433	total: 563ms	remaining: 1.65s
254:	learn: 0.0684517	total: 565ms	remaining: 1.65s
255:	learn: 0.0682578	total: 567ms	remaining: 1.65s
256:	learn: 0.0681947	total: 568ms	remaining: 1.64s
257:	learn: 0.0679272	total: 570ms	remaining: 1.64s
258:	learn: 0.0672388	total: 572ms	remaining: 1.64s
259:	learn: 0.0666797	total: 575ms	remaining: 1.64s
260:	learn: 0.0660090	total: 577ms	remaining: 1.63s
261:	learn: 0.0651722	total: 579ms	remaining: 1.63s
262:	learn: 0.0650390	total: 581ms	remaining: 1.63s
263:	learn: 0.0644181	total: 583ms	remaining: 1.63s
264:	learn: 0.0636679	total: 585ms	remaining: 1.62s
265:	learn: 0.0630294	total: 587ms	remaining: 1.62s
266:	learn: 0.0625854	total: 589ms	remaining: 1.62s
267:	learn: 0.0624216	total: 591ms	remaining: 1.61s
268:	learn: 0.0619172	total: 593ms	remaining: 1.61s
269:	learn: 0.0612014	total: 595ms	remaining: 1.61s
270:	learn: 0.0605986	total: 597ms	remaining: 1.61s
271:	learn: 0.0601528	total: 599ms	remaining: 1.6s
272:	learn: 0.0596298	total: 601ms	remaining: 1.6s
273:	learn: 0.0590478	total: 603ms	remaining: 1.6s
274:	learn: 0.0585788	total: 605ms	remaining: 1.59s
275:	learn: 0.0580999	total: 607ms	remaining: 1.59s
276:	learn: 0.0576251	total: 609ms	remaining: 1.59s
277:	learn: 0.0570098	total: 611ms	remaining: 1.59s
278:	learn: 0.0568806	total: 613ms	remaining: 1.58s
279:	learn: 0.0565291	total: 615ms	remaining: 1.58s
280:	learn: 0.0558588	total: 617ms	remaining: 1.58s
281:	learn: 0.0553592	total: 619ms	remaining: 1.58s
282:	learn: 0.0551467	total: 622ms	remaining: 1.57s
283:	learn: 0.0550909	total: 624ms	remaining: 1.57s
284:	learn: 0.0546595	total: 626ms	remaining: 1.57s
285:	learn: 0.0541634	total: 628ms	remaining: 1.57s
286:	learn: 0.0540786	total: 630ms	remaining: 1.56s
287:	learn: 0.0536605	total: 633ms	remaining: 1.56s
288:	learn: 0.0531014	total: 636ms	remaining: 1.56s
289:	learn: 0.0529156	total: 638ms	remaining: 1.56s
290:	learn: 0.0525083	total: 640ms	remaining: 1.56s
291:	learn: 0.0524137	total: 643ms	remaining: 1.56s
292:	learn: 0.0523122	total: 645ms	remaining: 1.55s
293:	learn: 0.0517450	total: 647ms	remaining: 1.55s
294:	learn: 0.0513686	total: 650ms	remaining: 1.55s
295:	learn: 0.0512016	total: 652ms	remaining: 1.55s
296:	learn: 0.0505999	total: 654ms	remaining: 1.55s
297:	learn: 0.0502600	total: 657ms	remaining: 1.55s
298:	learn: 0.0497818	total: 659ms	remaining: 1.54s
299:	learn: 0.0490489	total: 661ms	remaining: 1.54s
300:	learn: 0.0488218	total: 665ms	remaining: 1.54s
301:	learn: 0.0484254	total: 667ms	remaining: 1.54s
302:	learn: 0.0480622	total: 669ms	remaining: 1.54s
303:	learn: 0.0478027	total: 671ms	remaining: 1.53s
304:	learn: 0.0473792	total: 673ms	remaining: 1.53s
305:	learn: 0.0471768	total: 675ms	remaining: 1.53s
306:	learn: 0.0471441	total: 677ms	remaining: 1.53s
307:	learn: 0.0471048	total: 678ms	remaining: 1.52s
308:	learn: 0.0466970	total: 681ms	remaining: 1.52s
309:	learn: 0.0465065	total: 683ms	remaining: 1.52s
310:	learn: 0.0464633	total: 685ms	remaining: 1.52s
311:	learn: 0.0460717	total: 687ms	remaining: 1.51s
312:	learn: 0.0456668	total: 689ms	remaining: 1.51s
313:	learn: 0.0455006	total: 691ms	remaining: 1.51s
314:	learn: 0.0453833	total: 693ms	remaining: 1.51s
315:	learn: 0.0450591	total: 695ms	remaining: 1.5s
316:	learn: 0.0450209	total: 697ms	remaining: 1.5s
317:	learn: 0.0446592	total: 699ms	remaining: 1.5s
318:	learn: 0.0444111	total: 701ms	remaining: 1.5s
319:	learn: 0.0442684	total: 703ms	remaining: 1.49s
320:	learn: 0.0441611	total: 705ms	remaining: 1.49s
321:	learn: 0.0438043	total: 707ms	remaining: 1.49s
322:	learn: 0.0435362	total: 709ms	remaining: 1.49s
323:	learn: 0.0435073	total: 711ms	remaining: 1.48s
324:	learn: 0.0434849	total: 712ms	remaining: 1.48s
325:	learn: 0.0428991	total: 714ms	remaining: 1.48s
326:	learn: 0.0425678	total: 716ms	remaining: 1.47s
327:	learn: 0.0422884	total: 718ms	remaining: 1.47s
328:	learn: 0.0422290	total: 720ms	remaining: 1.47s
329:	learn: 0.0421991	total: 722ms	remaining: 1.47s
330:	learn: 0.0417373	total: 724ms	remaining: 1.46s
331:	learn: 0.0413855	total: 726ms	remaining: 1.46s
332:	learn: 0.0411832	total: 728ms	remaining: 1.46s
333:	learn: 0.0406793	total: 730ms	remaining: 1.46s
334:	learn: 0.0405854	total: 732ms	remaining: 1.45s
335:	learn: 0.0400140	total: 734ms	remaining: 1.45s
336:	learn: 0.0396963	total: 736ms	remaining: 1.45s
337:	learn: 0.0393164	total: 738ms	remaining: 1.45s
338:	learn: 0.0389038	total: 740ms	remaining: 1.44s
339:	learn: 0.0385698	total: 742ms	remaining: 1.44s
340:	learn: 0.0381683	total: 744ms	remaining: 1.44s
341:	learn: 0.0378121	total: 746ms	remaining: 1.44s
342:	learn: 0.0375327	total: 748ms	remaining: 1.43s
343:	learn: 0.0372923	total: 750ms	remaining: 1.43s
344:	learn: 0.0371532	total: 753ms	remaining: 1.43s
345:	learn: 0.0368100	total: 755ms	remaining: 1.43s
346:	learn: 0.0367816	total: 757ms	remaining: 1.42s
347:	learn: 0.0367589	total: 758ms	remaining: 1.42s
348:	learn: 0.0366971	total: 760ms	remaining: 1.42s
349:	learn: 0.0366368	total: 762ms	remaining: 1.42s
350:	learn: 0.0363446	total: 764ms	remaining: 1.41s
351:	learn: 0.0362737	total: 767ms	remaining: 1.41s
352:	learn: 0.0361525	total: 768ms	remaining: 1.41s
353:	learn: 0.0358131	total: 770ms	remaining: 1.41s
354:	learn: 0.0354022	total: 772ms	remaining: 1.4s
355:	learn: 0.0351975	total: 774ms	remaining: 1.4s
356:	learn: 0.0348178	total: 776ms	remaining: 1.4s
357:	learn: 0.0346222	total: 778ms	remaining: 1.4s
358:	learn: 0.0344710	total: 780ms	remaining: 1.39s
359:	learn: 0.0342891	total: 783ms	remaining: 1.39s
360:	learn: 0.0339958	total: 785ms	remaining: 1.39s
361:	learn: 0.0337401	total: 787ms	remaining: 1.39s
362:	learn: 0.0333624	total: 789ms	remaining: 1.38s
363:	learn: 0.0330508	total: 791ms	remaining: 1.38s
364:	learn: 0.0326039	total: 793ms	remaining: 1.38s
365:	learn: 0.0322827	total: 796ms	remaining: 1.38s
366:	learn: 0.0320258	total: 798ms	remaining: 1.38s
367:	learn: 0.0318372	total: 800ms	remaining: 1.37s
368:	learn: 0.0316234	total: 803ms	remaining: 1.37s
369:	learn: 0.0313723	total: 805ms	remaining: 1.37s
370:	learn: 0.0311029	total: 808ms	remaining: 1.37s
371:	learn: 0.0308446	total: 810ms	remaining: 1.37s
372:	learn: 0.0306948	total: 813ms	remaining: 1.37s
373:	learn: 0.0304885	total: 815ms	remaining: 1.36s
374:	learn: 0.0302820	total: 817ms	remaining: 1.36s
375:	learn: 0.0299401	total: 819ms	remaining: 1.36s
376:	learn: 0.0298821	total: 822ms	remaining: 1.36s
377:	learn: 0.0294559	total: 824ms	remaining: 1.35s
378:	learn: 0.0293338	total: 827ms	remaining: 1.35s
379:	learn: 0.0293135	total: 829ms	remaining: 1.35s
380:	learn: 0.0292144	total: 831ms	remaining: 1.35s
381:	learn: 0.0291367	total: 833ms	remaining: 1.35s
382:	learn: 0.0288850	total: 835ms	remaining: 1.34s
383:	learn: 0.0286370	total: 837ms	remaining: 1.34s
384:	learn: 0.0284612	total: 840ms	remaining: 1.34s
385:	learn: 0.0283760	total: 842ms	remaining: 1.34s
386:	learn: 0.0281951	total: 843ms	remaining: 1.34s
387:	learn: 0.0279417	total: 845ms	remaining: 1.33s
388:	learn: 0.0277374	total: 847ms	remaining: 1.33s
389:	learn: 0.0276925	total: 849ms	remaining: 1.33s
390:	learn: 0.0275215	total: 851ms	remaining: 1.32s
391:	learn: 0.0270811	total: 854ms	remaining: 1.32s
392:	learn: 0.0267111	total: 856ms	remaining: 1.32s
393:	learn: 0.0264623	total: 858ms	remaining: 1.32s
394:	learn: 0.0262538	total: 860ms	remaining: 1.32s
395:	learn: 0.0260532	total: 862ms	remaining: 1.31s
396:	learn: 0.0259190	total: 863ms	remaining: 1.31s
397:	learn: 0.0257241	total: 865ms	remaining: 1.31s
398:	learn: 0.0255479	total: 867ms	remaining: 1.31s
399:	learn: 0.0253622	total: 870ms	remaining: 1.3s
400:	learn: 0.0251664	total: 872ms	remaining: 1.3s
401:	learn: 0.0250632	total: 874ms	remaining: 1.3s
402:	learn: 0.0247689	total: 875ms	remaining: 1.3s
403:	learn: 0.0244334	total: 877ms	remaining: 1.29s
404:	learn: 0.0243026	total: 879ms	remaining: 1.29s
405:	learn: 0.0241191	total: 881ms	remaining: 1.29s
406:	learn: 0.0238909	total: 884ms	remaining: 1.29s
407:	learn: 0.0236086	total: 886ms	remaining: 1.28s
408:	learn: 0.0235201	total: 888ms	remaining: 1.28s
409:	learn: 0.0233198	total: 889ms	remaining: 1.28s
410:	learn: 0.0230790	total: 891ms	remaining: 1.28s
411:	learn: 0.0230280	total: 893ms	remaining: 1.27s
412:	learn: 0.0228497	total: 895ms	remaining: 1.27s
413:	learn: 0.0228116	total: 898ms	remaining: 1.27s
414:	learn: 0.0226543	total: 900ms	remaining: 1.27s
415:	learn: 0.0223597	total: 902ms	remaining: 1.26s
416:	learn: 0.0222158	total: 904ms	remaining: 1.26s
417:	learn: 0.0221889	total: 905ms	remaining: 1.26s
418:	learn: 0.0221523	total: 908ms	remaining: 1.26s
419:	learn: 0.0218992	total: 909ms	remaining: 1.25s
420:	learn: 0.0218296	total: 911ms	remaining: 1.25s
421:	learn: 0.0215561	total: 914ms	remaining: 1.25s
422:	learn: 0.0212553	total: 916ms	remaining: 1.25s
423:	learn: 0.0211621	total: 918ms	remaining: 1.25s
424:	learn: 0.0210508	total: 920ms	remaining: 1.24s
425:	learn: 0.0208416	total: 922ms	remaining: 1.24s
426:	learn: 0.0206431	total: 924ms	remaining: 1.24s
427:	learn: 0.0205931	total: 925ms	remaining: 1.24s
428:	learn: 0.0205533	total: 928ms	remaining: 1.24s
429:	learn: 0.0204996	total: 930ms	remaining: 1.23s
430:	learn: 0.0204015	total: 932ms	remaining: 1.23s
431:	learn: 0.0203071	total: 934ms	remaining: 1.23s
432:	learn: 0.0202339	total: 936ms	remaining: 1.23s
433:	learn: 0.0201494	total: 938ms	remaining: 1.22s
434:	learn: 0.0200691	total: 940ms	remaining: 1.22s
435:	learn: 0.0199635	total: 943ms	remaining: 1.22s
436:	learn: 0.0197018	total: 945ms	remaining: 1.22s
437:	learn: 0.0196267	total: 947ms	remaining: 1.21s
438:	learn: 0.0195683	total: 949ms	remaining: 1.21s
439:	learn: 0.0193979	total: 950ms	remaining: 1.21s
440:	learn: 0.0191853	total: 952ms	remaining: 1.21s
441:	learn: 0.0189230	total: 954ms	remaining: 1.2s
442:	learn: 0.0189076	total: 957ms	remaining: 1.2s
443:	learn: 0.0188279	total: 960ms	remaining: 1.2s
444:	learn: 0.0186339	total: 962ms	remaining: 1.2s
445:	learn: 0.0184664	total: 965ms	remaining: 1.2s
446:	learn: 0.0184253	total: 967ms	remaining: 1.2s
447:	learn: 0.0183728	total: 969ms	remaining: 1.19s
448:	learn: 0.0182961	total: 972ms	remaining: 1.19s
449:	learn: 0.0182771	total: 975ms	remaining: 1.19s
450:	learn: 0.0182337	total: 977ms	remaining: 1.19s
451:	learn: 0.0181655	total: 979ms	remaining: 1.19s
452:	learn: 0.0180341	total: 982ms	remaining: 1.19s
453:	learn: 0.0178334	total: 984ms	remaining: 1.18s
454:	learn: 0.0176254	total: 987ms	remaining: 1.18s
455:	learn: 0.0175686	total: 989ms	remaining: 1.18s
456:	learn: 0.0174129	total: 991ms	remaining: 1.18s
457:	learn: 0.0173050	total: 993ms	remaining: 1.18s
458:	learn: 0.0171483	total: 996ms	remaining: 1.17s
459:	learn: 0.0170314	total: 998ms	remaining: 1.17s
460:	learn: 0.0170186	total: 1s	remaining: 1.17s
461:	learn: 0.0169163	total: 1s	remaining: 1.17s
462:	learn: 0.0168865	total: 1s	remaining: 1.17s
463:	learn: 0.0168335	total: 1.01s	remaining: 1.16s
464:	learn: 0.0167285	total: 1.01s	remaining: 1.16s
465:	learn: 0.0166440	total: 1.01s	remaining: 1.16s
466:	learn: 0.0166236	total: 1.01s	remaining: 1.16s
467:	learn: 0.0165144	total: 1.01s	remaining: 1.15s
468:	learn: 0.0163443	total: 1.02s	remaining: 1.15s
469:	learn: 0.0162466	total: 1.02s	remaining: 1.15s
470:	learn: 0.0161018	total: 1.02s	remaining: 1.15s
471:	learn: 0.0159849	total: 1.02s	remaining: 1.15s
472:	learn: 0.0158102	total: 1.02s	remaining: 1.14s
473:	learn: 0.0157707	total: 1.03s	remaining: 1.14s
474:	learn: 0.0156642	total: 1.03s	remaining: 1.14s
475:	learn: 0.0155059	total: 1.03s	remaining: 1.14s
476:	learn: 0.0153594	total: 1.03s	remaining: 1.13s
477:	learn: 0.0152756	total: 1.03s	remaining: 1.13s
478:	learn: 0.0152352	total: 1.04s	remaining: 1.13s
479:	learn: 0.0151899	total: 1.04s	remaining: 1.13s
480:	learn: 0.0150218	total: 1.04s	remaining: 1.12s
481:	learn: 0.0148839	total: 1.04s	remaining: 1.12s
482:	learn: 0.0148429	total: 1.05s	remaining: 1.12s
483:	learn: 0.0148048	total: 1.05s	remaining: 1.12s
484:	learn: 0.0146973	total: 1.05s	remaining: 1.11s
485:	learn: 0.0146130	total: 1.05s	remaining: 1.11s
486:	learn: 0.0144770	total: 1.05s	remaining: 1.11s
487:	learn: 0.0143776	total: 1.05s	remaining: 1.11s
488:	learn: 0.0143031	total: 1.06s	remaining: 1.1s
489:	learn: 0.0141371	total: 1.06s	remaining: 1.1s
490:	learn: 0.0139505	total: 1.06s	remaining: 1.1s
491:	learn: 0.0139419	total: 1.06s	remaining: 1.1s
492:	learn: 0.0139321	total: 1.06s	remaining: 1.1s
493:	learn: 0.0139127	total: 1.07s	remaining: 1.09s
494:	learn: 0.0138110	total: 1.07s	remaining: 1.09s
495:	learn: 0.0137382	total: 1.07s	remaining: 1.09s
496:	learn: 0.0135673	total: 1.07s	remaining: 1.09s
497:	learn: 0.0135320	total: 1.08s	remaining: 1.08s
498:	learn: 0.0134894	total: 1.08s	remaining: 1.08s
499:	learn: 0.0133963	total: 1.08s	remaining: 1.08s
500:	learn: 0.0132838	total: 1.08s	remaining: 1.08s
501:	learn: 0.0132177	total: 1.08s	remaining: 1.07s
502:	learn: 0.0130670	total: 1.09s	remaining: 1.07s
503:	learn: 0.0129967	total: 1.09s	remaining: 1.07s
504:	learn: 0.0128761	total: 1.09s	remaining: 1.07s
505:	learn: 0.0128165	total: 1.09s	remaining: 1.07s
506:	learn: 0.0126997	total: 1.09s	remaining: 1.06s
507:	learn: 0.0125906	total: 1.09s	remaining: 1.06s
508:	learn: 0.0125755	total: 1.1s	remaining: 1.06s
509:	learn: 0.0123646	total: 1.1s	remaining: 1.06s
510:	learn: 0.0122322	total: 1.1s	remaining: 1.05s
511:	learn: 0.0121922	total: 1.1s	remaining: 1.05s
512:	learn: 0.0121572	total: 1.11s	remaining: 1.05s
513:	learn: 0.0121252	total: 1.11s	remaining: 1.05s
514:	learn: 0.0120318	total: 1.11s	remaining: 1.04s
515:	learn: 0.0118766	total: 1.11s	remaining: 1.04s
516:	learn: 0.0117652	total: 1.11s	remaining: 1.04s
517:	learn: 0.0116043	total: 1.11s	remaining: 1.04s
518:	learn: 0.0115645	total: 1.12s	remaining: 1.04s
519:	learn: 0.0115020	total: 1.12s	remaining: 1.03s
520:	learn: 0.0114705	total: 1.12s	remaining: 1.03s
521:	learn: 0.0113102	total: 1.13s	remaining: 1.03s
522:	learn: 0.0111732	total: 1.13s	remaining: 1.03s
523:	learn: 0.0111447	total: 1.13s	remaining: 1.03s
524:	learn: 0.0110370	total: 1.13s	remaining: 1.02s
525:	learn: 0.0109409	total: 1.13s	remaining: 1.02s
526:	learn: 0.0108998	total: 1.14s	remaining: 1.02s
527:	learn: 0.0108514	total: 1.14s	remaining: 1.02s
528:	learn: 0.0107947	total: 1.14s	remaining: 1.02s
529:	learn: 0.0106877	total: 1.14s	remaining: 1.01s
530:	learn: 0.0105867	total: 1.15s	remaining: 1.01s
531:	learn: 0.0104664	total: 1.15s	remaining: 1.01s
532:	learn: 0.0103708	total: 1.15s	remaining: 1.01s
533:	learn: 0.0102984	total: 1.15s	remaining: 1.01s
534:	learn: 0.0102737	total: 1.16s	remaining: 1s
535:	learn: 0.0102228	total: 1.16s	remaining: 1s
536:	learn: 0.0101202	total: 1.16s	remaining: 1s
537:	learn: 0.0100360	total: 1.16s	remaining: 999ms
538:	learn: 0.0099887	total: 1.16s	remaining: 996ms
539:	learn: 0.0098831	total: 1.17s	remaining: 994ms
540:	learn: 0.0097506	total: 1.17s	remaining: 992ms
541:	learn: 0.0096571	total: 1.17s	remaining: 989ms
542:	learn: 0.0096012	total: 1.17s	remaining: 987ms
543:	learn: 0.0094864	total: 1.17s	remaining: 984ms
544:	learn: 0.0093961	total: 1.18s	remaining: 983ms
545:	learn: 0.0092881	total: 1.18s	remaining: 980ms
546:	learn: 0.0091917	total: 1.18s	remaining: 978ms
547:	learn: 0.0091381	total: 1.18s	remaining: 976ms
548:	learn: 0.0090896	total: 1.18s	remaining: 973ms
549:	learn: 0.0090357	total: 1.19s	remaining: 971ms
550:	learn: 0.0089594	total: 1.19s	remaining: 969ms
551:	learn: 0.0088930	total: 1.19s	remaining: 967ms
552:	learn: 0.0087964	total: 1.19s	remaining: 965ms
553:	learn: 0.0087650	total: 1.2s	remaining: 962ms
554:	learn: 0.0087032	total: 1.2s	remaining: 960ms
555:	learn: 0.0086783	total: 1.2s	remaining: 958ms
556:	learn: 0.0085939	total: 1.2s	remaining: 955ms
557:	learn: 0.0085092	total: 1.2s	remaining: 953ms
558:	learn: 0.0084238	total: 1.21s	remaining: 951ms
559:	learn: 0.0083164	total: 1.21s	remaining: 949ms
560:	learn: 0.0082523	total: 1.21s	remaining: 947ms
561:	learn: 0.0082040	total: 1.21s	remaining: 944ms
562:	learn: 0.0081645	total: 1.21s	remaining: 942ms
563:	learn: 0.0081303	total: 1.22s	remaining: 940ms
564:	learn: 0.0080826	total: 1.22s	remaining: 937ms
565:	learn: 0.0079871	total: 1.22s	remaining: 935ms
566:	learn: 0.0079669	total: 1.22s	remaining: 933ms
567:	learn: 0.0079043	total: 1.22s	remaining: 931ms
568:	learn: 0.0078606	total: 1.23s	remaining: 929ms
569:	learn: 0.0077503	total: 1.23s	remaining: 926ms
570:	learn: 0.0076710	total: 1.23s	remaining: 924ms
571:	learn: 0.0075596	total: 1.23s	remaining: 921ms
572:	learn: 0.0074866	total: 1.23s	remaining: 919ms
573:	learn: 0.0074397	total: 1.24s	remaining: 917ms
574:	learn: 0.0073449	total: 1.24s	remaining: 915ms
575:	learn: 0.0072982	total: 1.24s	remaining: 913ms
576:	learn: 0.0072269	total: 1.24s	remaining: 910ms
577:	learn: 0.0071896	total: 1.24s	remaining: 908ms
578:	learn: 0.0071741	total: 1.25s	remaining: 906ms
579:	learn: 0.0071003	total: 1.25s	remaining: 903ms
580:	learn: 0.0070773	total: 1.25s	remaining: 901ms
581:	learn: 0.0069895	total: 1.25s	remaining: 899ms
582:	learn: 0.0069587	total: 1.25s	remaining: 896ms
583:	learn: 0.0068995	total: 1.25s	remaining: 894ms
584:	learn: 0.0068834	total: 1.26s	remaining: 892ms
585:	learn: 0.0068732	total: 1.26s	remaining: 890ms
586:	learn: 0.0068252	total: 1.26s	remaining: 887ms
587:	learn: 0.0068041	total: 1.26s	remaining: 885ms
588:	learn: 0.0067608	total: 1.26s	remaining: 883ms
589:	learn: 0.0066704	total: 1.27s	remaining: 881ms
590:	learn: 0.0066244	total: 1.27s	remaining: 879ms
591:	learn: 0.0066074	total: 1.27s	remaining: 876ms
592:	learn: 0.0065622	total: 1.27s	remaining: 874ms
593:	learn: 0.0064895	total: 1.27s	remaining: 872ms
594:	learn: 0.0064834	total: 1.28s	remaining: 870ms
595:	learn: 0.0064732	total: 1.28s	remaining: 868ms
596:	learn: 0.0064203	total: 1.28s	remaining: 865ms
597:	learn: 0.0063765	total: 1.28s	remaining: 863ms
598:	learn: 0.0063608	total: 1.28s	remaining: 861ms
599:	learn: 0.0063474	total: 1.29s	remaining: 859ms
600:	learn: 0.0063342	total: 1.29s	remaining: 857ms
601:	learn: 0.0062648	total: 1.29s	remaining: 855ms
602:	learn: 0.0062080	total: 1.29s	remaining: 853ms
603:	learn: 0.0061237	total: 1.3s	remaining: 851ms
604:	learn: 0.0061030	total: 1.3s	remaining: 849ms
605:	learn: 0.0060860	total: 1.3s	remaining: 847ms
606:	learn: 0.0060768	total: 1.3s	remaining: 845ms
607:	learn: 0.0060194	total: 1.31s	remaining: 843ms
608:	learn: 0.0059763	total: 1.31s	remaining: 841ms
609:	learn: 0.0059670	total: 1.31s	remaining: 839ms
610:	learn: 0.0059046	total: 1.31s	remaining: 836ms
611:	learn: 0.0058959	total: 1.31s	remaining: 834ms
612:	learn: 0.0058368	total: 1.32s	remaining: 832ms
613:	learn: 0.0057851	total: 1.32s	remaining: 830ms
614:	learn: 0.0057349	total: 1.32s	remaining: 828ms
615:	learn: 0.0057052	total: 1.32s	remaining: 826ms
616:	learn: 0.0056652	total: 1.33s	remaining: 824ms
617:	learn: 0.0056596	total: 1.33s	remaining: 821ms
618:	learn: 0.0055954	total: 1.33s	remaining: 819ms
619:	learn: 0.0055608	total: 1.33s	remaining: 817ms
620:	learn: 0.0055550	total: 1.33s	remaining: 814ms
621:	learn: 0.0055349	total: 1.34s	remaining: 813ms
622:	learn: 0.0054947	total: 1.34s	remaining: 810ms
623:	learn: 0.0054235	total: 1.34s	remaining: 808ms
624:	learn: 0.0053897	total: 1.34s	remaining: 806ms
625:	learn: 0.0053725	total: 1.34s	remaining: 804ms
626:	learn: 0.0053648	total: 1.35s	remaining: 802ms
627:	learn: 0.0053420	total: 1.35s	remaining: 799ms
628:	learn: 0.0053310	total: 1.35s	remaining: 797ms
629:	learn: 0.0053168	total: 1.35s	remaining: 795ms
630:	learn: 0.0052730	total: 1.35s	remaining: 793ms
631:	learn: 0.0052461	total: 1.36s	remaining: 791ms
632:	learn: 0.0051925	total: 1.36s	remaining: 788ms
633:	learn: 0.0051470	total: 1.36s	remaining: 786ms
634:	learn: 0.0051215	total: 1.36s	remaining: 784ms
635:	learn: 0.0050844	total: 1.37s	remaining: 782ms
636:	learn: 0.0050751	total: 1.37s	remaining: 780ms
637:	learn: 0.0050617	total: 1.37s	remaining: 777ms
638:	learn: 0.0050100	total: 1.37s	remaining: 775ms
639:	learn: 0.0049978	total: 1.37s	remaining: 773ms
640:	learn: 0.0049480	total: 1.38s	remaining: 770ms
641:	learn: 0.0049343	total: 1.38s	remaining: 768ms
642:	learn: 0.0049226	total: 1.38s	remaining: 766ms
643:	learn: 0.0048908	total: 1.38s	remaining: 764ms
644:	learn: 0.0048522	total: 1.38s	remaining: 762ms
645:	learn: 0.0048231	total: 1.39s	remaining: 759ms
646:	learn: 0.0047756	total: 1.39s	remaining: 757ms
647:	learn: 0.0047412	total: 1.39s	remaining: 755ms
648:	learn: 0.0047340	total: 1.39s	remaining: 753ms
649:	learn: 0.0047131	total: 1.39s	remaining: 750ms
650:	learn: 0.0046725	total: 1.4s	remaining: 748ms
651:	learn: 0.0046371	total: 1.4s	remaining: 746ms
652:	learn: 0.0046136	total: 1.4s	remaining: 744ms
653:	learn: 0.0045804	total: 1.4s	remaining: 742ms
654:	learn: 0.0045736	total: 1.4s	remaining: 739ms
655:	learn: 0.0045334	total: 1.41s	remaining: 737ms
656:	learn: 0.0045225	total: 1.41s	remaining: 735ms
657:	learn: 0.0045166	total: 1.41s	remaining: 733ms
658:	learn: 0.0045042	total: 1.41s	remaining: 731ms
659:	learn: 0.0044730	total: 1.41s	remaining: 729ms
660:	learn: 0.0044554	total: 1.42s	remaining: 726ms
661:	learn: 0.0044224	total: 1.42s	remaining: 724ms
662:	learn: 0.0043953	total: 1.42s	remaining: 722ms
663:	learn: 0.0043890	total: 1.42s	remaining: 720ms
664:	learn: 0.0043505	total: 1.42s	remaining: 717ms
665:	learn: 0.0043130	total: 1.43s	remaining: 716ms
666:	learn: 0.0042940	total: 1.43s	remaining: 713ms
667:	learn: 0.0042586	total: 1.43s	remaining: 711ms
668:	learn: 0.0042181	total: 1.43s	remaining: 709ms
669:	learn: 0.0041672	total: 1.43s	remaining: 706ms
670:	learn: 0.0041577	total: 1.44s	remaining: 704ms
671:	learn: 0.0041260	total: 1.44s	remaining: 702ms
672:	learn: 0.0041174	total: 1.44s	remaining: 700ms
673:	learn: 0.0040946	total: 1.44s	remaining: 698ms
674:	learn: 0.0040776	total: 1.44s	remaining: 695ms
675:	learn: 0.0040390	total: 1.45s	remaining: 693ms
676:	learn: 0.0040161	total: 1.45s	remaining: 691ms
677:	learn: 0.0040125	total: 1.45s	remaining: 689ms
678:	learn: 0.0039838	total: 1.45s	remaining: 687ms
679:	learn: 0.0039541	total: 1.46s	remaining: 686ms
680:	learn: 0.0039264	total: 1.46s	remaining: 684ms
681:	learn: 0.0038852	total: 1.46s	remaining: 682ms
682:	learn: 0.0038424	total: 1.46s	remaining: 680ms
683:	learn: 0.0038199	total: 1.47s	remaining: 678ms
684:	learn: 0.0038102	total: 1.47s	remaining: 676ms
685:	learn: 0.0037758	total: 1.47s	remaining: 674ms
686:	learn: 0.0037336	total: 1.47s	remaining: 672ms
687:	learn: 0.0037267	total: 1.48s	remaining: 670ms
688:	learn: 0.0036894	total: 1.48s	remaining: 667ms
689:	learn: 0.0036488	total: 1.48s	remaining: 665ms
690:	learn: 0.0036210	total: 1.48s	remaining: 664ms
691:	learn: 0.0035971	total: 1.49s	remaining: 662ms
692:	learn: 0.0035654	total: 1.49s	remaining: 660ms
693:	learn: 0.0035361	total: 1.49s	remaining: 658ms
694:	learn: 0.0035304	total: 1.49s	remaining: 656ms
695:	learn: 0.0035210	total: 1.5s	remaining: 654ms
696:	learn: 0.0035140	total: 1.5s	remaining: 652ms
697:	learn: 0.0035093	total: 1.5s	remaining: 650ms
698:	learn: 0.0034832	total: 1.5s	remaining: 647ms
699:	learn: 0.0034751	total: 1.5s	remaining: 645ms
700:	learn: 0.0034597	total: 1.51s	remaining: 643ms
701:	learn: 0.0034477	total: 1.51s	remaining: 641ms
702:	learn: 0.0034129	total: 1.51s	remaining: 638ms
703:	learn: 0.0033885	total: 1.51s	remaining: 637ms
704:	learn: 0.0033497	total: 1.52s	remaining: 634ms
705:	learn: 0.0033057	total: 1.52s	remaining: 632ms
706:	learn: 0.0032933	total: 1.52s	remaining: 630ms
707:	learn: 0.0032853	total: 1.52s	remaining: 628ms
708:	learn: 0.0032527	total: 1.52s	remaining: 625ms
709:	learn: 0.0032333	total: 1.52s	remaining: 623ms
710:	learn: 0.0032093	total: 1.53s	remaining: 621ms
711:	learn: 0.0032017	total: 1.53s	remaining: 619ms
712:	learn: 0.0031935	total: 1.53s	remaining: 617ms
713:	learn: 0.0031715	total: 1.53s	remaining: 615ms
714:	learn: 0.0031411	total: 1.54s	remaining: 612ms
715:	learn: 0.0031325	total: 1.54s	remaining: 610ms
716:	learn: 0.0031291	total: 1.54s	remaining: 608ms
717:	learn: 0.0031181	total: 1.54s	remaining: 606ms
718:	learn: 0.0030825	total: 1.54s	remaining: 604ms
719:	learn: 0.0030665	total: 1.55s	remaining: 601ms
720:	learn: 0.0030591	total: 1.55s	remaining: 599ms
721:	learn: 0.0030273	total: 1.55s	remaining: 597ms
722:	learn: 0.0030201	total: 1.55s	remaining: 595ms
723:	learn: 0.0030087	total: 1.55s	remaining: 592ms
724:	learn: 0.0030054	total: 1.56s	remaining: 590ms
725:	learn: 0.0029981	total: 1.56s	remaining: 588ms
726:	learn: 0.0029806	total: 1.56s	remaining: 586ms
727:	learn: 0.0029510	total: 1.56s	remaining: 584ms
728:	learn: 0.0029357	total: 1.56s	remaining: 582ms
729:	learn: 0.0029110	total: 1.57s	remaining: 579ms
730:	learn: 0.0028957	total: 1.57s	remaining: 577ms
731:	learn: 0.0028846	total: 1.57s	remaining: 575ms
732:	learn: 0.0028814	total: 1.57s	remaining: 573ms
733:	learn: 0.0028709	total: 1.57s	remaining: 571ms
734:	learn: 0.0028450	total: 1.58s	remaining: 569ms
735:	learn: 0.0028418	total: 1.58s	remaining: 566ms
736:	learn: 0.0028323	total: 1.58s	remaining: 564ms
737:	learn: 0.0028099	total: 1.58s	remaining: 562ms
738:	learn: 0.0027898	total: 1.58s	remaining: 560ms
739:	learn: 0.0027867	total: 1.59s	remaining: 557ms
740:	learn: 0.0027722	total: 1.59s	remaining: 555ms
741:	learn: 0.0027628	total: 1.59s	remaining: 553ms
742:	learn: 0.0027424	total: 1.59s	remaining: 551ms
743:	learn: 0.0027147	total: 1.59s	remaining: 549ms
744:	learn: 0.0026901	total: 1.6s	remaining: 546ms
745:	learn: 0.0026474	total: 1.6s	remaining: 544ms
746:	learn: 0.0026264	total: 1.6s	remaining: 542ms
747:	learn: 0.0026204	total: 1.6s	remaining: 540ms
748:	learn: 0.0026110	total: 1.6s	remaining: 538ms
749:	learn: 0.0025935	total: 1.61s	remaining: 536ms
750:	learn: 0.0025757	total: 1.61s	remaining: 533ms
751:	learn: 0.0025537	total: 1.61s	remaining: 531ms
752:	learn: 0.0025311	total: 1.61s	remaining: 529ms
753:	learn: 0.0025243	total: 1.61s	remaining: 527ms
754:	learn: 0.0025090	total: 1.62s	remaining: 525ms
755:	learn: 0.0024929	total: 1.62s	remaining: 523ms
756:	learn: 0.0024780	total: 1.62s	remaining: 521ms
757:	learn: 0.0024500	total: 1.62s	remaining: 519ms
758:	learn: 0.0024254	total: 1.63s	remaining: 517ms
759:	learn: 0.0024194	total: 1.63s	remaining: 514ms
760:	learn: 0.0024146	total: 1.63s	remaining: 513ms
761:	learn: 0.0024027	total: 1.63s	remaining: 511ms
762:	learn: 0.0023885	total: 1.64s	remaining: 508ms
763:	learn: 0.0023661	total: 1.64s	remaining: 506ms
764:	learn: 0.0023617	total: 1.64s	remaining: 504ms
765:	learn: 0.0023483	total: 1.64s	remaining: 502ms
766:	learn: 0.0023452	total: 1.65s	remaining: 500ms
767:	learn: 0.0023275	total: 1.65s	remaining: 498ms
768:	learn: 0.0023067	total: 1.65s	remaining: 496ms
769:	learn: 0.0022937	total: 1.65s	remaining: 494ms
770:	learn: 0.0022875	total: 1.66s	remaining: 492ms
771:	learn: 0.0022796	total: 1.66s	remaining: 490ms
772:	learn: 0.0022674	total: 1.66s	remaining: 488ms
773:	learn: 0.0022587	total: 1.66s	remaining: 486ms
774:	learn: 0.0022567	total: 1.66s	remaining: 483ms
775:	learn: 0.0022345	total: 1.67s	remaining: 481ms
776:	learn: 0.0022166	total: 1.67s	remaining: 479ms
777:	learn: 0.0022039	total: 1.67s	remaining: 477ms
778:	learn: 0.0021922	total: 1.67s	remaining: 474ms
779:	learn: 0.0021776	total: 1.68s	remaining: 472ms
780:	learn: 0.0021622	total: 1.68s	remaining: 470ms
781:	learn: 0.0021532	total: 1.68s	remaining: 468ms
782:	learn: 0.0021505	total: 1.68s	remaining: 466ms
783:	learn: 0.0021331	total: 1.68s	remaining: 464ms
784:	learn: 0.0021218	total: 1.68s	remaining: 461ms
785:	learn: 0.0021006	total: 1.69s	remaining: 459ms
786:	learn: 0.0020945	total: 1.69s	remaining: 457ms
787:	learn: 0.0020927	total: 1.69s	remaining: 455ms
788:	learn: 0.0020764	total: 1.69s	remaining: 453ms
789:	learn: 0.0020711	total: 1.69s	remaining: 450ms
790:	learn: 0.0020482	total: 1.7s	remaining: 448ms
791:	learn: 0.0020465	total: 1.7s	remaining: 446ms
792:	learn: 0.0020377	total: 1.7s	remaining: 444ms
793:	learn: 0.0020249	total: 1.7s	remaining: 442ms
794:	learn: 0.0020183	total: 1.71s	remaining: 440ms
795:	learn: 0.0019995	total: 1.71s	remaining: 437ms
796:	learn: 0.0019774	total: 1.71s	remaining: 435ms
797:	learn: 0.0019699	total: 1.71s	remaining: 433ms
798:	learn: 0.0019570	total: 1.71s	remaining: 431ms
799:	learn: 0.0019384	total: 1.71s	remaining: 429ms
800:	learn: 0.0019221	total: 1.72s	remaining: 427ms
801:	learn: 0.0018983	total: 1.72s	remaining: 425ms
802:	learn: 0.0018700	total: 1.72s	remaining: 422ms
803:	learn: 0.0018576	total: 1.72s	remaining: 420ms
804:	learn: 0.0018470	total: 1.73s	remaining: 418ms
805:	learn: 0.0018353	total: 1.73s	remaining: 416ms
806:	learn: 0.0018341	total: 1.73s	remaining: 414ms
807:	learn: 0.0018237	total: 1.73s	remaining: 411ms
808:	learn: 0.0018199	total: 1.73s	remaining: 409ms
809:	learn: 0.0018154	total: 1.74s	remaining: 407ms
810:	learn: 0.0018018	total: 1.74s	remaining: 405ms
811:	learn: 0.0017903	total: 1.74s	remaining: 403ms
812:	learn: 0.0017863	total: 1.74s	remaining: 401ms
813:	learn: 0.0017782	total: 1.74s	remaining: 398ms
814:	learn: 0.0017634	total: 1.75s	remaining: 396ms
815:	learn: 0.0017578	total: 1.75s	remaining: 394ms
816:	learn: 0.0017509	total: 1.75s	remaining: 392ms
817:	learn: 0.0017487	total: 1.75s	remaining: 390ms
818:	learn: 0.0017335	total: 1.75s	remaining: 388ms
819:	learn: 0.0017304	total: 1.75s	remaining: 385ms
820:	learn: 0.0017185	total: 1.76s	remaining: 383ms
821:	learn: 0.0017169	total: 1.76s	remaining: 381ms
822:	learn: 0.0017099	total: 1.76s	remaining: 379ms
823:	learn: 0.0017030	total: 1.76s	remaining: 377ms
824:	learn: 0.0016926	total: 1.76s	remaining: 375ms
825:	learn: 0.0016860	total: 1.77s	remaining: 372ms
826:	learn: 0.0016763	total: 1.77s	remaining: 370ms
827:	learn: 0.0016752	total: 1.77s	remaining: 368ms
828:	learn: 0.0016743	total: 1.77s	remaining: 366ms
829:	learn: 0.0016667	total: 1.77s	remaining: 364ms
830:	learn: 0.0016466	total: 1.78s	remaining: 361ms
831:	learn: 0.0016432	total: 1.78s	remaining: 359ms
832:	learn: 0.0016260	total: 1.78s	remaining: 357ms
833:	learn: 0.0016121	total: 1.78s	remaining: 355ms
834:	learn: 0.0016052	total: 1.79s	remaining: 353ms
835:	learn: 0.0016035	total: 1.79s	remaining: 351ms
836:	learn: 0.0015930	total: 1.79s	remaining: 349ms
837:	learn: 0.0015864	total: 1.79s	remaining: 347ms
838:	learn: 0.0015716	total: 1.8s	remaining: 345ms
839:	learn: 0.0015701	total: 1.8s	remaining: 343ms
840:	learn: 0.0015649	total: 1.8s	remaining: 341ms
841:	learn: 0.0015515	total: 1.8s	remaining: 338ms
842:	learn: 0.0015450	total: 1.8s	remaining: 336ms
843:	learn: 0.0015342	total: 1.81s	remaining: 334ms
844:	learn: 0.0015320	total: 1.81s	remaining: 332ms
845:	learn: 0.0015284	total: 1.81s	remaining: 330ms
846:	learn: 0.0015132	total: 1.82s	remaining: 328ms
847:	learn: 0.0015077	total: 1.82s	remaining: 326ms
848:	learn: 0.0015027	total: 1.82s	remaining: 324ms
849:	learn: 0.0014980	total: 1.82s	remaining: 322ms
850:	learn: 0.0014942	total: 1.82s	remaining: 320ms
851:	learn: 0.0014906	total: 1.83s	remaining: 317ms
852:	learn: 0.0014871	total: 1.83s	remaining: 315ms
853:	learn: 0.0014771	total: 1.83s	remaining: 313ms
854:	learn: 0.0014734	total: 1.83s	remaining: 311ms
855:	learn: 0.0014563	total: 1.83s	remaining: 309ms
856:	learn: 0.0014516	total: 1.84s	remaining: 307ms
857:	learn: 0.0014397	total: 1.84s	remaining: 304ms
858:	learn: 0.0014335	total: 1.84s	remaining: 302ms
859:	learn: 0.0014209	total: 1.84s	remaining: 300ms
860:	learn: 0.0014184	total: 1.84s	remaining: 298ms
861:	learn: 0.0014108	total: 1.85s	remaining: 296ms
862:	learn: 0.0013984	total: 1.85s	remaining: 294ms
863:	learn: 0.0013896	total: 1.85s	remaining: 292ms
864:	learn: 0.0013873	total: 1.85s	remaining: 289ms
865:	learn: 0.0013737	total: 1.86s	remaining: 287ms
866:	learn: 0.0013552	total: 1.86s	remaining: 285ms
867:	learn: 0.0013414	total: 1.86s	remaining: 283ms
868:	learn: 0.0013396	total: 1.86s	remaining: 281ms
869:	learn: 0.0013287	total: 1.86s	remaining: 279ms
870:	learn: 0.0013184	total: 1.87s	remaining: 276ms
871:	learn: 0.0013075	total: 1.87s	remaining: 274ms
872:	learn: 0.0013036	total: 1.87s	remaining: 272ms
873:	learn: 0.0012914	total: 1.87s	remaining: 270ms
874:	learn: 0.0012855	total: 1.87s	remaining: 268ms
875:	learn: 0.0012754	total: 1.88s	remaining: 266ms
876:	learn: 0.0012608	total: 1.88s	remaining: 263ms
877:	learn: 0.0012493	total: 1.88s	remaining: 261ms
878:	learn: 0.0012458	total: 1.88s	remaining: 259ms
879:	learn: 0.0012368	total: 1.89s	remaining: 257ms
880:	learn: 0.0012267	total: 1.89s	remaining: 255ms
881:	learn: 0.0012222	total: 1.89s	remaining: 253ms
882:	learn: 0.0012140	total: 1.89s	remaining: 251ms
883:	learn: 0.0012106	total: 1.89s	remaining: 248ms
884:	learn: 0.0012028	total: 1.9s	remaining: 246ms
885:	learn: 0.0011995	total: 1.9s	remaining: 244ms
886:	learn: 0.0011883	total: 1.9s	remaining: 242ms
887:	learn: 0.0011755	total: 1.9s	remaining: 240ms
888:	learn: 0.0011715	total: 1.9s	remaining: 238ms
889:	learn: 0.0011605	total: 1.9s	remaining: 235ms
890:	learn: 0.0011512	total: 1.91s	remaining: 233ms
891:	learn: 0.0011434	total: 1.91s	remaining: 231ms
892:	learn: 0.0011404	total: 1.91s	remaining: 229ms
893:	learn: 0.0011296	total: 1.91s	remaining: 227ms
894:	learn: 0.0011268	total: 1.92s	remaining: 225ms
895:	learn: 0.0011257	total: 1.92s	remaining: 223ms
896:	learn: 0.0011237	total: 1.92s	remaining: 220ms
897:	learn: 0.0011175	total: 1.92s	remaining: 218ms
898:	learn: 0.0011086	total: 1.92s	remaining: 216ms
899:	learn: 0.0011046	total: 1.93s	remaining: 214ms
900:	learn: 0.0011000	total: 1.93s	remaining: 212ms
901:	learn: 0.0010966	total: 1.93s	remaining: 210ms
902:	learn: 0.0010855	total: 1.93s	remaining: 208ms
903:	learn: 0.0010789	total: 1.93s	remaining: 205ms
904:	learn: 0.0010696	total: 1.94s	remaining: 203ms
905:	learn: 0.0010616	total: 1.94s	remaining: 201ms
906:	learn: 0.0010570	total: 1.94s	remaining: 199ms
907:	learn: 0.0010509	total: 1.94s	remaining: 197ms
908:	learn: 0.0010473	total: 1.94s	remaining: 195ms
909:	learn: 0.0010331	total: 1.95s	remaining: 192ms
910:	learn: 0.0010308	total: 1.95s	remaining: 190ms
911:	learn: 0.0010300	total: 1.95s	remaining: 188ms
912:	learn: 0.0010220	total: 1.95s	remaining: 186ms
913:	learn: 0.0010152	total: 1.96s	remaining: 184ms
914:	learn: 0.0010096	total: 1.96s	remaining: 182ms
915:	learn: 0.0010021	total: 1.96s	remaining: 180ms
916:	learn: 0.0009976	total: 1.96s	remaining: 178ms
917:	learn: 0.0009863	total: 1.96s	remaining: 176ms
918:	learn: 0.0009802	total: 1.97s	remaining: 173ms
919:	learn: 0.0009791	total: 1.97s	remaining: 171ms
920:	learn: 0.0009729	total: 1.97s	remaining: 169ms
921:	learn: 0.0009718	total: 1.97s	remaining: 167ms
922:	learn: 0.0009631	total: 1.98s	remaining: 165ms
923:	learn: 0.0009549	total: 1.98s	remaining: 163ms
924:	learn: 0.0009476	total: 1.98s	remaining: 161ms
925:	learn: 0.0009454	total: 1.98s	remaining: 159ms
926:	learn: 0.0009415	total: 1.99s	remaining: 156ms
927:	learn: 0.0009391	total: 1.99s	remaining: 154ms
928:	learn: 0.0009308	total: 1.99s	remaining: 152ms
929:	learn: 0.0009245	total: 1.99s	remaining: 150ms
930:	learn: 0.0009151	total: 1.99s	remaining: 148ms
931:	learn: 0.0009121	total: 2s	remaining: 146ms
932:	learn: 0.0009093	total: 2s	remaining: 144ms
933:	learn: 0.0009080	total: 2s	remaining: 141ms
934:	learn: 0.0009040	total: 2s	remaining: 139ms
935:	learn: 0.0008994	total: 2s	remaining: 137ms
936:	learn: 0.0008957	total: 2.01s	remaining: 135ms
937:	learn: 0.0008907	total: 2.01s	remaining: 133ms
938:	learn: 0.0008828	total: 2.01s	remaining: 131ms
939:	learn: 0.0008760	total: 2.01s	remaining: 129ms
940:	learn: 0.0008732	total: 2.02s	remaining: 126ms
941:	learn: 0.0008692	total: 2.02s	remaining: 124ms
942:	learn: 0.0008673	total: 2.02s	remaining: 122ms
943:	learn: 0.0008620	total: 2.02s	remaining: 120ms
944:	learn: 0.0008603	total: 2.02s	remaining: 118ms
945:	learn: 0.0008586	total: 2.02s	remaining: 116ms
946:	learn: 0.0008571	total: 2.03s	remaining: 114ms
947:	learn: 0.0008557	total: 2.03s	remaining: 111ms
948:	learn: 0.0008483	total: 2.03s	remaining: 109ms
949:	learn: 0.0008433	total: 2.03s	remaining: 107ms
950:	learn: 0.0008337	total: 2.04s	remaining: 105ms
951:	learn: 0.0008271	total: 2.04s	remaining: 103ms
952:	learn: 0.0008202	total: 2.04s	remaining: 101ms
953:	learn: 0.0008106	total: 2.04s	remaining: 98.5ms
954:	learn: 0.0008092	total: 2.04s	remaining: 96.3ms
955:	learn: 0.0008018	total: 2.05s	remaining: 94.2ms
956:	learn: 0.0007974	total: 2.05s	remaining: 92ms
957:	learn: 0.0007894	total: 2.05s	remaining: 89.9ms
958:	learn: 0.0007880	total: 2.05s	remaining: 87.7ms
959:	learn: 0.0007791	total: 2.05s	remaining: 85.6ms
960:	learn: 0.0007726	total: 2.06s	remaining: 83.4ms
961:	learn: 0.0007695	total: 2.06s	remaining: 81.3ms
962:	learn: 0.0007647	total: 2.06s	remaining: 79.1ms
963:	learn: 0.0007613	total: 2.06s	remaining: 77ms
964:	learn: 0.0007599	total: 2.06s	remaining: 74.8ms
965:	learn: 0.0007532	total: 2.06s	remaining: 72.7ms
966:	learn: 0.0007475	total: 2.07s	remaining: 70.5ms
967:	learn: 0.0007417	total: 2.07s	remaining: 68.4ms
968:	learn: 0.0007379	total: 2.07s	remaining: 66.3ms
969:	learn: 0.0007366	total: 2.07s	remaining: 64.1ms
970:	learn: 0.0007332	total: 2.08s	remaining: 62ms
971:	learn: 0.0007293	total: 2.08s	remaining: 59.9ms
972:	learn: 0.0007249	total: 2.08s	remaining: 57.7ms
973:	learn: 0.0007218	total: 2.08s	remaining: 55.6ms
974:	learn: 0.0007178	total: 2.08s	remaining: 53.4ms
975:	learn: 0.0007151	total: 2.09s	remaining: 51.3ms
976:	learn: 0.0007147	total: 2.09s	remaining: 49.2ms
977:	learn: 0.0007128	total: 2.09s	remaining: 47ms
978:	learn: 0.0007112	total: 2.09s	remaining: 44.9ms
979:	learn: 0.0007070	total: 2.09s	remaining: 42.7ms
980:	learn: 0.0007012	total: 2.1s	remaining: 40.6ms
981:	learn: 0.0006961	total: 2.1s	remaining: 38.5ms
982:	learn: 0.0006927	total: 2.1s	remaining: 36.3ms
983:	learn: 0.0006881	total: 2.1s	remaining: 34.2ms
984:	learn: 0.0006840	total: 2.1s	remaining: 32ms
985:	learn: 0.0006836	total: 2.11s	remaining: 29.9ms
986:	learn: 0.0006771	total: 2.11s	remaining: 27.8ms
987:	learn: 0.0006696	total: 2.11s	remaining: 25.6ms
988:	learn: 0.0006643	total: 2.11s	remaining: 23.5ms
989:	learn: 0.0006584	total: 2.12s	remaining: 21.4ms
990:	learn: 0.0006577	total: 2.12s	remaining: 19.2ms
991:	learn: 0.0006565	total: 2.12s	remaining: 17.1ms
992:	learn: 0.0006536	total: 2.12s	remaining: 15ms
993:	learn: 0.0006498	total: 2.13s	remaining: 12.8ms
994:	learn: 0.0006464	total: 2.13s	remaining: 10.7ms
995:	learn: 0.0006446	total: 2.13s	remaining: 8.56ms
996:	learn: 0.0006416	total: 2.13s	remaining: 6.42ms
997:	learn: 0.0006364	total: 2.13s	remaining: 4.28ms
998:	learn: 0.0006351	total: 2.14s	remaining: 2.14ms
999:	learn: 0.0006304	total: 2.14s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=5, depth=6, total=   2.6s
[CV] learning_rate=0.1, l2_leaf_reg=5, depth=6 .......................
0:	learn: 0.8333239	total: 10.4ms	remaining: 10.4s
1:	learn: 0.7988347	total: 17.1ms	remaining: 8.54s
2:	learn: 0.7684807	total: 25.1ms	remaining: 8.33s
3:	learn: 0.7384401	total: 29.9ms	remaining: 7.45s
4:	learn: 0.7076218	total: 34.9ms	remaining: 6.95s
5:	learn: 0.6802259	total: 38.5ms	remaining: 6.38s
6:	learn: 0.6576194	total: 41.4ms	remaining: 5.88s
7:	learn: 0.6312712	total: 44.3ms	remaining: 5.5s
8:	learn: 0.6100221	total: 47.1ms	remaining: 5.18s
9:	learn: 0.5908871	total: 50.4ms	remaining: 4.99s
10:	learn: 0.5710878	total: 52.9ms	remaining: 4.75s
11:	learn: 0.5549747	total: 55.8ms	remaining: 4.59s
12:	learn: 0.5408859	total: 57.8ms	remaining: 4.39s
13:	learn: 0.5267688	total: 59.8ms	remaining: 4.21s
14:	learn: 0.5152156	total: 61.6ms	remaining: 4.04s
15:	learn: 0.5021573	total: 64.3ms	remaining: 3.96s
16:	learn: 0.4885223	total: 66.4ms	remaining: 3.84s
17:	learn: 0.4738777	total: 68.4ms	remaining: 3.73s
18:	learn: 0.4628996	total: 70.5ms	remaining: 3.64s
19:	learn: 0.4537695	total: 72.4ms	remaining: 3.55s
20:	learn: 0.4456584	total: 74.4ms	remaining: 3.47s
21:	learn: 0.4365694	total: 76.2ms	remaining: 3.39s
22:	learn: 0.4295316	total: 78.2ms	remaining: 3.32s
23:	learn: 0.4213646	total: 81.4ms	remaining: 3.31s
24:	learn: 0.4142969	total: 83.5ms	remaining: 3.25s
25:	learn: 0.4084738	total: 85.4ms	remaining: 3.2s
26:	learn: 0.4032558	total: 87.4ms	remaining: 3.15s
27:	learn: 0.3970237	total: 89.3ms	remaining: 3.1s
28:	learn: 0.3928688	total: 91.3ms	remaining: 3.06s
29:	learn: 0.3884737	total: 93.4ms	remaining: 3.02s
30:	learn: 0.3845109	total: 95.9ms	remaining: 3s
31:	learn: 0.3802642	total: 97.8ms	remaining: 2.96s
32:	learn: 0.3773554	total: 99.9ms	remaining: 2.93s
33:	learn: 0.3734128	total: 102ms	remaining: 2.9s
34:	learn: 0.3700099	total: 104ms	remaining: 2.87s
35:	learn: 0.3674595	total: 106ms	remaining: 2.85s
36:	learn: 0.3646175	total: 109ms	remaining: 2.85s
37:	learn: 0.3615487	total: 111ms	remaining: 2.82s
38:	learn: 0.3583525	total: 113ms	remaining: 2.79s
39:	learn: 0.3555248	total: 115ms	remaining: 2.76s
40:	learn: 0.3515965	total: 117ms	remaining: 2.74s
41:	learn: 0.3494529	total: 119ms	remaining: 2.71s
42:	learn: 0.3464491	total: 121ms	remaining: 2.69s
43:	learn: 0.3425032	total: 123ms	remaining: 2.67s
44:	learn: 0.3398001	total: 126ms	remaining: 2.67s
45:	learn: 0.3363602	total: 128ms	remaining: 2.64s
46:	learn: 0.3343740	total: 130ms	remaining: 2.63s
47:	learn: 0.3337462	total: 131ms	remaining: 2.6s
48:	learn: 0.3298884	total: 133ms	remaining: 2.58s
49:	learn: 0.3276419	total: 135ms	remaining: 2.56s
50:	learn: 0.3263900	total: 136ms	remaining: 2.54s
51:	learn: 0.3238920	total: 139ms	remaining: 2.52s
52:	learn: 0.3217486	total: 140ms	remaining: 2.51s
53:	learn: 0.3195077	total: 142ms	remaining: 2.49s
54:	learn: 0.3173798	total: 144ms	remaining: 2.48s
55:	learn: 0.3163268	total: 146ms	remaining: 2.46s
56:	learn: 0.3146161	total: 148ms	remaining: 2.45s
57:	learn: 0.3130351	total: 150ms	remaining: 2.44s
58:	learn: 0.3104146	total: 152ms	remaining: 2.42s
59:	learn: 0.3093071	total: 154ms	remaining: 2.42s
60:	learn: 0.3068700	total: 156ms	remaining: 2.41s
61:	learn: 0.3045063	total: 158ms	remaining: 2.4s
62:	learn: 0.3024852	total: 160ms	remaining: 2.38s
63:	learn: 0.3019815	total: 162ms	remaining: 2.37s
64:	learn: 0.3016085	total: 163ms	remaining: 2.35s
65:	learn: 0.2995441	total: 165ms	remaining: 2.33s
66:	learn: 0.2981897	total: 167ms	remaining: 2.32s
67:	learn: 0.2966301	total: 170ms	remaining: 2.32s
68:	learn: 0.2951420	total: 171ms	remaining: 2.31s
69:	learn: 0.2936942	total: 174ms	remaining: 2.31s
70:	learn: 0.2922964	total: 176ms	remaining: 2.31s
71:	learn: 0.2914556	total: 179ms	remaining: 2.3s
72:	learn: 0.2880895	total: 181ms	remaining: 2.3s
73:	learn: 0.2855848	total: 184ms	remaining: 2.3s
74:	learn: 0.2829462	total: 186ms	remaining: 2.3s
75:	learn: 0.2795282	total: 189ms	remaining: 2.29s
76:	learn: 0.2768732	total: 191ms	remaining: 2.29s
77:	learn: 0.2755969	total: 193ms	remaining: 2.28s
78:	learn: 0.2744502	total: 195ms	remaining: 2.27s
79:	learn: 0.2731172	total: 197ms	remaining: 2.27s
80:	learn: 0.2726854	total: 200ms	remaining: 2.27s
81:	learn: 0.2714106	total: 202ms	remaining: 2.26s
82:	learn: 0.2703579	total: 204ms	remaining: 2.25s
83:	learn: 0.2655920	total: 208ms	remaining: 2.26s
84:	learn: 0.2647534	total: 210ms	remaining: 2.26s
85:	learn: 0.2635677	total: 213ms	remaining: 2.27s
86:	learn: 0.2626126	total: 215ms	remaining: 2.26s
87:	learn: 0.2600653	total: 217ms	remaining: 2.25s
88:	learn: 0.2591276	total: 218ms	remaining: 2.23s
89:	learn: 0.2582393	total: 219ms	remaining: 2.22s
90:	learn: 0.2571695	total: 221ms	remaining: 2.21s
91:	learn: 0.2563244	total: 223ms	remaining: 2.2s
92:	learn: 0.2538803	total: 225ms	remaining: 2.2s
93:	learn: 0.2525694	total: 228ms	remaining: 2.2s
94:	learn: 0.2504402	total: 230ms	remaining: 2.19s
95:	learn: 0.2475508	total: 232ms	remaining: 2.19s
96:	learn: 0.2466209	total: 234ms	remaining: 2.18s
97:	learn: 0.2460943	total: 236ms	remaining: 2.17s
98:	learn: 0.2436096	total: 238ms	remaining: 2.17s
99:	learn: 0.2428968	total: 240ms	remaining: 2.16s
100:	learn: 0.2408890	total: 243ms	remaining: 2.16s
101:	learn: 0.2402799	total: 244ms	remaining: 2.15s
102:	learn: 0.2397414	total: 246ms	remaining: 2.14s
103:	learn: 0.2389878	total: 247ms	remaining: 2.13s
104:	learn: 0.2384977	total: 249ms	remaining: 2.13s
105:	learn: 0.2378419	total: 251ms	remaining: 2.12s
106:	learn: 0.2358008	total: 254ms	remaining: 2.12s
107:	learn: 0.2350620	total: 255ms	remaining: 2.11s
108:	learn: 0.2346992	total: 258ms	remaining: 2.11s
109:	learn: 0.2327138	total: 260ms	remaining: 2.1s
110:	learn: 0.2298516	total: 262ms	remaining: 2.1s
111:	learn: 0.2294492	total: 264ms	remaining: 2.09s
112:	learn: 0.2274119	total: 266ms	remaining: 2.08s
113:	learn: 0.2251219	total: 268ms	remaining: 2.08s
114:	learn: 0.2235550	total: 270ms	remaining: 2.08s
115:	learn: 0.2206496	total: 272ms	remaining: 2.07s
116:	learn: 0.2194829	total: 274ms	remaining: 2.07s
117:	learn: 0.2188838	total: 276ms	remaining: 2.06s
118:	learn: 0.2162382	total: 278ms	remaining: 2.06s
119:	learn: 0.2156485	total: 280ms	remaining: 2.05s
120:	learn: 0.2148381	total: 282ms	remaining: 2.05s
121:	learn: 0.2120080	total: 284ms	remaining: 2.04s
122:	learn: 0.2097594	total: 286ms	remaining: 2.04s
123:	learn: 0.2068272	total: 288ms	remaining: 2.03s
124:	learn: 0.2045347	total: 290ms	remaining: 2.03s
125:	learn: 0.2027523	total: 292ms	remaining: 2.02s
126:	learn: 0.2015169	total: 294ms	remaining: 2.02s
127:	learn: 0.2010100	total: 295ms	remaining: 2.01s
128:	learn: 0.1984915	total: 298ms	remaining: 2.01s
129:	learn: 0.1973430	total: 300ms	remaining: 2s
130:	learn: 0.1963919	total: 302ms	remaining: 2s
131:	learn: 0.1944041	total: 304ms	remaining: 2s
132:	learn: 0.1916579	total: 306ms	remaining: 2s
133:	learn: 0.1913900	total: 308ms	remaining: 1.99s
134:	learn: 0.1894227	total: 310ms	remaining: 1.99s
135:	learn: 0.1885015	total: 312ms	remaining: 1.98s
136:	learn: 0.1861124	total: 314ms	remaining: 1.98s
137:	learn: 0.1837903	total: 316ms	remaining: 1.98s
138:	learn: 0.1828080	total: 318ms	remaining: 1.97s
139:	learn: 0.1808389	total: 320ms	remaining: 1.97s
140:	learn: 0.1782760	total: 322ms	remaining: 1.96s
141:	learn: 0.1775489	total: 324ms	remaining: 1.96s
142:	learn: 0.1760963	total: 326ms	remaining: 1.96s
143:	learn: 0.1757081	total: 328ms	remaining: 1.95s
144:	learn: 0.1739086	total: 331ms	remaining: 1.95s
145:	learn: 0.1719675	total: 333ms	remaining: 1.95s
146:	learn: 0.1706896	total: 335ms	remaining: 1.94s
147:	learn: 0.1679055	total: 337ms	remaining: 1.94s
148:	learn: 0.1674148	total: 339ms	remaining: 1.94s
149:	learn: 0.1666850	total: 342ms	remaining: 1.94s
150:	learn: 0.1651664	total: 344ms	remaining: 1.94s
151:	learn: 0.1639014	total: 347ms	remaining: 1.94s
152:	learn: 0.1623019	total: 350ms	remaining: 1.94s
153:	learn: 0.1612427	total: 352ms	remaining: 1.93s
154:	learn: 0.1592437	total: 354ms	remaining: 1.93s
155:	learn: 0.1575447	total: 356ms	remaining: 1.93s
156:	learn: 0.1562882	total: 358ms	remaining: 1.92s
157:	learn: 0.1546342	total: 361ms	remaining: 1.93s
158:	learn: 0.1535156	total: 364ms	remaining: 1.92s
159:	learn: 0.1518410	total: 366ms	remaining: 1.92s
160:	learn: 0.1499382	total: 368ms	remaining: 1.92s
161:	learn: 0.1495026	total: 371ms	remaining: 1.92s
162:	learn: 0.1492576	total: 373ms	remaining: 1.92s
163:	learn: 0.1480174	total: 376ms	remaining: 1.92s
164:	learn: 0.1467408	total: 378ms	remaining: 1.91s
165:	learn: 0.1464786	total: 380ms	remaining: 1.91s
166:	learn: 0.1451846	total: 382ms	remaining: 1.9s
167:	learn: 0.1441526	total: 384ms	remaining: 1.9s
168:	learn: 0.1427855	total: 386ms	remaining: 1.9s
169:	learn: 0.1410702	total: 388ms	remaining: 1.89s
170:	learn: 0.1398728	total: 391ms	remaining: 1.9s
171:	learn: 0.1388583	total: 393ms	remaining: 1.89s
172:	learn: 0.1384994	total: 395ms	remaining: 1.89s
173:	learn: 0.1381548	total: 397ms	remaining: 1.88s
174:	learn: 0.1371450	total: 399ms	remaining: 1.88s
175:	learn: 0.1367276	total: 401ms	remaining: 1.88s
176:	learn: 0.1364053	total: 403ms	remaining: 1.87s
177:	learn: 0.1355363	total: 406ms	remaining: 1.88s
178:	learn: 0.1350792	total: 408ms	remaining: 1.87s
179:	learn: 0.1335381	total: 410ms	remaining: 1.87s
180:	learn: 0.1324138	total: 412ms	remaining: 1.86s
181:	learn: 0.1306252	total: 414ms	remaining: 1.86s
182:	learn: 0.1297939	total: 416ms	remaining: 1.86s
183:	learn: 0.1287616	total: 418ms	remaining: 1.85s
184:	learn: 0.1272850	total: 420ms	remaining: 1.85s
185:	learn: 0.1261103	total: 422ms	remaining: 1.85s
186:	learn: 0.1245624	total: 424ms	remaining: 1.84s
187:	learn: 0.1233021	total: 426ms	remaining: 1.84s
188:	learn: 0.1230224	total: 428ms	remaining: 1.83s
189:	learn: 0.1221649	total: 430ms	remaining: 1.83s
190:	learn: 0.1214347	total: 431ms	remaining: 1.83s
191:	learn: 0.1203773	total: 434ms	remaining: 1.83s
192:	learn: 0.1189826	total: 436ms	remaining: 1.82s
193:	learn: 0.1173936	total: 438ms	remaining: 1.82s
194:	learn: 0.1161836	total: 440ms	remaining: 1.82s
195:	learn: 0.1152622	total: 442ms	remaining: 1.81s
196:	learn: 0.1144876	total: 444ms	remaining: 1.81s
197:	learn: 0.1134110	total: 446ms	remaining: 1.8s
198:	learn: 0.1129580	total: 448ms	remaining: 1.8s
199:	learn: 0.1121003	total: 450ms	remaining: 1.8s
200:	learn: 0.1109125	total: 453ms	remaining: 1.8s
201:	learn: 0.1108148	total: 455ms	remaining: 1.8s
202:	learn: 0.1102202	total: 457ms	remaining: 1.79s
203:	learn: 0.1099882	total: 459ms	remaining: 1.79s
204:	learn: 0.1098483	total: 461ms	remaining: 1.79s
205:	learn: 0.1092355	total: 464ms	remaining: 1.79s
206:	learn: 0.1083143	total: 465ms	remaining: 1.78s
207:	learn: 0.1082251	total: 468ms	remaining: 1.78s
208:	learn: 0.1071118	total: 470ms	remaining: 1.78s
209:	learn: 0.1069687	total: 472ms	remaining: 1.78s
210:	learn: 0.1063425	total: 474ms	remaining: 1.77s
211:	learn: 0.1054723	total: 477ms	remaining: 1.77s
212:	learn: 0.1043155	total: 479ms	remaining: 1.77s
213:	learn: 0.1033145	total: 481ms	remaining: 1.77s
214:	learn: 0.1020230	total: 483ms	remaining: 1.76s
215:	learn: 0.1017463	total: 485ms	remaining: 1.76s
216:	learn: 0.1008790	total: 487ms	remaining: 1.76s
217:	learn: 0.0994004	total: 489ms	remaining: 1.75s
218:	learn: 0.0987790	total: 492ms	remaining: 1.75s
219:	learn: 0.0978668	total: 495ms	remaining: 1.75s
220:	learn: 0.0977492	total: 497ms	remaining: 1.75s
221:	learn: 0.0975580	total: 499ms	remaining: 1.75s
222:	learn: 0.0966935	total: 500ms	remaining: 1.74s
223:	learn: 0.0960027	total: 503ms	remaining: 1.74s
224:	learn: 0.0953062	total: 506ms	remaining: 1.74s
225:	learn: 0.0947753	total: 508ms	remaining: 1.74s
226:	learn: 0.0946392	total: 511ms	remaining: 1.74s
227:	learn: 0.0941316	total: 513ms	remaining: 1.74s
228:	learn: 0.0937908	total: 515ms	remaining: 1.73s
229:	learn: 0.0931899	total: 518ms	remaining: 1.73s
230:	learn: 0.0930922	total: 521ms	remaining: 1.73s
231:	learn: 0.0920871	total: 523ms	remaining: 1.73s
232:	learn: 0.0913152	total: 525ms	remaining: 1.73s
233:	learn: 0.0902018	total: 527ms	remaining: 1.73s
234:	learn: 0.0899793	total: 530ms	remaining: 1.72s
235:	learn: 0.0898294	total: 532ms	remaining: 1.72s
236:	learn: 0.0891180	total: 535ms	remaining: 1.72s
237:	learn: 0.0886307	total: 538ms	remaining: 1.72s
238:	learn: 0.0883650	total: 540ms	remaining: 1.72s
239:	learn: 0.0875664	total: 542ms	remaining: 1.72s
240:	learn: 0.0866413	total: 544ms	remaining: 1.71s
241:	learn: 0.0861161	total: 546ms	remaining: 1.71s
242:	learn: 0.0849150	total: 547ms	remaining: 1.71s
243:	learn: 0.0847322	total: 551ms	remaining: 1.71s
244:	learn: 0.0846454	total: 553ms	remaining: 1.7s
245:	learn: 0.0835917	total: 555ms	remaining: 1.7s
246:	learn: 0.0828033	total: 556ms	remaining: 1.7s
247:	learn: 0.0824755	total: 558ms	remaining: 1.69s
248:	learn: 0.0815913	total: 560ms	remaining: 1.69s
249:	learn: 0.0807970	total: 562ms	remaining: 1.69s
250:	learn: 0.0801795	total: 565ms	remaining: 1.69s
251:	learn: 0.0794818	total: 567ms	remaining: 1.68s
252:	learn: 0.0788326	total: 569ms	remaining: 1.68s
253:	learn: 0.0780165	total: 571ms	remaining: 1.68s
254:	learn: 0.0775050	total: 573ms	remaining: 1.67s
255:	learn: 0.0767052	total: 575ms	remaining: 1.67s
256:	learn: 0.0759980	total: 577ms	remaining: 1.67s
257:	learn: 0.0753935	total: 580ms	remaining: 1.67s
258:	learn: 0.0750233	total: 582ms	remaining: 1.66s
259:	learn: 0.0747001	total: 583ms	remaining: 1.66s
260:	learn: 0.0744528	total: 585ms	remaining: 1.66s
261:	learn: 0.0738144	total: 587ms	remaining: 1.65s
262:	learn: 0.0734415	total: 589ms	remaining: 1.65s
263:	learn: 0.0728159	total: 591ms	remaining: 1.65s
264:	learn: 0.0720266	total: 593ms	remaining: 1.64s
265:	learn: 0.0719491	total: 595ms	remaining: 1.64s
266:	learn: 0.0711559	total: 597ms	remaining: 1.64s
267:	learn: 0.0703915	total: 599ms	remaining: 1.64s
268:	learn: 0.0694642	total: 601ms	remaining: 1.63s
269:	learn: 0.0691461	total: 603ms	remaining: 1.63s
270:	learn: 0.0686541	total: 605ms	remaining: 1.63s
271:	learn: 0.0677840	total: 607ms	remaining: 1.62s
272:	learn: 0.0670702	total: 609ms	remaining: 1.62s
273:	learn: 0.0665079	total: 611ms	remaining: 1.62s
274:	learn: 0.0661553	total: 613ms	remaining: 1.62s
275:	learn: 0.0655826	total: 615ms	remaining: 1.61s
276:	learn: 0.0650108	total: 617ms	remaining: 1.61s
277:	learn: 0.0644128	total: 619ms	remaining: 1.61s
278:	learn: 0.0638976	total: 621ms	remaining: 1.6s
279:	learn: 0.0633622	total: 624ms	remaining: 1.6s
280:	learn: 0.0629891	total: 626ms	remaining: 1.6s
281:	learn: 0.0624961	total: 628ms	remaining: 1.6s
282:	learn: 0.0619342	total: 630ms	remaining: 1.59s
283:	learn: 0.0614532	total: 632ms	remaining: 1.59s
284:	learn: 0.0607290	total: 634ms	remaining: 1.59s
285:	learn: 0.0606469	total: 635ms	remaining: 1.59s
286:	learn: 0.0604226	total: 638ms	remaining: 1.58s
287:	learn: 0.0598180	total: 640ms	remaining: 1.58s
288:	learn: 0.0592979	total: 642ms	remaining: 1.58s
289:	learn: 0.0585345	total: 644ms	remaining: 1.58s
290:	learn: 0.0579777	total: 646ms	remaining: 1.57s
291:	learn: 0.0576785	total: 648ms	remaining: 1.57s
292:	learn: 0.0575789	total: 649ms	remaining: 1.57s
293:	learn: 0.0570843	total: 651ms	remaining: 1.56s
294:	learn: 0.0570232	total: 654ms	remaining: 1.56s
295:	learn: 0.0563100	total: 656ms	remaining: 1.56s
296:	learn: 0.0556427	total: 658ms	remaining: 1.56s
297:	learn: 0.0549442	total: 660ms	remaining: 1.55s
298:	learn: 0.0542852	total: 662ms	remaining: 1.55s
299:	learn: 0.0540090	total: 664ms	remaining: 1.55s
300:	learn: 0.0537548	total: 666ms	remaining: 1.54s
301:	learn: 0.0532168	total: 669ms	remaining: 1.55s
302:	learn: 0.0527607	total: 672ms	remaining: 1.54s
303:	learn: 0.0522565	total: 674ms	remaining: 1.54s
304:	learn: 0.0518923	total: 676ms	remaining: 1.54s
305:	learn: 0.0515700	total: 678ms	remaining: 1.54s
306:	learn: 0.0512125	total: 681ms	remaining: 1.54s
307:	learn: 0.0509364	total: 684ms	remaining: 1.54s
308:	learn: 0.0503934	total: 686ms	remaining: 1.53s
309:	learn: 0.0497708	total: 689ms	remaining: 1.53s
310:	learn: 0.0492289	total: 691ms	remaining: 1.53s
311:	learn: 0.0489147	total: 693ms	remaining: 1.53s
312:	learn: 0.0483601	total: 695ms	remaining: 1.53s
313:	learn: 0.0481440	total: 698ms	remaining: 1.52s
314:	learn: 0.0480453	total: 700ms	remaining: 1.52s
315:	learn: 0.0475795	total: 703ms	remaining: 1.52s
316:	learn: 0.0472669	total: 705ms	remaining: 1.52s
317:	learn: 0.0468324	total: 707ms	remaining: 1.52s
318:	learn: 0.0465740	total: 709ms	remaining: 1.51s
319:	learn: 0.0462803	total: 712ms	remaining: 1.51s
320:	learn: 0.0461678	total: 714ms	remaining: 1.51s
321:	learn: 0.0458524	total: 716ms	remaining: 1.51s
322:	learn: 0.0454302	total: 718ms	remaining: 1.5s
323:	learn: 0.0450429	total: 719ms	remaining: 1.5s
324:	learn: 0.0449701	total: 721ms	remaining: 1.5s
325:	learn: 0.0447001	total: 723ms	remaining: 1.5s
326:	learn: 0.0443792	total: 725ms	remaining: 1.49s
327:	learn: 0.0439855	total: 727ms	remaining: 1.49s
328:	learn: 0.0438079	total: 729ms	remaining: 1.49s
329:	learn: 0.0433584	total: 731ms	remaining: 1.48s
330:	learn: 0.0431620	total: 733ms	remaining: 1.48s
331:	learn: 0.0428825	total: 735ms	remaining: 1.48s
332:	learn: 0.0427769	total: 737ms	remaining: 1.48s
333:	learn: 0.0421789	total: 739ms	remaining: 1.47s
334:	learn: 0.0418670	total: 742ms	remaining: 1.47s
335:	learn: 0.0416496	total: 743ms	remaining: 1.47s
336:	learn: 0.0414466	total: 745ms	remaining: 1.47s
337:	learn: 0.0409983	total: 747ms	remaining: 1.46s
338:	learn: 0.0409286	total: 749ms	remaining: 1.46s
339:	learn: 0.0406014	total: 751ms	remaining: 1.46s
340:	learn: 0.0403345	total: 753ms	remaining: 1.46s
341:	learn: 0.0402409	total: 756ms	remaining: 1.45s
342:	learn: 0.0398988	total: 758ms	remaining: 1.45s
343:	learn: 0.0393152	total: 760ms	remaining: 1.45s
344:	learn: 0.0390126	total: 762ms	remaining: 1.45s
345:	learn: 0.0388840	total: 763ms	remaining: 1.44s
346:	learn: 0.0385025	total: 765ms	remaining: 1.44s
347:	learn: 0.0381113	total: 767ms	remaining: 1.44s
348:	learn: 0.0379391	total: 769ms	remaining: 1.44s
349:	learn: 0.0376942	total: 771ms	remaining: 1.43s
350:	learn: 0.0376436	total: 773ms	remaining: 1.43s
351:	learn: 0.0373305	total: 775ms	remaining: 1.43s
352:	learn: 0.0370866	total: 777ms	remaining: 1.42s
353:	learn: 0.0368701	total: 779ms	remaining: 1.42s
354:	learn: 0.0366217	total: 781ms	remaining: 1.42s
355:	learn: 0.0362305	total: 783ms	remaining: 1.42s
356:	learn: 0.0360150	total: 786ms	remaining: 1.41s
357:	learn: 0.0357840	total: 788ms	remaining: 1.41s
358:	learn: 0.0353993	total: 789ms	remaining: 1.41s
359:	learn: 0.0351883	total: 791ms	remaining: 1.41s
360:	learn: 0.0348311	total: 793ms	remaining: 1.4s
361:	learn: 0.0346305	total: 795ms	remaining: 1.4s
362:	learn: 0.0343315	total: 797ms	remaining: 1.4s
363:	learn: 0.0339598	total: 800ms	remaining: 1.4s
364:	learn: 0.0335165	total: 802ms	remaining: 1.4s
365:	learn: 0.0333756	total: 804ms	remaining: 1.39s
366:	learn: 0.0333467	total: 806ms	remaining: 1.39s
367:	learn: 0.0331538	total: 808ms	remaining: 1.39s
368:	learn: 0.0329290	total: 810ms	remaining: 1.38s
369:	learn: 0.0329001	total: 812ms	remaining: 1.38s
370:	learn: 0.0328347	total: 814ms	remaining: 1.38s
371:	learn: 0.0325225	total: 816ms	remaining: 1.38s
372:	learn: 0.0322649	total: 818ms	remaining: 1.37s
373:	learn: 0.0320183	total: 820ms	remaining: 1.37s
374:	learn: 0.0317241	total: 822ms	remaining: 1.37s
375:	learn: 0.0314377	total: 823ms	remaining: 1.37s
376:	learn: 0.0311654	total: 825ms	remaining: 1.36s
377:	learn: 0.0309384	total: 827ms	remaining: 1.36s
378:	learn: 0.0307083	total: 830ms	remaining: 1.36s
379:	learn: 0.0306618	total: 832ms	remaining: 1.36s
380:	learn: 0.0304654	total: 834ms	remaining: 1.35s
381:	learn: 0.0301764	total: 837ms	remaining: 1.35s
382:	learn: 0.0301391	total: 839ms	remaining: 1.35s
383:	learn: 0.0297913	total: 841ms	remaining: 1.35s
384:	learn: 0.0296232	total: 844ms	remaining: 1.35s
385:	learn: 0.0295371	total: 846ms	remaining: 1.35s
386:	learn: 0.0291862	total: 849ms	remaining: 1.34s
387:	learn: 0.0288024	total: 851ms	remaining: 1.34s
388:	learn: 0.0285631	total: 853ms	remaining: 1.34s
389:	learn: 0.0285094	total: 855ms	remaining: 1.34s
390:	learn: 0.0284462	total: 858ms	remaining: 1.34s
391:	learn: 0.0282592	total: 861ms	remaining: 1.33s
392:	learn: 0.0280621	total: 863ms	remaining: 1.33s
393:	learn: 0.0280078	total: 865ms	remaining: 1.33s
394:	learn: 0.0278087	total: 868ms	remaining: 1.33s
395:	learn: 0.0275920	total: 870ms	remaining: 1.33s
396:	learn: 0.0273129	total: 873ms	remaining: 1.32s
397:	learn: 0.0270112	total: 875ms	remaining: 1.32s
398:	learn: 0.0267090	total: 877ms	remaining: 1.32s
399:	learn: 0.0265664	total: 879ms	remaining: 1.32s
400:	learn: 0.0263247	total: 881ms	remaining: 1.31s
401:	learn: 0.0260717	total: 883ms	remaining: 1.31s
402:	learn: 0.0260024	total: 885ms	remaining: 1.31s
403:	learn: 0.0258879	total: 887ms	remaining: 1.31s
404:	learn: 0.0256884	total: 889ms	remaining: 1.31s
405:	learn: 0.0255938	total: 891ms	remaining: 1.3s
406:	learn: 0.0252603	total: 893ms	remaining: 1.3s
407:	learn: 0.0252033	total: 895ms	remaining: 1.3s
408:	learn: 0.0248796	total: 897ms	remaining: 1.3s
409:	learn: 0.0246179	total: 899ms	remaining: 1.29s
410:	learn: 0.0244591	total: 902ms	remaining: 1.29s
411:	learn: 0.0242709	total: 904ms	remaining: 1.29s
412:	learn: 0.0240075	total: 906ms	remaining: 1.29s
413:	learn: 0.0239192	total: 907ms	remaining: 1.28s
414:	learn: 0.0238689	total: 909ms	remaining: 1.28s
415:	learn: 0.0236970	total: 911ms	remaining: 1.28s
416:	learn: 0.0235621	total: 913ms	remaining: 1.28s
417:	learn: 0.0234716	total: 915ms	remaining: 1.27s
418:	learn: 0.0232904	total: 917ms	remaining: 1.27s
419:	learn: 0.0231163	total: 919ms	remaining: 1.27s
420:	learn: 0.0229837	total: 921ms	remaining: 1.27s
421:	learn: 0.0228736	total: 923ms	remaining: 1.26s
422:	learn: 0.0226895	total: 925ms	remaining: 1.26s
423:	learn: 0.0225893	total: 927ms	remaining: 1.26s
424:	learn: 0.0224578	total: 929ms	remaining: 1.26s
425:	learn: 0.0223236	total: 932ms	remaining: 1.25s
426:	learn: 0.0221045	total: 934ms	remaining: 1.25s
427:	learn: 0.0218801	total: 935ms	remaining: 1.25s
428:	learn: 0.0217193	total: 937ms	remaining: 1.25s
429:	learn: 0.0214967	total: 939ms	remaining: 1.25s
430:	learn: 0.0213139	total: 941ms	remaining: 1.24s
431:	learn: 0.0211921	total: 943ms	remaining: 1.24s
432:	learn: 0.0209868	total: 946ms	remaining: 1.24s
433:	learn: 0.0209287	total: 948ms	remaining: 1.24s
434:	learn: 0.0206709	total: 950ms	remaining: 1.23s
435:	learn: 0.0204295	total: 952ms	remaining: 1.23s
436:	learn: 0.0203959	total: 954ms	remaining: 1.23s
437:	learn: 0.0202147	total: 956ms	remaining: 1.23s
438:	learn: 0.0199947	total: 958ms	remaining: 1.22s
439:	learn: 0.0198845	total: 960ms	remaining: 1.22s
440:	learn: 0.0197686	total: 962ms	remaining: 1.22s
441:	learn: 0.0195519	total: 964ms	remaining: 1.22s
442:	learn: 0.0194737	total: 966ms	remaining: 1.21s
443:	learn: 0.0193523	total: 968ms	remaining: 1.21s
444:	learn: 0.0191646	total: 970ms	remaining: 1.21s
445:	learn: 0.0191266	total: 972ms	remaining: 1.21s
446:	learn: 0.0189456	total: 973ms	remaining: 1.2s
447:	learn: 0.0188699	total: 976ms	remaining: 1.2s
448:	learn: 0.0187585	total: 978ms	remaining: 1.2s
449:	learn: 0.0187235	total: 980ms	remaining: 1.2s
450:	learn: 0.0185045	total: 982ms	remaining: 1.2s
451:	learn: 0.0183179	total: 984ms	remaining: 1.19s
452:	learn: 0.0181283	total: 987ms	remaining: 1.19s
453:	learn: 0.0179440	total: 990ms	remaining: 1.19s
454:	learn: 0.0179288	total: 992ms	remaining: 1.19s
455:	learn: 0.0177990	total: 993ms	remaining: 1.19s
456:	learn: 0.0176012	total: 995ms	remaining: 1.18s
457:	learn: 0.0174095	total: 998ms	remaining: 1.18s
458:	learn: 0.0172718	total: 1s	remaining: 1.18s
459:	learn: 0.0171660	total: 1s	remaining: 1.18s
460:	learn: 0.0170586	total: 1s	remaining: 1.18s
461:	learn: 0.0169815	total: 1.01s	remaining: 1.17s
462:	learn: 0.0169577	total: 1.01s	remaining: 1.17s
463:	learn: 0.0168430	total: 1.01s	remaining: 1.17s
464:	learn: 0.0168325	total: 1.01s	remaining: 1.17s
465:	learn: 0.0167886	total: 1.02s	remaining: 1.17s
466:	learn: 0.0166129	total: 1.02s	remaining: 1.16s
467:	learn: 0.0165431	total: 1.02s	remaining: 1.16s
468:	learn: 0.0164191	total: 1.02s	remaining: 1.16s
469:	learn: 0.0163550	total: 1.03s	remaining: 1.16s
470:	learn: 0.0161298	total: 1.03s	remaining: 1.16s
471:	learn: 0.0160469	total: 1.03s	remaining: 1.16s
472:	learn: 0.0159310	total: 1.03s	remaining: 1.15s
473:	learn: 0.0158587	total: 1.04s	remaining: 1.15s
474:	learn: 0.0156512	total: 1.04s	remaining: 1.15s
475:	learn: 0.0155643	total: 1.04s	remaining: 1.15s
476:	learn: 0.0154725	total: 1.04s	remaining: 1.14s
477:	learn: 0.0153107	total: 1.04s	remaining: 1.14s
478:	learn: 0.0151619	total: 1.05s	remaining: 1.14s
479:	learn: 0.0151430	total: 1.05s	remaining: 1.14s
480:	learn: 0.0149835	total: 1.05s	remaining: 1.13s
481:	learn: 0.0149560	total: 1.05s	remaining: 1.13s
482:	learn: 0.0149169	total: 1.05s	remaining: 1.13s
483:	learn: 0.0148940	total: 1.06s	remaining: 1.13s
484:	learn: 0.0148225	total: 1.06s	remaining: 1.12s
485:	learn: 0.0147265	total: 1.06s	remaining: 1.12s
486:	learn: 0.0146314	total: 1.06s	remaining: 1.12s
487:	learn: 0.0145179	total: 1.06s	remaining: 1.12s
488:	learn: 0.0144246	total: 1.07s	remaining: 1.11s
489:	learn: 0.0144119	total: 1.07s	remaining: 1.11s
490:	learn: 0.0143801	total: 1.07s	remaining: 1.11s
491:	learn: 0.0143539	total: 1.07s	remaining: 1.11s
492:	learn: 0.0142908	total: 1.07s	remaining: 1.11s
493:	learn: 0.0141860	total: 1.08s	remaining: 1.1s
494:	learn: 0.0140939	total: 1.08s	remaining: 1.1s
495:	learn: 0.0139612	total: 1.08s	remaining: 1.1s
496:	learn: 0.0139496	total: 1.08s	remaining: 1.1s
497:	learn: 0.0138551	total: 1.08s	remaining: 1.09s
498:	learn: 0.0137078	total: 1.09s	remaining: 1.09s
499:	learn: 0.0135932	total: 1.09s	remaining: 1.09s
500:	learn: 0.0135525	total: 1.09s	remaining: 1.09s
501:	learn: 0.0134647	total: 1.09s	remaining: 1.08s
502:	learn: 0.0133536	total: 1.1s	remaining: 1.08s
503:	learn: 0.0133008	total: 1.1s	remaining: 1.08s
504:	learn: 0.0132272	total: 1.1s	remaining: 1.08s
505:	learn: 0.0131975	total: 1.1s	remaining: 1.08s
506:	learn: 0.0130970	total: 1.1s	remaining: 1.07s
507:	learn: 0.0130711	total: 1.11s	remaining: 1.07s
508:	learn: 0.0130204	total: 1.11s	remaining: 1.07s
509:	learn: 0.0129295	total: 1.11s	remaining: 1.07s
510:	learn: 0.0127493	total: 1.11s	remaining: 1.06s
511:	learn: 0.0126486	total: 1.11s	remaining: 1.06s
512:	learn: 0.0125637	total: 1.12s	remaining: 1.06s
513:	learn: 0.0124750	total: 1.12s	remaining: 1.06s
514:	learn: 0.0123703	total: 1.12s	remaining: 1.05s
515:	learn: 0.0122675	total: 1.12s	remaining: 1.05s
516:	learn: 0.0121457	total: 1.12s	remaining: 1.05s
517:	learn: 0.0120160	total: 1.13s	remaining: 1.05s
518:	learn: 0.0119948	total: 1.13s	remaining: 1.04s
519:	learn: 0.0118828	total: 1.13s	remaining: 1.04s
520:	learn: 0.0117270	total: 1.13s	remaining: 1.04s
521:	learn: 0.0116229	total: 1.13s	remaining: 1.04s
522:	learn: 0.0115406	total: 1.14s	remaining: 1.04s
523:	learn: 0.0114385	total: 1.14s	remaining: 1.03s
524:	learn: 0.0113800	total: 1.14s	remaining: 1.03s
525:	learn: 0.0113226	total: 1.14s	remaining: 1.03s
526:	learn: 0.0113018	total: 1.14s	remaining: 1.03s
527:	learn: 0.0111680	total: 1.15s	remaining: 1.02s
528:	learn: 0.0111268	total: 1.15s	remaining: 1.02s
529:	learn: 0.0110360	total: 1.15s	remaining: 1.02s
530:	learn: 0.0108849	total: 1.15s	remaining: 1.02s
531:	learn: 0.0108738	total: 1.16s	remaining: 1.02s
532:	learn: 0.0107947	total: 1.16s	remaining: 1.01s
533:	learn: 0.0107258	total: 1.16s	remaining: 1.01s
534:	learn: 0.0107036	total: 1.16s	remaining: 1.01s
535:	learn: 0.0105855	total: 1.16s	remaining: 1.01s
536:	learn: 0.0104797	total: 1.17s	remaining: 1.01s
537:	learn: 0.0103816	total: 1.17s	remaining: 1s
538:	learn: 0.0103620	total: 1.17s	remaining: 1s
539:	learn: 0.0102817	total: 1.17s	remaining: 1s
540:	learn: 0.0102068	total: 1.18s	remaining: 998ms
541:	learn: 0.0101517	total: 1.18s	remaining: 996ms
542:	learn: 0.0101299	total: 1.18s	remaining: 995ms
543:	learn: 0.0100200	total: 1.18s	remaining: 993ms
544:	learn: 0.0099090	total: 1.19s	remaining: 991ms
545:	learn: 0.0098803	total: 1.19s	remaining: 989ms
546:	learn: 0.0097598	total: 1.19s	remaining: 987ms
547:	learn: 0.0096669	total: 1.19s	remaining: 985ms
548:	learn: 0.0096500	total: 1.2s	remaining: 983ms
549:	learn: 0.0095722	total: 1.2s	remaining: 981ms
550:	learn: 0.0095078	total: 1.2s	remaining: 979ms
551:	learn: 0.0094967	total: 1.2s	remaining: 977ms
552:	learn: 0.0094122	total: 1.21s	remaining: 975ms
553:	learn: 0.0093536	total: 1.21s	remaining: 972ms
554:	learn: 0.0093266	total: 1.21s	remaining: 971ms
555:	learn: 0.0092683	total: 1.21s	remaining: 968ms
556:	learn: 0.0091868	total: 1.21s	remaining: 966ms
557:	learn: 0.0090855	total: 1.22s	remaining: 964ms
558:	learn: 0.0089907	total: 1.22s	remaining: 961ms
559:	learn: 0.0089057	total: 1.22s	remaining: 959ms
560:	learn: 0.0088610	total: 1.22s	remaining: 956ms
561:	learn: 0.0087972	total: 1.23s	remaining: 955ms
562:	learn: 0.0087431	total: 1.23s	remaining: 953ms
563:	learn: 0.0086947	total: 1.23s	remaining: 950ms
564:	learn: 0.0086775	total: 1.23s	remaining: 948ms
565:	learn: 0.0086520	total: 1.23s	remaining: 946ms
566:	learn: 0.0086126	total: 1.24s	remaining: 943ms
567:	learn: 0.0085465	total: 1.24s	remaining: 941ms
568:	learn: 0.0085072	total: 1.24s	remaining: 939ms
569:	learn: 0.0084780	total: 1.24s	remaining: 937ms
570:	learn: 0.0084190	total: 1.24s	remaining: 934ms
571:	learn: 0.0083461	total: 1.25s	remaining: 932ms
572:	learn: 0.0082847	total: 1.25s	remaining: 930ms
573:	learn: 0.0082689	total: 1.25s	remaining: 927ms
574:	learn: 0.0081557	total: 1.25s	remaining: 925ms
575:	learn: 0.0081458	total: 1.25s	remaining: 923ms
576:	learn: 0.0080810	total: 1.26s	remaining: 921ms
577:	learn: 0.0080380	total: 1.26s	remaining: 919ms
578:	learn: 0.0080278	total: 1.26s	remaining: 916ms
579:	learn: 0.0079967	total: 1.26s	remaining: 914ms
580:	learn: 0.0079640	total: 1.26s	remaining: 911ms
581:	learn: 0.0079403	total: 1.26s	remaining: 909ms
582:	learn: 0.0078855	total: 1.27s	remaining: 907ms
583:	learn: 0.0078193	total: 1.27s	remaining: 905ms
584:	learn: 0.0077361	total: 1.27s	remaining: 903ms
585:	learn: 0.0076601	total: 1.27s	remaining: 900ms
586:	learn: 0.0076324	total: 1.28s	remaining: 898ms
587:	learn: 0.0075950	total: 1.28s	remaining: 896ms
588:	learn: 0.0075475	total: 1.28s	remaining: 893ms
589:	learn: 0.0074560	total: 1.28s	remaining: 891ms
590:	learn: 0.0074476	total: 1.28s	remaining: 889ms
591:	learn: 0.0074305	total: 1.29s	remaining: 887ms
592:	learn: 0.0073575	total: 1.29s	remaining: 885ms
593:	learn: 0.0073173	total: 1.29s	remaining: 882ms
594:	learn: 0.0072872	total: 1.29s	remaining: 880ms
595:	learn: 0.0072404	total: 1.29s	remaining: 878ms
596:	learn: 0.0071982	total: 1.3s	remaining: 875ms
597:	learn: 0.0071516	total: 1.3s	remaining: 873ms
598:	learn: 0.0070928	total: 1.3s	remaining: 871ms
599:	learn: 0.0070025	total: 1.3s	remaining: 869ms
600:	learn: 0.0069937	total: 1.3s	remaining: 866ms
601:	learn: 0.0069428	total: 1.31s	remaining: 864ms
602:	learn: 0.0069105	total: 1.31s	remaining: 862ms
603:	learn: 0.0068827	total: 1.31s	remaining: 859ms
604:	learn: 0.0067956	total: 1.31s	remaining: 858ms
605:	learn: 0.0067465	total: 1.32s	remaining: 856ms
606:	learn: 0.0067158	total: 1.32s	remaining: 853ms
607:	learn: 0.0066951	total: 1.32s	remaining: 851ms
608:	learn: 0.0066224	total: 1.32s	remaining: 849ms
609:	learn: 0.0065769	total: 1.32s	remaining: 846ms
610:	learn: 0.0065372	total: 1.32s	remaining: 844ms
611:	learn: 0.0064530	total: 1.33s	remaining: 843ms
612:	learn: 0.0064432	total: 1.33s	remaining: 841ms
613:	learn: 0.0064023	total: 1.33s	remaining: 838ms
614:	learn: 0.0063290	total: 1.33s	remaining: 836ms
615:	learn: 0.0062879	total: 1.34s	remaining: 834ms
616:	learn: 0.0062290	total: 1.34s	remaining: 832ms
617:	learn: 0.0061593	total: 1.34s	remaining: 831ms
618:	learn: 0.0061048	total: 1.34s	remaining: 828ms
619:	learn: 0.0060990	total: 1.35s	remaining: 826ms
620:	learn: 0.0060770	total: 1.35s	remaining: 824ms
621:	learn: 0.0060407	total: 1.35s	remaining: 822ms
622:	learn: 0.0060361	total: 1.35s	remaining: 820ms
623:	learn: 0.0060140	total: 1.36s	remaining: 818ms
624:	learn: 0.0059711	total: 1.36s	remaining: 816ms
625:	learn: 0.0059486	total: 1.36s	remaining: 814ms
626:	learn: 0.0058938	total: 1.36s	remaining: 812ms
627:	learn: 0.0058767	total: 1.37s	remaining: 810ms
628:	learn: 0.0058472	total: 1.37s	remaining: 808ms
629:	learn: 0.0058369	total: 1.37s	remaining: 806ms
630:	learn: 0.0057733	total: 1.37s	remaining: 804ms
631:	learn: 0.0057010	total: 1.38s	remaining: 802ms
632:	learn: 0.0056875	total: 1.38s	remaining: 799ms
633:	learn: 0.0056742	total: 1.38s	remaining: 797ms
634:	learn: 0.0056348	total: 1.38s	remaining: 795ms
635:	learn: 0.0055832	total: 1.38s	remaining: 792ms
636:	learn: 0.0055425	total: 1.39s	remaining: 791ms
637:	learn: 0.0055358	total: 1.39s	remaining: 788ms
638:	learn: 0.0055329	total: 1.39s	remaining: 785ms
639:	learn: 0.0054964	total: 1.39s	remaining: 783ms
640:	learn: 0.0054222	total: 1.39s	remaining: 781ms
641:	learn: 0.0053562	total: 1.4s	remaining: 779ms
642:	learn: 0.0053193	total: 1.4s	remaining: 776ms
643:	learn: 0.0053149	total: 1.4s	remaining: 774ms
644:	learn: 0.0052511	total: 1.4s	remaining: 772ms
645:	learn: 0.0052223	total: 1.4s	remaining: 770ms
646:	learn: 0.0051985	total: 1.41s	remaining: 767ms
647:	learn: 0.0051727	total: 1.41s	remaining: 765ms
648:	learn: 0.0051681	total: 1.41s	remaining: 763ms
649:	learn: 0.0051352	total: 1.41s	remaining: 760ms
650:	learn: 0.0051288	total: 1.41s	remaining: 758ms
651:	learn: 0.0050775	total: 1.42s	remaining: 756ms
652:	learn: 0.0050190	total: 1.42s	remaining: 754ms
653:	learn: 0.0049900	total: 1.42s	remaining: 752ms
654:	learn: 0.0049269	total: 1.42s	remaining: 749ms
655:	learn: 0.0049219	total: 1.42s	remaining: 747ms
656:	learn: 0.0049168	total: 1.43s	remaining: 745ms
657:	learn: 0.0048775	total: 1.43s	remaining: 743ms
658:	learn: 0.0048461	total: 1.43s	remaining: 741ms
659:	learn: 0.0048075	total: 1.43s	remaining: 738ms
660:	learn: 0.0047712	total: 1.44s	remaining: 736ms
661:	learn: 0.0047653	total: 1.44s	remaining: 734ms
662:	learn: 0.0047615	total: 1.44s	remaining: 732ms
663:	learn: 0.0047558	total: 1.44s	remaining: 729ms
664:	learn: 0.0047159	total: 1.44s	remaining: 727ms
665:	learn: 0.0047088	total: 1.45s	remaining: 725ms
666:	learn: 0.0046826	total: 1.45s	remaining: 723ms
667:	learn: 0.0046262	total: 1.45s	remaining: 720ms
668:	learn: 0.0046072	total: 1.45s	remaining: 718ms
669:	learn: 0.0045700	total: 1.45s	remaining: 716ms
670:	learn: 0.0045411	total: 1.46s	remaining: 714ms
671:	learn: 0.0045200	total: 1.46s	remaining: 711ms
672:	learn: 0.0045048	total: 1.46s	remaining: 709ms
673:	learn: 0.0045011	total: 1.46s	remaining: 707ms
674:	learn: 0.0044850	total: 1.46s	remaining: 705ms
675:	learn: 0.0044555	total: 1.47s	remaining: 703ms
676:	learn: 0.0044343	total: 1.47s	remaining: 700ms
677:	learn: 0.0044031	total: 1.47s	remaining: 698ms
678:	learn: 0.0043682	total: 1.47s	remaining: 696ms
679:	learn: 0.0043420	total: 1.47s	remaining: 694ms
680:	learn: 0.0043031	total: 1.48s	remaining: 692ms
681:	learn: 0.0042966	total: 1.48s	remaining: 689ms
682:	learn: 0.0042277	total: 1.48s	remaining: 687ms
683:	learn: 0.0042103	total: 1.48s	remaining: 685ms
684:	learn: 0.0041855	total: 1.48s	remaining: 682ms
685:	learn: 0.0041578	total: 1.49s	remaining: 680ms
686:	learn: 0.0041527	total: 1.49s	remaining: 678ms
687:	learn: 0.0040950	total: 1.49s	remaining: 676ms
688:	learn: 0.0040612	total: 1.49s	remaining: 674ms
689:	learn: 0.0040559	total: 1.5s	remaining: 672ms
690:	learn: 0.0040241	total: 1.5s	remaining: 670ms
691:	learn: 0.0039922	total: 1.5s	remaining: 668ms
692:	learn: 0.0039874	total: 1.5s	remaining: 665ms
693:	learn: 0.0039565	total: 1.5s	remaining: 664ms
694:	learn: 0.0039158	total: 1.51s	remaining: 661ms
695:	learn: 0.0038878	total: 1.51s	remaining: 659ms
696:	learn: 0.0038841	total: 1.51s	remaining: 657ms
697:	learn: 0.0038652	total: 1.51s	remaining: 655ms
698:	learn: 0.0038369	total: 1.52s	remaining: 653ms
699:	learn: 0.0038039	total: 1.52s	remaining: 651ms
700:	learn: 0.0037879	total: 1.52s	remaining: 649ms
701:	learn: 0.0037482	total: 1.52s	remaining: 647ms
702:	learn: 0.0037116	total: 1.53s	remaining: 645ms
703:	learn: 0.0036962	total: 1.53s	remaining: 643ms
704:	learn: 0.0036500	total: 1.53s	remaining: 641ms
705:	learn: 0.0036344	total: 1.53s	remaining: 639ms
706:	learn: 0.0036226	total: 1.53s	remaining: 636ms
707:	learn: 0.0036078	total: 1.54s	remaining: 634ms
708:	learn: 0.0035745	total: 1.54s	remaining: 632ms
709:	learn: 0.0035485	total: 1.54s	remaining: 630ms
710:	learn: 0.0035071	total: 1.54s	remaining: 627ms
711:	learn: 0.0034878	total: 1.54s	remaining: 625ms
712:	learn: 0.0034550	total: 1.55s	remaining: 623ms
713:	learn: 0.0034143	total: 1.55s	remaining: 621ms
714:	learn: 0.0033679	total: 1.55s	remaining: 618ms
715:	learn: 0.0033536	total: 1.55s	remaining: 616ms
716:	learn: 0.0033342	total: 1.55s	remaining: 614ms
717:	learn: 0.0033191	total: 1.56s	remaining: 611ms
718:	learn: 0.0032894	total: 1.56s	remaining: 609ms
719:	learn: 0.0032509	total: 1.56s	remaining: 607ms
720:	learn: 0.0032479	total: 1.56s	remaining: 605ms
721:	learn: 0.0032232	total: 1.56s	remaining: 603ms
722:	learn: 0.0031971	total: 1.57s	remaining: 600ms
723:	learn: 0.0031902	total: 1.57s	remaining: 598ms
724:	learn: 0.0031571	total: 1.57s	remaining: 596ms
725:	learn: 0.0031291	total: 1.57s	remaining: 594ms
726:	learn: 0.0031069	total: 1.57s	remaining: 591ms
727:	learn: 0.0030980	total: 1.58s	remaining: 589ms
728:	learn: 0.0030827	total: 1.58s	remaining: 587ms
729:	learn: 0.0030654	total: 1.58s	remaining: 585ms
730:	learn: 0.0030618	total: 1.58s	remaining: 583ms
731:	learn: 0.0030126	total: 1.58s	remaining: 580ms
732:	learn: 0.0029838	total: 1.59s	remaining: 578ms
733:	learn: 0.0029682	total: 1.59s	remaining: 576ms
734:	learn: 0.0029660	total: 1.59s	remaining: 574ms
735:	learn: 0.0029628	total: 1.59s	remaining: 572ms
736:	learn: 0.0029457	total: 1.59s	remaining: 569ms
737:	learn: 0.0029072	total: 1.6s	remaining: 567ms
738:	learn: 0.0028851	total: 1.6s	remaining: 565ms
739:	learn: 0.0028495	total: 1.6s	remaining: 563ms
740:	learn: 0.0028464	total: 1.6s	remaining: 561ms
741:	learn: 0.0028298	total: 1.6s	remaining: 558ms
742:	learn: 0.0028087	total: 1.61s	remaining: 556ms
743:	learn: 0.0027858	total: 1.61s	remaining: 554ms
744:	learn: 0.0027835	total: 1.61s	remaining: 552ms
745:	learn: 0.0027644	total: 1.61s	remaining: 549ms
746:	learn: 0.0027346	total: 1.61s	remaining: 547ms
747:	learn: 0.0027120	total: 1.62s	remaining: 545ms
748:	learn: 0.0026916	total: 1.62s	remaining: 543ms
749:	learn: 0.0026891	total: 1.62s	remaining: 541ms
750:	learn: 0.0026849	total: 1.62s	remaining: 539ms
751:	learn: 0.0026584	total: 1.63s	remaining: 536ms
752:	learn: 0.0026487	total: 1.63s	remaining: 534ms
753:	learn: 0.0026243	total: 1.63s	remaining: 532ms
754:	learn: 0.0026219	total: 1.63s	remaining: 530ms
755:	learn: 0.0026117	total: 1.63s	remaining: 527ms
756:	learn: 0.0025949	total: 1.64s	remaining: 525ms
757:	learn: 0.0025688	total: 1.64s	remaining: 523ms
758:	learn: 0.0025669	total: 1.64s	remaining: 521ms
759:	learn: 0.0025430	total: 1.64s	remaining: 519ms
760:	learn: 0.0025301	total: 1.64s	remaining: 516ms
761:	learn: 0.0025202	total: 1.65s	remaining: 514ms
762:	learn: 0.0025177	total: 1.65s	remaining: 512ms
763:	learn: 0.0025150	total: 1.65s	remaining: 510ms
764:	learn: 0.0024952	total: 1.65s	remaining: 508ms
765:	learn: 0.0024655	total: 1.65s	remaining: 505ms
766:	learn: 0.0024541	total: 1.66s	remaining: 503ms
767:	learn: 0.0024389	total: 1.66s	remaining: 501ms
768:	learn: 0.0024247	total: 1.66s	remaining: 499ms
769:	learn: 0.0024024	total: 1.66s	remaining: 497ms
770:	learn: 0.0023927	total: 1.67s	remaining: 495ms
771:	learn: 0.0023753	total: 1.67s	remaining: 493ms
772:	learn: 0.0023681	total: 1.67s	remaining: 491ms
773:	learn: 0.0023657	total: 1.67s	remaining: 489ms
774:	learn: 0.0023374	total: 1.68s	remaining: 487ms
775:	learn: 0.0023297	total: 1.68s	remaining: 484ms
776:	learn: 0.0023274	total: 1.68s	remaining: 482ms
777:	learn: 0.0023246	total: 1.68s	remaining: 480ms
778:	learn: 0.0023030	total: 1.69s	remaining: 478ms
779:	learn: 0.0023008	total: 1.69s	remaining: 476ms
780:	learn: 0.0022837	total: 1.69s	remaining: 474ms
781:	learn: 0.0022669	total: 1.69s	remaining: 472ms
782:	learn: 0.0022440	total: 1.7s	remaining: 470ms
783:	learn: 0.0022213	total: 1.7s	remaining: 468ms
784:	learn: 0.0022093	total: 1.7s	remaining: 466ms
785:	learn: 0.0021832	total: 1.7s	remaining: 464ms
786:	learn: 0.0021732	total: 1.7s	remaining: 461ms
787:	learn: 0.0021700	total: 1.71s	remaining: 459ms
788:	learn: 0.0021545	total: 1.71s	remaining: 457ms
789:	learn: 0.0021417	total: 1.71s	remaining: 455ms
790:	learn: 0.0021398	total: 1.71s	remaining: 453ms
791:	learn: 0.0021198	total: 1.71s	remaining: 450ms
792:	learn: 0.0021070	total: 1.72s	remaining: 448ms
793:	learn: 0.0020993	total: 1.72s	remaining: 446ms
794:	learn: 0.0020695	total: 1.72s	remaining: 444ms
795:	learn: 0.0020578	total: 1.72s	remaining: 441ms
796:	learn: 0.0020532	total: 1.72s	remaining: 439ms
797:	learn: 0.0020434	total: 1.73s	remaining: 437ms
798:	learn: 0.0020290	total: 1.73s	remaining: 435ms
799:	learn: 0.0020145	total: 1.73s	remaining: 433ms
800:	learn: 0.0020001	total: 1.73s	remaining: 430ms
801:	learn: 0.0019968	total: 1.73s	remaining: 428ms
802:	learn: 0.0019947	total: 1.74s	remaining: 426ms
803:	learn: 0.0019766	total: 1.74s	remaining: 424ms
804:	learn: 0.0019630	total: 1.74s	remaining: 422ms
805:	learn: 0.0019514	total: 1.74s	remaining: 419ms
806:	learn: 0.0019334	total: 1.74s	remaining: 417ms
807:	learn: 0.0019112	total: 1.75s	remaining: 415ms
808:	learn: 0.0018867	total: 1.75s	remaining: 413ms
809:	learn: 0.0018677	total: 1.75s	remaining: 411ms
810:	learn: 0.0018649	total: 1.75s	remaining: 408ms
811:	learn: 0.0018630	total: 1.75s	remaining: 406ms
812:	learn: 0.0018505	total: 1.76s	remaining: 404ms
813:	learn: 0.0018294	total: 1.76s	remaining: 402ms
814:	learn: 0.0018100	total: 1.76s	remaining: 400ms
815:	learn: 0.0017896	total: 1.76s	remaining: 397ms
816:	learn: 0.0017737	total: 1.76s	remaining: 395ms
817:	learn: 0.0017549	total: 1.77s	remaining: 393ms
818:	learn: 0.0017346	total: 1.77s	remaining: 391ms
819:	learn: 0.0017215	total: 1.77s	remaining: 389ms
820:	learn: 0.0017077	total: 1.77s	remaining: 386ms
821:	learn: 0.0016938	total: 1.77s	remaining: 384ms
822:	learn: 0.0016843	total: 1.78s	remaining: 382ms
823:	learn: 0.0016694	total: 1.78s	remaining: 380ms
824:	learn: 0.0016469	total: 1.78s	remaining: 378ms
825:	learn: 0.0016309	total: 1.78s	remaining: 376ms
826:	learn: 0.0016214	total: 1.78s	remaining: 373ms
827:	learn: 0.0016183	total: 1.79s	remaining: 371ms
828:	learn: 0.0016065	total: 1.79s	remaining: 369ms
829:	learn: 0.0016011	total: 1.79s	remaining: 367ms
830:	learn: 0.0015979	total: 1.79s	remaining: 365ms
831:	learn: 0.0015871	total: 1.79s	remaining: 362ms
832:	learn: 0.0015765	total: 1.8s	remaining: 360ms
833:	learn: 0.0015615	total: 1.8s	remaining: 358ms
834:	learn: 0.0015508	total: 1.8s	remaining: 356ms
835:	learn: 0.0015408	total: 1.8s	remaining: 354ms
836:	learn: 0.0015313	total: 1.8s	remaining: 351ms
837:	learn: 0.0015201	total: 1.81s	remaining: 349ms
838:	learn: 0.0015109	total: 1.81s	remaining: 347ms
839:	learn: 0.0014999	total: 1.81s	remaining: 345ms
840:	learn: 0.0014871	total: 1.81s	remaining: 343ms
841:	learn: 0.0014777	total: 1.81s	remaining: 341ms
842:	learn: 0.0014633	total: 1.82s	remaining: 338ms
843:	learn: 0.0014524	total: 1.82s	remaining: 336ms
844:	learn: 0.0014459	total: 1.82s	remaining: 334ms
845:	learn: 0.0014408	total: 1.82s	remaining: 332ms
846:	learn: 0.0014307	total: 1.83s	remaining: 330ms
847:	learn: 0.0014285	total: 1.83s	remaining: 328ms
848:	learn: 0.0014265	total: 1.83s	remaining: 326ms
849:	learn: 0.0014160	total: 1.83s	remaining: 324ms
850:	learn: 0.0014016	total: 1.84s	remaining: 322ms
851:	learn: 0.0013904	total: 1.84s	remaining: 319ms
852:	learn: 0.0013840	total: 1.84s	remaining: 317ms
853:	learn: 0.0013786	total: 1.84s	remaining: 315ms
854:	learn: 0.0013766	total: 1.84s	remaining: 313ms
855:	learn: 0.0013671	total: 1.85s	remaining: 311ms
856:	learn: 0.0013550	total: 1.85s	remaining: 309ms
857:	learn: 0.0013426	total: 1.85s	remaining: 307ms
858:	learn: 0.0013259	total: 1.85s	remaining: 305ms
859:	learn: 0.0013161	total: 1.86s	remaining: 302ms
860:	learn: 0.0013150	total: 1.86s	remaining: 300ms
861:	learn: 0.0013042	total: 1.86s	remaining: 298ms
862:	learn: 0.0012965	total: 1.86s	remaining: 296ms
863:	learn: 0.0012871	total: 1.87s	remaining: 294ms
864:	learn: 0.0012804	total: 1.87s	remaining: 292ms
865:	learn: 0.0012736	total: 1.87s	remaining: 290ms
866:	learn: 0.0012653	total: 1.87s	remaining: 288ms
867:	learn: 0.0012599	total: 1.88s	remaining: 285ms
868:	learn: 0.0012522	total: 1.88s	remaining: 283ms
869:	learn: 0.0012395	total: 1.88s	remaining: 281ms
870:	learn: 0.0012351	total: 1.88s	remaining: 279ms
871:	learn: 0.0012225	total: 1.89s	remaining: 277ms
872:	learn: 0.0012133	total: 1.89s	remaining: 275ms
873:	learn: 0.0012117	total: 1.89s	remaining: 272ms
874:	learn: 0.0012044	total: 1.89s	remaining: 270ms
875:	learn: 0.0011935	total: 1.89s	remaining: 268ms
876:	learn: 0.0011821	total: 1.89s	remaining: 266ms
877:	learn: 0.0011765	total: 1.9s	remaining: 264ms
878:	learn: 0.0011741	total: 1.9s	remaining: 261ms
879:	learn: 0.0011646	total: 1.9s	remaining: 259ms
880:	learn: 0.0011568	total: 1.9s	remaining: 257ms
881:	learn: 0.0011436	total: 1.91s	remaining: 255ms
882:	learn: 0.0011362	total: 1.91s	remaining: 253ms
883:	learn: 0.0011263	total: 1.91s	remaining: 251ms
884:	learn: 0.0011215	total: 1.91s	remaining: 248ms
885:	learn: 0.0011120	total: 1.91s	remaining: 246ms
886:	learn: 0.0011103	total: 1.92s	remaining: 244ms
887:	learn: 0.0011033	total: 1.92s	remaining: 242ms
888:	learn: 0.0011008	total: 1.92s	remaining: 240ms
889:	learn: 0.0010943	total: 1.92s	remaining: 237ms
890:	learn: 0.0010883	total: 1.92s	remaining: 235ms
891:	learn: 0.0010797	total: 1.92s	remaining: 233ms
892:	learn: 0.0010697	total: 1.93s	remaining: 231ms
893:	learn: 0.0010678	total: 1.93s	remaining: 229ms
894:	learn: 0.0010666	total: 1.93s	remaining: 227ms
895:	learn: 0.0010625	total: 1.93s	remaining: 224ms
896:	learn: 0.0010566	total: 1.94s	remaining: 222ms
897:	learn: 0.0010557	total: 1.94s	remaining: 220ms
898:	learn: 0.0010547	total: 1.94s	remaining: 218ms
899:	learn: 0.0010529	total: 1.94s	remaining: 216ms
900:	learn: 0.0010519	total: 1.94s	remaining: 214ms
901:	learn: 0.0010503	total: 1.95s	remaining: 211ms
902:	learn: 0.0010449	total: 1.95s	remaining: 209ms
903:	learn: 0.0010390	total: 1.95s	remaining: 207ms
904:	learn: 0.0010322	total: 1.95s	remaining: 205ms
905:	learn: 0.0010256	total: 1.95s	remaining: 203ms
906:	learn: 0.0010244	total: 1.96s	remaining: 200ms
907:	learn: 0.0010198	total: 1.96s	remaining: 198ms
908:	learn: 0.0010138	total: 1.96s	remaining: 196ms
909:	learn: 0.0010018	total: 1.96s	remaining: 194ms
910:	learn: 0.0010012	total: 1.96s	remaining: 192ms
911:	learn: 0.0009896	total: 1.97s	remaining: 190ms
912:	learn: 0.0009805	total: 1.97s	remaining: 187ms
913:	learn: 0.0009794	total: 1.97s	remaining: 185ms
914:	learn: 0.0009741	total: 1.97s	remaining: 183ms
915:	learn: 0.0009662	total: 1.97s	remaining: 181ms
916:	learn: 0.0009592	total: 1.98s	remaining: 179ms
917:	learn: 0.0009517	total: 1.98s	remaining: 177ms
918:	learn: 0.0009506	total: 1.98s	remaining: 174ms
919:	learn: 0.0009500	total: 1.98s	remaining: 172ms
920:	learn: 0.0009436	total: 1.98s	remaining: 170ms
921:	learn: 0.0009354	total: 1.99s	remaining: 168ms
922:	learn: 0.0009326	total: 1.99s	remaining: 166ms
923:	learn: 0.0009251	total: 1.99s	remaining: 164ms
924:	learn: 0.0009142	total: 1.99s	remaining: 162ms
925:	learn: 0.0009039	total: 2s	remaining: 159ms
926:	learn: 0.0008956	total: 2s	remaining: 157ms
927:	learn: 0.0008910	total: 2s	remaining: 155ms
928:	learn: 0.0008869	total: 2s	remaining: 153ms
929:	learn: 0.0008813	total: 2s	remaining: 151ms
930:	learn: 0.0008802	total: 2.01s	remaining: 149ms
931:	learn: 0.0008734	total: 2.01s	remaining: 147ms
932:	learn: 0.0008669	total: 2.01s	remaining: 145ms
933:	learn: 0.0008615	total: 2.01s	remaining: 142ms
934:	learn: 0.0008575	total: 2.02s	remaining: 140ms
935:	learn: 0.0008487	total: 2.02s	remaining: 138ms
936:	learn: 0.0008430	total: 2.02s	remaining: 136ms
937:	learn: 0.0008399	total: 2.02s	remaining: 134ms
938:	learn: 0.0008298	total: 2.03s	remaining: 132ms
939:	learn: 0.0008238	total: 2.03s	remaining: 129ms
940:	learn: 0.0008128	total: 2.03s	remaining: 127ms
941:	learn: 0.0008051	total: 2.03s	remaining: 125ms
942:	learn: 0.0007981	total: 2.04s	remaining: 123ms
943:	learn: 0.0007929	total: 2.04s	remaining: 121ms
944:	learn: 0.0007917	total: 2.04s	remaining: 119ms
945:	learn: 0.0007854	total: 2.04s	remaining: 117ms
946:	learn: 0.0007752	total: 2.04s	remaining: 114ms
947:	learn: 0.0007719	total: 2.04s	remaining: 112ms
948:	learn: 0.0007639	total: 2.05s	remaining: 110ms
949:	learn: 0.0007595	total: 2.05s	remaining: 108ms
950:	learn: 0.0007552	total: 2.05s	remaining: 106ms
951:	learn: 0.0007496	total: 2.05s	remaining: 104ms
952:	learn: 0.0007490	total: 2.06s	remaining: 101ms
953:	learn: 0.0007455	total: 2.06s	remaining: 99.2ms
954:	learn: 0.0007391	total: 2.06s	remaining: 97ms
955:	learn: 0.0007341	total: 2.06s	remaining: 94.9ms
956:	learn: 0.0007283	total: 2.06s	remaining: 92.8ms
957:	learn: 0.0007229	total: 2.07s	remaining: 90.6ms
958:	learn: 0.0007157	total: 2.07s	remaining: 88.4ms
959:	learn: 0.0007149	total: 2.07s	remaining: 86.2ms
960:	learn: 0.0007115	total: 2.07s	remaining: 84.1ms
961:	learn: 0.0007106	total: 2.07s	remaining: 81.9ms
962:	learn: 0.0007098	total: 2.08s	remaining: 79.8ms
963:	learn: 0.0007091	total: 2.08s	remaining: 77.6ms
964:	learn: 0.0007040	total: 2.08s	remaining: 75.4ms
965:	learn: 0.0007002	total: 2.08s	remaining: 73.3ms
966:	learn: 0.0006950	total: 2.08s	remaining: 71.1ms
967:	learn: 0.0006879	total: 2.08s	remaining: 69ms
968:	learn: 0.0006852	total: 2.09s	remaining: 66.8ms
969:	learn: 0.0006785	total: 2.09s	remaining: 64.6ms
970:	learn: 0.0006743	total: 2.09s	remaining: 62.5ms
971:	learn: 0.0006733	total: 2.09s	remaining: 60.3ms
972:	learn: 0.0006690	total: 2.1s	remaining: 58.2ms
973:	learn: 0.0006656	total: 2.1s	remaining: 56ms
974:	learn: 0.0006649	total: 2.1s	remaining: 53.9ms
975:	learn: 0.0006619	total: 2.1s	remaining: 51.7ms
976:	learn: 0.0006595	total: 2.1s	remaining: 49.5ms
977:	learn: 0.0006553	total: 2.11s	remaining: 47.4ms
978:	learn: 0.0006543	total: 2.11s	remaining: 45.2ms
979:	learn: 0.0006530	total: 2.11s	remaining: 43.1ms
980:	learn: 0.0006490	total: 2.11s	remaining: 40.9ms
981:	learn: 0.0006461	total: 2.11s	remaining: 38.8ms
982:	learn: 0.0006413	total: 2.12s	remaining: 36.6ms
983:	learn: 0.0006355	total: 2.12s	remaining: 34.4ms
984:	learn: 0.0006348	total: 2.12s	remaining: 32.3ms
985:	learn: 0.0006341	total: 2.12s	remaining: 30.1ms
986:	learn: 0.0006307	total: 2.12s	remaining: 28ms
987:	learn: 0.0006238	total: 2.13s	remaining: 25.8ms
988:	learn: 0.0006191	total: 2.13s	remaining: 23.7ms
989:	learn: 0.0006153	total: 2.13s	remaining: 21.5ms
990:	learn: 0.0006147	total: 2.13s	remaining: 19.4ms
991:	learn: 0.0006095	total: 2.13s	remaining: 17.2ms
992:	learn: 0.0006085	total: 2.14s	remaining: 15.1ms
993:	learn: 0.0006024	total: 2.14s	remaining: 12.9ms
994:	learn: 0.0006015	total: 2.14s	remaining: 10.8ms
995:	learn: 0.0005993	total: 2.14s	remaining: 8.6ms
996:	learn: 0.0005945	total: 2.14s	remaining: 6.45ms
997:	learn: 0.0005893	total: 2.15s	remaining: 4.3ms
998:	learn: 0.0005883	total: 2.15s	remaining: 2.15ms
999:	learn: 0.0005846	total: 2.15s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=5, depth=6, total=   2.7s
[CV] learning_rate=0.1, l2_leaf_reg=3, depth=10 ......................
0:	learn: 0.8572754	total: 31.1ms	remaining: 31.1s
1:	learn: 0.8210422	total: 59.9ms	remaining: 29.9s
2:	learn: 0.7911195	total: 88.7ms	remaining: 29.5s
3:	learn: 0.7639966	total: 119ms	remaining: 29.6s
4:	learn: 0.7269418	total: 147ms	remaining: 29.3s
5:	learn: 0.6980501	total: 176ms	remaining: 29.2s
6:	learn: 0.6702922	total: 211ms	remaining: 29.9s
7:	learn: 0.6382952	total: 241ms	remaining: 29.9s
8:	learn: 0.6114823	total: 271ms	remaining: 29.9s
9:	learn: 0.5896683	total: 277ms	remaining: 27.4s
10:	learn: 0.5625750	total: 305ms	remaining: 27.4s
11:	learn: 0.5429516	total: 334ms	remaining: 27.5s
12:	learn: 0.5236699	total: 363ms	remaining: 27.5s
13:	learn: 0.5031504	total: 378ms	remaining: 26.6s
14:	learn: 0.4846526	total: 412ms	remaining: 27s
15:	learn: 0.4690829	total: 440ms	remaining: 27.1s
16:	learn: 0.4552214	total: 468ms	remaining: 27s
17:	learn: 0.4390993	total: 498ms	remaining: 27.2s
18:	learn: 0.4238255	total: 528ms	remaining: 27.2s
19:	learn: 0.4086510	total: 556ms	remaining: 27.2s
20:	learn: 0.3978461	total: 592ms	remaining: 27.6s
21:	learn: 0.3873695	total: 622ms	remaining: 27.7s
22:	learn: 0.3756565	total: 652ms	remaining: 27.7s
23:	learn: 0.3651700	total: 681ms	remaining: 27.7s
24:	learn: 0.3563022	total: 709ms	remaining: 27.6s
25:	learn: 0.3471815	total: 721ms	remaining: 27s
26:	learn: 0.3410483	total: 723ms	remaining: 26s
27:	learn: 0.3324467	total: 752ms	remaining: 26.1s
28:	learn: 0.3236830	total: 788ms	remaining: 26.4s
29:	learn: 0.3156919	total: 818ms	remaining: 26.4s
30:	learn: 0.3076391	total: 847ms	remaining: 26.5s
31:	learn: 0.3008547	total: 876ms	remaining: 26.5s
32:	learn: 0.2944209	total: 905ms	remaining: 26.5s
33:	learn: 0.2888605	total: 933ms	remaining: 26.5s
34:	learn: 0.2825113	total: 971ms	remaining: 26.8s
35:	learn: 0.2751706	total: 1s	remaining: 26.8s
36:	learn: 0.2691540	total: 1.03s	remaining: 26.8s
37:	learn: 0.2634188	total: 1.06s	remaining: 26.8s
38:	learn: 0.2593471	total: 1.06s	remaining: 26.2s
39:	learn: 0.2562959	total: 1.06s	remaining: 25.6s
40:	learn: 0.2527115	total: 1.07s	remaining: 25s
41:	learn: 0.2479133	total: 1.09s	remaining: 25s
42:	learn: 0.2428148	total: 1.13s	remaining: 25.2s
43:	learn: 0.2375211	total: 1.16s	remaining: 25.2s
44:	learn: 0.2323464	total: 1.19s	remaining: 25.3s
45:	learn: 0.2282145	total: 1.22s	remaining: 25.3s
46:	learn: 0.2236565	total: 1.25s	remaining: 25.3s
47:	learn: 0.2191630	total: 1.27s	remaining: 25.3s
48:	learn: 0.2153961	total: 1.31s	remaining: 25.5s
49:	learn: 0.2112227	total: 1.34s	remaining: 25.5s
50:	learn: 0.2081122	total: 1.37s	remaining: 25.5s
51:	learn: 0.2061466	total: 1.4s	remaining: 25.5s
52:	learn: 0.2021808	total: 1.43s	remaining: 25.5s
53:	learn: 0.2002360	total: 1.46s	remaining: 25.5s
54:	learn: 0.1986390	total: 1.49s	remaining: 25.7s
55:	learn: 0.1947930	total: 1.52s	remaining: 25.7s
56:	learn: 0.1930844	total: 1.55s	remaining: 25.7s
57:	learn: 0.1904377	total: 1.58s	remaining: 25.7s
58:	learn: 0.1890723	total: 1.61s	remaining: 25.7s
59:	learn: 0.1853883	total: 1.64s	remaining: 25.7s
60:	learn: 0.1823633	total: 1.65s	remaining: 25.4s
61:	learn: 0.1812434	total: 1.66s	remaining: 25.1s
62:	learn: 0.1805182	total: 1.66s	remaining: 24.7s
63:	learn: 0.1779095	total: 1.66s	remaining: 24.3s
64:	learn: 0.1765822	total: 1.7s	remaining: 24.4s
65:	learn: 0.1735695	total: 1.73s	remaining: 24.4s
66:	learn: 0.1708733	total: 1.76s	remaining: 24.5s
67:	learn: 0.1700881	total: 1.79s	remaining: 24.5s
68:	learn: 0.1678418	total: 1.81s	remaining: 24.5s
69:	learn: 0.1669511	total: 1.81s	remaining: 24.1s
70:	learn: 0.1662468	total: 1.82s	remaining: 23.8s
71:	learn: 0.1653558	total: 1.85s	remaining: 23.8s
72:	learn: 0.1611122	total: 1.89s	remaining: 23.9s
73:	learn: 0.1603427	total: 1.89s	remaining: 23.6s
74:	learn: 0.1590979	total: 1.92s	remaining: 23.6s
75:	learn: 0.1562210	total: 1.95s	remaining: 23.7s
76:	learn: 0.1526747	total: 1.97s	remaining: 23.7s
77:	learn: 0.1490041	total: 2s	remaining: 23.7s
78:	learn: 0.1482422	total: 2.01s	remaining: 23.4s
79:	learn: 0.1470307	total: 2.04s	remaining: 23.4s
80:	learn: 0.1464855	total: 2.07s	remaining: 23.5s
81:	learn: 0.1431009	total: 2.1s	remaining: 23.6s
82:	learn: 0.1411217	total: 2.13s	remaining: 23.6s
83:	learn: 0.1395277	total: 2.16s	remaining: 23.6s
84:	learn: 0.1364071	total: 2.19s	remaining: 23.6s
85:	learn: 0.1357928	total: 2.22s	remaining: 23.6s
86:	learn: 0.1332988	total: 2.25s	remaining: 23.6s
87:	learn: 0.1314622	total: 2.28s	remaining: 23.7s
88:	learn: 0.1307125	total: 2.29s	remaining: 23.4s
89:	learn: 0.1296413	total: 2.31s	remaining: 23.4s
90:	learn: 0.1263378	total: 2.34s	remaining: 23.4s
91:	learn: 0.1241359	total: 2.37s	remaining: 23.4s
92:	learn: 0.1222529	total: 2.4s	remaining: 23.4s
93:	learn: 0.1193768	total: 2.44s	remaining: 23.5s
94:	learn: 0.1178405	total: 2.47s	remaining: 23.5s
95:	learn: 0.1151885	total: 2.5s	remaining: 23.5s
96:	learn: 0.1138848	total: 2.53s	remaining: 23.5s
97:	learn: 0.1113302	total: 2.56s	remaining: 23.5s
98:	learn: 0.1107761	total: 2.56s	remaining: 23.3s
99:	learn: 0.1084999	total: 2.59s	remaining: 23.3s
100:	learn: 0.1061515	total: 2.63s	remaining: 23.4s
101:	learn: 0.1045938	total: 2.66s	remaining: 23.4s
102:	learn: 0.1033982	total: 2.69s	remaining: 23.4s
103:	learn: 0.1018901	total: 2.72s	remaining: 23.4s
104:	learn: 0.1005919	total: 2.75s	remaining: 23.4s
105:	learn: 0.1002938	total: 2.75s	remaining: 23.2s
106:	learn: 0.0983314	total: 2.78s	remaining: 23.2s
107:	learn: 0.0968466	total: 2.81s	remaining: 23.3s
108:	learn: 0.0963621	total: 2.84s	remaining: 23.2s
109:	learn: 0.0955276	total: 2.85s	remaining: 23.1s
110:	learn: 0.0938491	total: 2.88s	remaining: 23.1s
111:	learn: 0.0924425	total: 2.91s	remaining: 23.1s
112:	learn: 0.0910829	total: 2.94s	remaining: 23.1s
113:	learn: 0.0895703	total: 2.97s	remaining: 23.1s
114:	learn: 0.0878280	total: 3.01s	remaining: 23.1s
115:	learn: 0.0865323	total: 3.04s	remaining: 23.1s
116:	learn: 0.0851032	total: 3.07s	remaining: 23.1s
117:	learn: 0.0838506	total: 3.1s	remaining: 23.1s
118:	learn: 0.0835463	total: 3.13s	remaining: 23.1s
119:	learn: 0.0833534	total: 3.13s	remaining: 22.9s
120:	learn: 0.0829849	total: 3.15s	remaining: 22.9s
121:	learn: 0.0814384	total: 3.19s	remaining: 23s
122:	learn: 0.0801707	total: 3.22s	remaining: 23s
123:	learn: 0.0789295	total: 3.25s	remaining: 23s
124:	learn: 0.0772017	total: 3.28s	remaining: 23s
125:	learn: 0.0758179	total: 3.31s	remaining: 22.9s
126:	learn: 0.0749724	total: 3.34s	remaining: 22.9s
127:	learn: 0.0736027	total: 3.37s	remaining: 23s
128:	learn: 0.0719979	total: 3.4s	remaining: 23s
129:	learn: 0.0714840	total: 3.44s	remaining: 23s
130:	learn: 0.0708280	total: 3.45s	remaining: 22.9s
131:	learn: 0.0693677	total: 3.48s	remaining: 22.9s
132:	learn: 0.0683609	total: 3.51s	remaining: 22.9s
133:	learn: 0.0672214	total: 3.54s	remaining: 22.8s
134:	learn: 0.0663740	total: 3.57s	remaining: 22.9s
135:	learn: 0.0656043	total: 3.6s	remaining: 22.9s
136:	learn: 0.0644810	total: 3.63s	remaining: 22.9s
137:	learn: 0.0633316	total: 3.66s	remaining: 22.9s
138:	learn: 0.0630689	total: 3.69s	remaining: 22.9s
139:	learn: 0.0621671	total: 3.72s	remaining: 22.8s
140:	learn: 0.0613482	total: 3.75s	remaining: 22.9s
141:	learn: 0.0609166	total: 3.79s	remaining: 22.9s
142:	learn: 0.0601627	total: 3.82s	remaining: 22.9s
143:	learn: 0.0586113	total: 3.84s	remaining: 22.9s
144:	learn: 0.0576542	total: 3.87s	remaining: 22.8s
145:	learn: 0.0571279	total: 3.9s	remaining: 22.8s
146:	learn: 0.0557819	total: 3.94s	remaining: 22.9s
147:	learn: 0.0546273	total: 3.97s	remaining: 22.9s
148:	learn: 0.0534421	total: 4s	remaining: 22.8s
149:	learn: 0.0524184	total: 4.03s	remaining: 22.8s
150:	learn: 0.0514262	total: 4.06s	remaining: 22.8s
151:	learn: 0.0506358	total: 4.08s	remaining: 22.8s
152:	learn: 0.0504614	total: 4.12s	remaining: 22.8s
153:	learn: 0.0494549	total: 4.16s	remaining: 22.8s
154:	learn: 0.0484571	total: 4.18s	remaining: 22.8s
155:	learn: 0.0482844	total: 4.21s	remaining: 22.8s
156:	learn: 0.0477954	total: 4.24s	remaining: 22.8s
157:	learn: 0.0476689	total: 4.25s	remaining: 22.6s
158:	learn: 0.0473547	total: 4.28s	remaining: 22.6s
159:	learn: 0.0470247	total: 4.31s	remaining: 22.6s
160:	learn: 0.0467299	total: 4.32s	remaining: 22.5s
161:	learn: 0.0460147	total: 4.35s	remaining: 22.5s
162:	learn: 0.0450147	total: 4.38s	remaining: 22.5s
163:	learn: 0.0441956	total: 4.41s	remaining: 22.5s
164:	learn: 0.0433962	total: 4.44s	remaining: 22.5s
165:	learn: 0.0425549	total: 4.47s	remaining: 22.5s
166:	learn: 0.0421466	total: 4.51s	remaining: 22.5s
167:	learn: 0.0413107	total: 4.54s	remaining: 22.5s
168:	learn: 0.0405101	total: 4.57s	remaining: 22.5s
169:	learn: 0.0400831	total: 4.6s	remaining: 22.4s
170:	learn: 0.0394359	total: 4.63s	remaining: 22.4s
171:	learn: 0.0389551	total: 4.66s	remaining: 22.4s
172:	learn: 0.0382185	total: 4.69s	remaining: 22.4s
173:	learn: 0.0377334	total: 4.72s	remaining: 22.4s
174:	learn: 0.0376517	total: 4.75s	remaining: 22.4s
175:	learn: 0.0372769	total: 4.78s	remaining: 22.4s
176:	learn: 0.0372107	total: 4.81s	remaining: 22.4s
177:	learn: 0.0370327	total: 4.84s	remaining: 22.3s
178:	learn: 0.0365908	total: 4.88s	remaining: 22.4s
179:	learn: 0.0358407	total: 4.91s	remaining: 22.3s
180:	learn: 0.0354468	total: 4.93s	remaining: 22.3s
181:	learn: 0.0353600	total: 4.96s	remaining: 22.3s
182:	learn: 0.0346766	total: 4.99s	remaining: 22.3s
183:	learn: 0.0341874	total: 5.02s	remaining: 22.3s
184:	learn: 0.0336277	total: 5.05s	remaining: 22.2s
185:	learn: 0.0329081	total: 5.08s	remaining: 22.2s
186:	learn: 0.0320928	total: 5.12s	remaining: 22.2s
187:	learn: 0.0316212	total: 5.14s	remaining: 22.2s
188:	learn: 0.0309395	total: 5.17s	remaining: 22.2s
189:	learn: 0.0308551	total: 5.2s	remaining: 22.2s
190:	learn: 0.0305812	total: 5.23s	remaining: 22.2s
191:	learn: 0.0301494	total: 5.26s	remaining: 22.1s
192:	learn: 0.0295616	total: 5.3s	remaining: 22.2s
193:	learn: 0.0291861	total: 5.33s	remaining: 22.1s
194:	learn: 0.0288744	total: 5.36s	remaining: 22.1s
195:	learn: 0.0286661	total: 5.39s	remaining: 22.1s
196:	learn: 0.0283531	total: 5.42s	remaining: 22.1s
197:	learn: 0.0278167	total: 5.45s	remaining: 22.1s
198:	learn: 0.0273945	total: 5.48s	remaining: 22.1s
199:	learn: 0.0269879	total: 5.51s	remaining: 22.1s
200:	learn: 0.0263558	total: 5.54s	remaining: 22s
201:	learn: 0.0261037	total: 5.57s	remaining: 22s
202:	learn: 0.0256712	total: 5.6s	remaining: 22s
203:	learn: 0.0253303	total: 5.63s	remaining: 22s
204:	learn: 0.0248137	total: 5.67s	remaining: 22s
205:	learn: 0.0242497	total: 5.7s	remaining: 22s
206:	learn: 0.0237327	total: 5.72s	remaining: 21.9s
207:	learn: 0.0235464	total: 5.75s	remaining: 21.9s
208:	learn: 0.0229757	total: 5.78s	remaining: 21.9s
209:	learn: 0.0226787	total: 5.81s	remaining: 21.9s
210:	learn: 0.0224383	total: 5.85s	remaining: 21.9s
211:	learn: 0.0220437	total: 5.88s	remaining: 21.9s
212:	learn: 0.0217231	total: 5.91s	remaining: 21.8s
213:	learn: 0.0215580	total: 5.94s	remaining: 21.8s
214:	learn: 0.0211487	total: 5.96s	remaining: 21.8s
215:	learn: 0.0209119	total: 5.99s	remaining: 21.8s
216:	learn: 0.0204797	total: 6.03s	remaining: 21.8s
217:	learn: 0.0204174	total: 6.06s	remaining: 21.7s
218:	learn: 0.0202157	total: 6.09s	remaining: 21.7s
219:	learn: 0.0198723	total: 6.12s	remaining: 21.7s
220:	learn: 0.0195515	total: 6.15s	remaining: 21.7s
221:	learn: 0.0195099	total: 6.18s	remaining: 21.6s
222:	learn: 0.0193684	total: 6.19s	remaining: 21.6s
223:	learn: 0.0190250	total: 6.22s	remaining: 21.6s
224:	learn: 0.0188665	total: 6.25s	remaining: 21.5s
225:	learn: 0.0185837	total: 6.28s	remaining: 21.5s
226:	learn: 0.0185338	total: 6.31s	remaining: 21.5s
227:	learn: 0.0185051	total: 6.34s	remaining: 21.5s
228:	learn: 0.0181745	total: 6.37s	remaining: 21.4s
229:	learn: 0.0178435	total: 6.41s	remaining: 21.4s
230:	learn: 0.0175307	total: 6.44s	remaining: 21.4s
231:	learn: 0.0173002	total: 6.47s	remaining: 21.4s
232:	learn: 0.0172237	total: 6.5s	remaining: 21.4s
233:	learn: 0.0171913	total: 6.52s	remaining: 21.4s
234:	learn: 0.0168241	total: 6.55s	remaining: 21.3s
235:	learn: 0.0165951	total: 6.59s	remaining: 21.3s
236:	learn: 0.0162760	total: 6.62s	remaining: 21.3s
237:	learn: 0.0159378	total: 6.65s	remaining: 21.3s
238:	learn: 0.0158566	total: 6.68s	remaining: 21.3s
239:	learn: 0.0155382	total: 6.71s	remaining: 21.2s
240:	learn: 0.0154121	total: 6.74s	remaining: 21.2s
241:	learn: 0.0151722	total: 6.77s	remaining: 21.2s
242:	learn: 0.0149475	total: 6.8s	remaining: 21.2s
243:	learn: 0.0148892	total: 6.83s	remaining: 21.2s
244:	learn: 0.0145354	total: 6.86s	remaining: 21.1s
245:	learn: 0.0143483	total: 6.89s	remaining: 21.1s
246:	learn: 0.0143063	total: 6.92s	remaining: 21.1s
247:	learn: 0.0140667	total: 6.95s	remaining: 21.1s
248:	learn: 0.0138412	total: 6.98s	remaining: 21.1s
249:	learn: 0.0135658	total: 7.01s	remaining: 21s
250:	learn: 0.0134006	total: 7.04s	remaining: 21s
251:	learn: 0.0132011	total: 7.07s	remaining: 21s
252:	learn: 0.0129879	total: 7.09s	remaining: 20.9s
253:	learn: 0.0129741	total: 7.1s	remaining: 20.8s
254:	learn: 0.0128689	total: 7.13s	remaining: 20.8s
255:	learn: 0.0126243	total: 7.16s	remaining: 20.8s
256:	learn: 0.0124568	total: 7.19s	remaining: 20.8s
257:	learn: 0.0123151	total: 7.22s	remaining: 20.8s
258:	learn: 0.0120768	total: 7.25s	remaining: 20.7s
259:	learn: 0.0118499	total: 7.28s	remaining: 20.7s
260:	learn: 0.0117110	total: 7.31s	remaining: 20.7s
261:	learn: 0.0115599	total: 7.35s	remaining: 20.7s
262:	learn: 0.0114486	total: 7.38s	remaining: 20.7s
263:	learn: 0.0113556	total: 7.41s	remaining: 20.7s
264:	learn: 0.0112345	total: 7.44s	remaining: 20.6s
265:	learn: 0.0110828	total: 7.47s	remaining: 20.6s
266:	learn: 0.0108483	total: 7.5s	remaining: 20.6s
267:	learn: 0.0108156	total: 7.5s	remaining: 20.5s
268:	learn: 0.0107060	total: 7.54s	remaining: 20.5s
269:	learn: 0.0105593	total: 7.57s	remaining: 20.5s
270:	learn: 0.0103644	total: 7.6s	remaining: 20.4s
271:	learn: 0.0101807	total: 7.63s	remaining: 20.4s
272:	learn: 0.0099444	total: 7.66s	remaining: 20.4s
273:	learn: 0.0098295	total: 7.68s	remaining: 20.4s
274:	learn: 0.0096515	total: 7.72s	remaining: 20.4s
275:	learn: 0.0094745	total: 7.75s	remaining: 20.3s
276:	learn: 0.0093872	total: 7.78s	remaining: 20.3s
277:	learn: 0.0093169	total: 7.81s	remaining: 20.3s
278:	learn: 0.0091228	total: 7.84s	remaining: 20.3s
279:	learn: 0.0089761	total: 7.87s	remaining: 20.2s
280:	learn: 0.0088917	total: 7.91s	remaining: 20.2s
281:	learn: 0.0086852	total: 7.94s	remaining: 20.2s
282:	learn: 0.0085643	total: 7.97s	remaining: 20.2s
283:	learn: 0.0083622	total: 8.01s	remaining: 20.2s
284:	learn: 0.0081790	total: 8.03s	remaining: 20.2s
285:	learn: 0.0080212	total: 8.06s	remaining: 20.1s
286:	learn: 0.0078858	total: 8.1s	remaining: 20.1s
287:	learn: 0.0077102	total: 8.13s	remaining: 20.1s
288:	learn: 0.0075713	total: 8.16s	remaining: 20.1s
289:	learn: 0.0074873	total: 8.19s	remaining: 20.1s
290:	learn: 0.0074574	total: 8.22s	remaining: 20s
291:	learn: 0.0073647	total: 8.25s	remaining: 20s
292:	learn: 0.0072417	total: 8.29s	remaining: 20s
293:	learn: 0.0071822	total: 8.3s	remaining: 19.9s
294:	learn: 0.0071232	total: 8.34s	remaining: 19.9s
295:	learn: 0.0069765	total: 8.37s	remaining: 19.9s
296:	learn: 0.0068156	total: 8.39s	remaining: 19.9s
297:	learn: 0.0067288	total: 8.42s	remaining: 19.8s
298:	learn: 0.0065935	total: 8.45s	remaining: 19.8s
299:	learn: 0.0064423	total: 8.49s	remaining: 19.8s
300:	learn: 0.0063120	total: 8.52s	remaining: 19.8s
301:	learn: 0.0062017	total: 8.55s	remaining: 19.8s
302:	learn: 0.0060902	total: 8.58s	remaining: 19.7s
303:	learn: 0.0060041	total: 8.61s	remaining: 19.7s
304:	learn: 0.0058956	total: 8.64s	remaining: 19.7s
305:	learn: 0.0058158	total: 8.67s	remaining: 19.7s
306:	learn: 0.0057246	total: 8.7s	remaining: 19.6s
307:	learn: 0.0056144	total: 8.73s	remaining: 19.6s
308:	learn: 0.0055083	total: 8.76s	remaining: 19.6s
309:	learn: 0.0054701	total: 8.79s	remaining: 19.6s
310:	learn: 0.0054147	total: 8.82s	remaining: 19.5s
311:	learn: 0.0053918	total: 8.86s	remaining: 19.5s
312:	learn: 0.0052864	total: 8.89s	remaining: 19.5s
313:	learn: 0.0051705	total: 8.92s	remaining: 19.5s
314:	learn: 0.0050648	total: 8.95s	remaining: 19.5s
315:	learn: 0.0050026	total: 8.98s	remaining: 19.4s
316:	learn: 0.0049292	total: 9s	remaining: 19.4s
317:	learn: 0.0048579	total: 9.04s	remaining: 19.4s
318:	learn: 0.0047552	total: 9.07s	remaining: 19.4s
319:	learn: 0.0046355	total: 9.1s	remaining: 19.3s
320:	learn: 0.0045658	total: 9.13s	remaining: 19.3s
321:	learn: 0.0045121	total: 9.16s	remaining: 19.3s
322:	learn: 0.0044283	total: 9.19s	remaining: 19.3s
323:	learn: 0.0043236	total: 9.23s	remaining: 19.2s
324:	learn: 0.0042781	total: 9.26s	remaining: 19.2s
325:	learn: 0.0041943	total: 9.29s	remaining: 19.2s
326:	learn: 0.0041387	total: 9.32s	remaining: 19.2s
327:	learn: 0.0040622	total: 9.35s	remaining: 19.2s
328:	learn: 0.0040198	total: 9.38s	remaining: 19.1s
329:	learn: 0.0039353	total: 9.41s	remaining: 19.1s
330:	learn: 0.0038460	total: 9.45s	remaining: 19.1s
331:	learn: 0.0037873	total: 9.47s	remaining: 19.1s
332:	learn: 0.0037414	total: 9.5s	remaining: 19s
333:	learn: 0.0036837	total: 9.54s	remaining: 19s
334:	learn: 0.0036013	total: 9.56s	remaining: 19s
335:	learn: 0.0035752	total: 9.57s	remaining: 18.9s
336:	learn: 0.0035395	total: 9.6s	remaining: 18.9s
337:	learn: 0.0034862	total: 9.63s	remaining: 18.9s
338:	learn: 0.0034465	total: 9.66s	remaining: 18.8s
339:	learn: 0.0034207	total: 9.69s	remaining: 18.8s
340:	learn: 0.0033478	total: 9.72s	remaining: 18.8s
341:	learn: 0.0033038	total: 9.75s	remaining: 18.8s
342:	learn: 0.0032308	total: 9.79s	remaining: 18.7s
343:	learn: 0.0031912	total: 9.82s	remaining: 18.7s
344:	learn: 0.0031783	total: 9.85s	remaining: 18.7s
345:	learn: 0.0031283	total: 9.88s	remaining: 18.7s
346:	learn: 0.0030915	total: 9.9s	remaining: 18.6s
347:	learn: 0.0030571	total: 9.93s	remaining: 18.6s
348:	learn: 0.0030015	total: 9.97s	remaining: 18.6s
349:	learn: 0.0029601	total: 9.99s	remaining: 18.6s
350:	learn: 0.0029053	total: 10s	remaining: 18.5s
351:	learn: 0.0028539	total: 10.1s	remaining: 18.5s
352:	learn: 0.0028039	total: 10.1s	remaining: 18.5s
353:	learn: 0.0027485	total: 10.1s	remaining: 18.5s
354:	learn: 0.0026911	total: 10.1s	remaining: 18.4s
355:	learn: 0.0026483	total: 10.2s	remaining: 18.4s
356:	learn: 0.0026074	total: 10.2s	remaining: 18.4s
357:	learn: 0.0025436	total: 10.2s	remaining: 18.4s
358:	learn: 0.0024922	total: 10.3s	remaining: 18.3s
359:	learn: 0.0024508	total: 10.3s	remaining: 18.3s
360:	learn: 0.0023992	total: 10.3s	remaining: 18.3s
361:	learn: 0.0023607	total: 10.4s	remaining: 18.3s
362:	learn: 0.0023033	total: 10.4s	remaining: 18.2s
363:	learn: 0.0022693	total: 10.4s	remaining: 18.2s
364:	learn: 0.0022230	total: 10.4s	remaining: 18.2s
365:	learn: 0.0021829	total: 10.5s	remaining: 18.2s
366:	learn: 0.0021338	total: 10.5s	remaining: 18.1s
367:	learn: 0.0021155	total: 10.5s	remaining: 18.1s
368:	learn: 0.0020654	total: 10.6s	remaining: 18.1s
369:	learn: 0.0020308	total: 10.6s	remaining: 18.1s
370:	learn: 0.0019857	total: 10.6s	remaining: 18s
371:	learn: 0.0019447	total: 10.7s	remaining: 18s
372:	learn: 0.0019237	total: 10.7s	remaining: 18s
373:	learn: 0.0019136	total: 10.7s	remaining: 18s
374:	learn: 0.0018904	total: 10.8s	remaining: 17.9s
375:	learn: 0.0018638	total: 10.8s	remaining: 17.9s
376:	learn: 0.0018480	total: 10.8s	remaining: 17.9s
377:	learn: 0.0018123	total: 10.8s	remaining: 17.8s
378:	learn: 0.0017794	total: 10.9s	remaining: 17.8s
379:	learn: 0.0017560	total: 10.9s	remaining: 17.8s
380:	learn: 0.0017365	total: 10.9s	remaining: 17.8s
381:	learn: 0.0017136	total: 11s	remaining: 17.7s
382:	learn: 0.0017085	total: 11s	remaining: 17.7s
383:	learn: 0.0016882	total: 11s	remaining: 17.7s
384:	learn: 0.0016600	total: 11.1s	remaining: 17.7s
385:	learn: 0.0016194	total: 11.1s	remaining: 17.6s
386:	learn: 0.0015954	total: 11.1s	remaining: 17.6s
387:	learn: 0.0015711	total: 11.1s	remaining: 17.6s
388:	learn: 0.0015388	total: 11.2s	remaining: 17.6s
389:	learn: 0.0015146	total: 11.2s	remaining: 17.5s
390:	learn: 0.0014877	total: 11.2s	remaining: 17.5s
391:	learn: 0.0014581	total: 11.3s	remaining: 17.5s
392:	learn: 0.0014353	total: 11.3s	remaining: 17.5s
393:	learn: 0.0014092	total: 11.3s	remaining: 17.4s
394:	learn: 0.0013875	total: 11.4s	remaining: 17.4s
395:	learn: 0.0013630	total: 11.4s	remaining: 17.4s
396:	learn: 0.0013369	total: 11.4s	remaining: 17.4s
397:	learn: 0.0013144	total: 11.5s	remaining: 17.3s
398:	learn: 0.0012989	total: 11.5s	remaining: 17.3s
399:	learn: 0.0012710	total: 11.5s	remaining: 17.3s
400:	learn: 0.0012533	total: 11.5s	remaining: 17.3s
401:	learn: 0.0012273	total: 11.6s	remaining: 17.2s
402:	learn: 0.0012184	total: 11.6s	remaining: 17.2s
403:	learn: 0.0011950	total: 11.6s	remaining: 17.2s
404:	learn: 0.0011881	total: 11.7s	remaining: 17.1s
405:	learn: 0.0011690	total: 11.7s	remaining: 17.1s
406:	learn: 0.0011562	total: 11.7s	remaining: 17.1s
407:	learn: 0.0011303	total: 11.7s	remaining: 17s
408:	learn: 0.0011145	total: 11.8s	remaining: 17s
409:	learn: 0.0010987	total: 11.8s	remaining: 17s
410:	learn: 0.0010772	total: 11.8s	remaining: 17s
411:	learn: 0.0010579	total: 11.9s	remaining: 16.9s
412:	learn: 0.0010473	total: 11.9s	remaining: 16.9s
413:	learn: 0.0010272	total: 11.9s	remaining: 16.9s
414:	learn: 0.0010148	total: 12s	remaining: 16.8s
415:	learn: 0.0009941	total: 12s	remaining: 16.8s
416:	learn: 0.0009773	total: 12s	remaining: 16.8s
417:	learn: 0.0009619	total: 12s	remaining: 16.8s
418:	learn: 0.0009468	total: 12.1s	remaining: 16.7s
419:	learn: 0.0009219	total: 12.1s	remaining: 16.7s
420:	learn: 0.0009143	total: 12.1s	remaining: 16.7s
421:	learn: 0.0009049	total: 12.1s	remaining: 16.6s
422:	learn: 0.0009008	total: 12.2s	remaining: 16.6s
423:	learn: 0.0008864	total: 12.2s	remaining: 16.6s
424:	learn: 0.0008734	total: 12.2s	remaining: 16.6s
425:	learn: 0.0008619	total: 12.3s	remaining: 16.5s
426:	learn: 0.0008471	total: 12.3s	remaining: 16.5s
427:	learn: 0.0008369	total: 12.3s	remaining: 16.5s
428:	learn: 0.0008208	total: 12.3s	remaining: 16.4s
429:	learn: 0.0008064	total: 12.4s	remaining: 16.4s
430:	learn: 0.0007925	total: 12.4s	remaining: 16.4s
431:	learn: 0.0007782	total: 12.4s	remaining: 16.3s
432:	learn: 0.0007649	total: 12.5s	remaining: 16.3s
433:	learn: 0.0007607	total: 12.5s	remaining: 16.3s
434:	learn: 0.0007425	total: 12.5s	remaining: 16.3s
435:	learn: 0.0007375	total: 12.6s	remaining: 16.2s
436:	learn: 0.0007341	total: 12.6s	remaining: 16.2s
437:	learn: 0.0007183	total: 12.6s	remaining: 16.2s
438:	learn: 0.0007094	total: 12.6s	remaining: 16.2s
439:	learn: 0.0006912	total: 12.7s	remaining: 16.1s
440:	learn: 0.0006777	total: 12.7s	remaining: 16.1s
441:	learn: 0.0006761	total: 12.7s	remaining: 16.1s
442:	learn: 0.0006741	total: 12.8s	remaining: 16.1s
443:	learn: 0.0006642	total: 12.8s	remaining: 16s
444:	learn: 0.0006524	total: 12.8s	remaining: 16s
445:	learn: 0.0006383	total: 12.9s	remaining: 16s
446:	learn: 0.0006284	total: 12.9s	remaining: 15.9s
447:	learn: 0.0006205	total: 12.9s	remaining: 15.9s
448:	learn: 0.0006132	total: 12.9s	remaining: 15.9s
449:	learn: 0.0006005	total: 13s	remaining: 15.9s
450:	learn: 0.0005862	total: 13s	remaining: 15.8s
451:	learn: 0.0005774	total: 13s	remaining: 15.8s
452:	learn: 0.0005682	total: 13.1s	remaining: 15.8s
453:	learn: 0.0005574	total: 13.1s	remaining: 15.8s
454:	learn: 0.0005451	total: 13.1s	remaining: 15.7s
455:	learn: 0.0005359	total: 13.2s	remaining: 15.7s
456:	learn: 0.0005339	total: 13.2s	remaining: 15.7s
457:	learn: 0.0005262	total: 13.2s	remaining: 15.7s
458:	learn: 0.0005233	total: 13.3s	remaining: 15.6s
459:	learn: 0.0005118	total: 13.3s	remaining: 15.6s
460:	learn: 0.0005033	total: 13.3s	remaining: 15.6s
461:	learn: 0.0004933	total: 13.4s	remaining: 15.5s
462:	learn: 0.0004884	total: 13.4s	remaining: 15.5s
463:	learn: 0.0004854	total: 13.4s	remaining: 15.5s
464:	learn: 0.0004752	total: 13.4s	remaining: 15.5s
465:	learn: 0.0004728	total: 13.4s	remaining: 15.4s
466:	learn: 0.0004656	total: 13.5s	remaining: 15.4s
467:	learn: 0.0004580	total: 13.5s	remaining: 15.3s
468:	learn: 0.0004542	total: 13.5s	remaining: 15.3s
469:	learn: 0.0004491	total: 13.6s	remaining: 15.3s
470:	learn: 0.0004420	total: 13.6s	remaining: 15.3s
471:	learn: 0.0004300	total: 13.6s	remaining: 15.2s
472:	learn: 0.0004211	total: 13.7s	remaining: 15.2s
473:	learn: 0.0004108	total: 13.7s	remaining: 15.2s
474:	learn: 0.0004035	total: 13.7s	remaining: 15.2s
475:	learn: 0.0004017	total: 13.8s	remaining: 15.1s
476:	learn: 0.0003926	total: 13.8s	remaining: 15.1s
477:	learn: 0.0003843	total: 13.8s	remaining: 15.1s
478:	learn: 0.0003790	total: 13.8s	remaining: 15s
479:	learn: 0.0003706	total: 13.9s	remaining: 15s
480:	learn: 0.0003642	total: 13.9s	remaining: 15s
481:	learn: 0.0003575	total: 13.9s	remaining: 15s
482:	learn: 0.0003517	total: 14s	remaining: 14.9s
483:	learn: 0.0003469	total: 14s	remaining: 14.9s
484:	learn: 0.0003415	total: 14s	remaining: 14.9s
485:	learn: 0.0003345	total: 14s	remaining: 14.9s
486:	learn: 0.0003273	total: 14.1s	remaining: 14.8s
487:	learn: 0.0003231	total: 14.1s	remaining: 14.8s
488:	learn: 0.0003195	total: 14.1s	remaining: 14.8s
489:	learn: 0.0003153	total: 14.2s	remaining: 14.8s
490:	learn: 0.0003093	total: 14.2s	remaining: 14.7s
491:	learn: 0.0003057	total: 14.2s	remaining: 14.7s
492:	learn: 0.0002997	total: 14.3s	remaining: 14.7s
493:	learn: 0.0002943	total: 14.3s	remaining: 14.6s
494:	learn: 0.0002893	total: 14.3s	remaining: 14.6s
495:	learn: 0.0002850	total: 14.4s	remaining: 14.6s
496:	learn: 0.0002805	total: 14.4s	remaining: 14.6s
497:	learn: 0.0002797	total: 14.4s	remaining: 14.5s
498:	learn: 0.0002741	total: 14.4s	remaining: 14.5s
499:	learn: 0.0002676	total: 14.5s	remaining: 14.5s
500:	learn: 0.0002622	total: 14.5s	remaining: 14.4s
501:	learn: 0.0002583	total: 14.5s	remaining: 14.4s
502:	learn: 0.0002549	total: 14.6s	remaining: 14.4s
503:	learn: 0.0002535	total: 14.6s	remaining: 14.4s
504:	learn: 0.0002488	total: 14.6s	remaining: 14.3s
505:	learn: 0.0002435	total: 14.7s	remaining: 14.3s
506:	learn: 0.0002430	total: 14.7s	remaining: 14.3s
507:	learn: 0.0002388	total: 14.7s	remaining: 14.3s
508:	learn: 0.0002357	total: 14.7s	remaining: 14.2s
509:	learn: 0.0002338	total: 14.8s	remaining: 14.2s
510:	learn: 0.0002323	total: 14.8s	remaining: 14.2s
511:	learn: 0.0002294	total: 14.8s	remaining: 14.1s
512:	learn: 0.0002282	total: 14.9s	remaining: 14.1s
513:	learn: 0.0002271	total: 14.9s	remaining: 14.1s
514:	learn: 0.0002241	total: 14.9s	remaining: 14.1s
515:	learn: 0.0002184	total: 15s	remaining: 14s
516:	learn: 0.0002149	total: 15s	remaining: 14s
517:	learn: 0.0002122	total: 15s	remaining: 14s
518:	learn: 0.0002076	total: 15.1s	remaining: 13.9s
519:	learn: 0.0002039	total: 15.1s	remaining: 13.9s
520:	learn: 0.0002003	total: 15.1s	remaining: 13.9s
521:	learn: 0.0001974	total: 15.1s	remaining: 13.9s
522:	learn: 0.0001953	total: 15.2s	remaining: 13.8s
523:	learn: 0.0001929	total: 15.2s	remaining: 13.8s
524:	learn: 0.0001918	total: 15.2s	remaining: 13.8s
525:	learn: 0.0001873	total: 15.3s	remaining: 13.8s
526:	learn: 0.0001837	total: 15.3s	remaining: 13.7s
527:	learn: 0.0001812	total: 15.3s	remaining: 13.7s
528:	learn: 0.0001790	total: 15.3s	remaining: 13.7s
529:	learn: 0.0001785	total: 15.4s	remaining: 13.6s
530:	learn: 0.0001757	total: 15.4s	remaining: 13.6s
531:	learn: 0.0001731	total: 15.4s	remaining: 13.6s
532:	learn: 0.0001693	total: 15.5s	remaining: 13.6s
533:	learn: 0.0001678	total: 15.5s	remaining: 13.5s
534:	learn: 0.0001656	total: 15.5s	remaining: 13.5s
535:	learn: 0.0001635	total: 15.6s	remaining: 13.5s
536:	learn: 0.0001630	total: 15.6s	remaining: 13.5s
537:	learn: 0.0001613	total: 15.6s	remaining: 13.4s
538:	learn: 0.0001572	total: 15.7s	remaining: 13.4s
539:	learn: 0.0001535	total: 15.7s	remaining: 13.4s
540:	learn: 0.0001514	total: 15.7s	remaining: 13.3s
541:	learn: 0.0001502	total: 15.7s	remaining: 13.3s
542:	learn: 0.0001475	total: 15.8s	remaining: 13.3s
543:	learn: 0.0001453	total: 15.8s	remaining: 13.3s
544:	learn: 0.0001430	total: 15.8s	remaining: 13.2s
545:	learn: 0.0001409	total: 15.9s	remaining: 13.2s
546:	learn: 0.0001391	total: 15.9s	remaining: 13.2s
547:	learn: 0.0001376	total: 15.9s	remaining: 13.1s
548:	learn: 0.0001348	total: 16s	remaining: 13.1s
549:	learn: 0.0001327	total: 16s	remaining: 13.1s
550:	learn: 0.0001301	total: 16s	remaining: 13.1s
551:	learn: 0.0001279	total: 16.1s	remaining: 13s
552:	learn: 0.0001259	total: 16.1s	remaining: 13s
553:	learn: 0.0001229	total: 16.1s	remaining: 13s
554:	learn: 0.0001211	total: 16.1s	remaining: 12.9s
555:	learn: 0.0001192	total: 16.2s	remaining: 12.9s
556:	learn: 0.0001174	total: 16.2s	remaining: 12.9s
557:	learn: 0.0001157	total: 16.2s	remaining: 12.9s
558:	learn: 0.0001141	total: 16.3s	remaining: 12.8s
559:	learn: 0.0001131	total: 16.3s	remaining: 12.8s
560:	learn: 0.0001106	total: 16.3s	remaining: 12.8s
561:	learn: 0.0001082	total: 16.4s	remaining: 12.7s
562:	learn: 0.0001064	total: 16.4s	remaining: 12.7s
563:	learn: 0.0001041	total: 16.4s	remaining: 12.7s
564:	learn: 0.0001026	total: 16.4s	remaining: 12.7s
565:	learn: 0.0001014	total: 16.5s	remaining: 12.6s
566:	learn: 0.0001001	total: 16.5s	remaining: 12.6s
567:	learn: 0.0000988	total: 16.5s	remaining: 12.6s
568:	learn: 0.0000977	total: 16.6s	remaining: 12.5s
569:	learn: 0.0000969	total: 16.6s	remaining: 12.5s
570:	learn: 0.0000963	total: 16.6s	remaining: 12.5s
571:	learn: 0.0000943	total: 16.7s	remaining: 12.5s
572:	learn: 0.0000932	total: 16.7s	remaining: 12.4s
573:	learn: 0.0000913	total: 16.7s	remaining: 12.4s
574:	learn: 0.0000902	total: 16.8s	remaining: 12.4s
575:	learn: 0.0000883	total: 16.8s	remaining: 12.4s
576:	learn: 0.0000879	total: 16.8s	remaining: 12.3s
577:	learn: 0.0000868	total: 16.8s	remaining: 12.3s
578:	learn: 0.0000858	total: 16.9s	remaining: 12.3s
579:	learn: 0.0000842	total: 16.9s	remaining: 12.2s
580:	learn: 0.0000825	total: 16.9s	remaining: 12.2s
581:	learn: 0.0000812	total: 17s	remaining: 12.2s
582:	learn: 0.0000796	total: 17s	remaining: 12.2s
583:	learn: 0.0000787	total: 17s	remaining: 12.1s
584:	learn: 0.0000782	total: 17s	remaining: 12.1s
585:	learn: 0.0000771	total: 17.1s	remaining: 12.1s
586:	learn: 0.0000769	total: 17.1s	remaining: 12s
587:	learn: 0.0000758	total: 17.1s	remaining: 12s
588:	learn: 0.0000742	total: 17.2s	remaining: 12s
589:	learn: 0.0000731	total: 17.2s	remaining: 12s
590:	learn: 0.0000725	total: 17.2s	remaining: 11.9s
591:	learn: 0.0000708	total: 17.3s	remaining: 11.9s
592:	learn: 0.0000698	total: 17.3s	remaining: 11.9s
593:	learn: 0.0000697	total: 17.3s	remaining: 11.8s
594:	learn: 0.0000682	total: 17.4s	remaining: 11.8s
595:	learn: 0.0000675	total: 17.4s	remaining: 11.8s
596:	learn: 0.0000669	total: 17.4s	remaining: 11.8s
597:	learn: 0.0000655	total: 17.4s	remaining: 11.7s
598:	learn: 0.0000641	total: 17.5s	remaining: 11.7s
599:	learn: 0.0000639	total: 17.5s	remaining: 11.7s
600:	learn: 0.0000633	total: 17.5s	remaining: 11.6s
601:	learn: 0.0000622	total: 17.5s	remaining: 11.6s
602:	learn: 0.0000614	total: 17.6s	remaining: 11.6s
603:	learn: 0.0000603	total: 17.6s	remaining: 11.5s
604:	learn: 0.0000593	total: 17.6s	remaining: 11.5s
605:	learn: 0.0000584	total: 17.7s	remaining: 11.5s
606:	learn: 0.0000582	total: 17.7s	remaining: 11.5s
607:	learn: 0.0000576	total: 17.7s	remaining: 11.4s
608:	learn: 0.0000571	total: 17.7s	remaining: 11.4s
609:	learn: 0.0000563	total: 17.7s	remaining: 11.3s
610:	learn: 0.0000556	total: 17.8s	remaining: 11.3s
611:	learn: 0.0000548	total: 17.8s	remaining: 11.3s
612:	learn: 0.0000538	total: 17.8s	remaining: 11.3s
613:	learn: 0.0000528	total: 17.9s	remaining: 11.2s
614:	learn: 0.0000521	total: 17.9s	remaining: 11.2s
615:	learn: 0.0000519	total: 17.9s	remaining: 11.2s
616:	learn: 0.0000509	total: 17.9s	remaining: 11.1s
617:	learn: 0.0000503	total: 18s	remaining: 11.1s
618:	learn: 0.0000498	total: 18s	remaining: 11.1s
619:	learn: 0.0000492	total: 18s	remaining: 11s
620:	learn: 0.0000485	total: 18.1s	remaining: 11s
621:	learn: 0.0000478	total: 18.1s	remaining: 11s
622:	learn: 0.0000470	total: 18.1s	remaining: 11s
623:	learn: 0.0000458	total: 18.1s	remaining: 10.9s
624:	learn: 0.0000449	total: 18.2s	remaining: 10.9s
625:	learn: 0.0000446	total: 18.2s	remaining: 10.9s
626:	learn: 0.0000444	total: 18.2s	remaining: 10.9s
627:	learn: 0.0000436	total: 18.3s	remaining: 10.8s
628:	learn: 0.0000430	total: 18.3s	remaining: 10.8s
629:	learn: 0.0000422	total: 18.3s	remaining: 10.8s
630:	learn: 0.0000414	total: 18.4s	remaining: 10.7s
631:	learn: 0.0000409	total: 18.4s	remaining: 10.7s
632:	learn: 0.0000400	total: 18.4s	remaining: 10.7s
633:	learn: 0.0000395	total: 18.5s	remaining: 10.7s
634:	learn: 0.0000392	total: 18.5s	remaining: 10.6s
635:	learn: 0.0000384	total: 18.5s	remaining: 10.6s
636:	learn: 0.0000378	total: 18.6s	remaining: 10.6s
637:	learn: 0.0000373	total: 18.6s	remaining: 10.5s
638:	learn: 0.0000366	total: 18.6s	remaining: 10.5s
639:	learn: 0.0000359	total: 18.6s	remaining: 10.5s
640:	learn: 0.0000353	total: 18.7s	remaining: 10.5s
641:	learn: 0.0000352	total: 18.7s	remaining: 10.4s
642:	learn: 0.0000347	total: 18.7s	remaining: 10.4s
643:	learn: 0.0000342	total: 18.8s	remaining: 10.4s
644:	learn: 0.0000337	total: 18.8s	remaining: 10.3s
645:	learn: 0.0000335	total: 18.8s	remaining: 10.3s
646:	learn: 0.0000332	total: 18.9s	remaining: 10.3s
647:	learn: 0.0000327	total: 18.9s	remaining: 10.3s
648:	learn: 0.0000325	total: 18.9s	remaining: 10.2s
649:	learn: 0.0000320	total: 18.9s	remaining: 10.2s
650:	learn: 0.0000320	total: 19s	remaining: 10.2s
651:	learn: 0.0000314	total: 19s	remaining: 10.1s
652:	learn: 0.0000309	total: 19s	remaining: 10.1s
653:	learn: 0.0000308	total: 19.1s	remaining: 10.1s
654:	learn: 0.0000304	total: 19.1s	remaining: 10.1s
655:	learn: 0.0000298	total: 19.1s	remaining: 10s
656:	learn: 0.0000292	total: 19.2s	remaining: 10s
657:	learn: 0.0000286	total: 19.2s	remaining: 9.97s
658:	learn: 0.0000281	total: 19.2s	remaining: 9.95s
659:	learn: 0.0000279	total: 19.3s	remaining: 9.92s
660:	learn: 0.0000272	total: 19.3s	remaining: 9.89s
661:	learn: 0.0000268	total: 19.3s	remaining: 9.86s
662:	learn: 0.0000266	total: 19.3s	remaining: 9.83s
663:	learn: 0.0000263	total: 19.4s	remaining: 9.8s
664:	learn: 0.0000258	total: 19.4s	remaining: 9.77s
665:	learn: 0.0000255	total: 19.4s	remaining: 9.74s
666:	learn: 0.0000254	total: 19.5s	remaining: 9.71s
667:	learn: 0.0000250	total: 19.5s	remaining: 9.69s
668:	learn: 0.0000245	total: 19.5s	remaining: 9.66s
669:	learn: 0.0000242	total: 19.5s	remaining: 9.63s
670:	learn: 0.0000236	total: 19.6s	remaining: 9.6s
671:	learn: 0.0000234	total: 19.6s	remaining: 9.57s
672:	learn: 0.0000230	total: 19.6s	remaining: 9.54s
673:	learn: 0.0000227	total: 19.7s	remaining: 9.51s
674:	learn: 0.0000224	total: 19.7s	remaining: 9.48s
675:	learn: 0.0000223	total: 19.7s	remaining: 9.46s
676:	learn: 0.0000221	total: 19.8s	remaining: 9.43s
677:	learn: 0.0000218	total: 19.8s	remaining: 9.4s
678:	learn: 0.0000215	total: 19.8s	remaining: 9.37s
679:	learn: 0.0000212	total: 19.8s	remaining: 9.34s
680:	learn: 0.0000208	total: 19.9s	remaining: 9.31s
681:	learn: 0.0000206	total: 19.9s	remaining: 9.28s
682:	learn: 0.0000204	total: 19.9s	remaining: 9.25s
683:	learn: 0.0000200	total: 20s	remaining: 9.22s
684:	learn: 0.0000198	total: 20s	remaining: 9.19s
685:	learn: 0.0000197	total: 20s	remaining: 9.17s
686:	learn: 0.0000193	total: 20.1s	remaining: 9.14s
687:	learn: 0.0000189	total: 20.1s	remaining: 9.11s
688:	learn: 0.0000185	total: 20.1s	remaining: 9.08s
689:	learn: 0.0000183	total: 20.1s	remaining: 9.05s
690:	learn: 0.0000181	total: 20.2s	remaining: 9.02s
691:	learn: 0.0000178	total: 20.2s	remaining: 8.99s
692:	learn: 0.0000177	total: 20.2s	remaining: 8.97s
693:	learn: 0.0000176	total: 20.3s	remaining: 8.94s
694:	learn: 0.0000172	total: 20.3s	remaining: 8.91s
695:	learn: 0.0000170	total: 20.3s	remaining: 8.88s
696:	learn: 0.0000168	total: 20.4s	remaining: 8.85s
697:	learn: 0.0000167	total: 20.4s	remaining: 8.82s
698:	learn: 0.0000163	total: 20.4s	remaining: 8.79s
699:	learn: 0.0000161	total: 20.5s	remaining: 8.77s
700:	learn: 0.0000158	total: 20.5s	remaining: 8.74s
701:	learn: 0.0000155	total: 20.5s	remaining: 8.71s
702:	learn: 0.0000153	total: 20.5s	remaining: 8.68s
703:	learn: 0.0000150	total: 20.6s	remaining: 8.65s
704:	learn: 0.0000149	total: 20.6s	remaining: 8.62s
705:	learn: 0.0000149	total: 20.6s	remaining: 8.59s
706:	learn: 0.0000147	total: 20.7s	remaining: 8.56s
707:	learn: 0.0000145	total: 20.7s	remaining: 8.53s
708:	learn: 0.0000144	total: 20.7s	remaining: 8.49s
709:	learn: 0.0000143	total: 20.7s	remaining: 8.46s
710:	learn: 0.0000140	total: 20.8s	remaining: 8.44s
711:	learn: 0.0000138	total: 20.8s	remaining: 8.41s
712:	learn: 0.0000137	total: 20.8s	remaining: 8.38s
713:	learn: 0.0000135	total: 20.8s	remaining: 8.35s
714:	learn: 0.0000132	total: 20.9s	remaining: 8.32s
715:	learn: 0.0000129	total: 20.9s	remaining: 8.29s
716:	learn: 0.0000127	total: 20.9s	remaining: 8.26s
717:	learn: 0.0000124	total: 21s	remaining: 8.23s
718:	learn: 0.0000122	total: 21s	remaining: 8.21s
719:	learn: 0.0000121	total: 21s	remaining: 8.18s
720:	learn: 0.0000119	total: 21.1s	remaining: 8.15s
721:	learn: 0.0000117	total: 21.1s	remaining: 8.12s
722:	learn: 0.0000115	total: 21.1s	remaining: 8.09s
723:	learn: 0.0000113	total: 21.1s	remaining: 8.06s
724:	learn: 0.0000113	total: 21.2s	remaining: 8.03s
725:	learn: 0.0000111	total: 21.2s	remaining: 8s
726:	learn: 0.0000110	total: 21.2s	remaining: 7.97s
727:	learn: 0.0000108	total: 21.3s	remaining: 7.95s
728:	learn: 0.0000107	total: 21.3s	remaining: 7.92s
729:	learn: 0.0000105	total: 21.3s	remaining: 7.89s
730:	learn: 0.0000105	total: 21.4s	remaining: 7.86s
731:	learn: 0.0000103	total: 21.4s	remaining: 7.83s
732:	learn: 0.0000102	total: 21.4s	remaining: 7.79s
733:	learn: 0.0000101	total: 21.4s	remaining: 7.76s
734:	learn: 0.0000099	total: 21.5s	remaining: 7.73s
735:	learn: 0.0000097	total: 21.5s	remaining: 7.71s
736:	learn: 0.0000097	total: 21.5s	remaining: 7.68s
737:	learn: 0.0000095	total: 21.5s	remaining: 7.65s
738:	learn: 0.0000093	total: 21.6s	remaining: 7.62s
739:	learn: 0.0000092	total: 21.6s	remaining: 7.59s
740:	learn: 0.0000092	total: 21.6s	remaining: 7.56s
741:	learn: 0.0000090	total: 21.7s	remaining: 7.53s
742:	learn: 0.0000089	total: 21.7s	remaining: 7.5s
743:	learn: 0.0000088	total: 21.7s	remaining: 7.48s
744:	learn: 0.0000087	total: 21.8s	remaining: 7.45s
745:	learn: 0.0000085	total: 21.8s	remaining: 7.42s
746:	learn: 0.0000084	total: 21.8s	remaining: 7.39s
747:	learn: 0.0000083	total: 21.8s	remaining: 7.36s
748:	learn: 0.0000081	total: 21.9s	remaining: 7.33s
749:	learn: 0.0000081	total: 21.9s	remaining: 7.3s
750:	learn: 0.0000080	total: 21.9s	remaining: 7.28s
751:	learn: 0.0000078	total: 22s	remaining: 7.25s
752:	learn: 0.0000077	total: 22s	remaining: 7.22s
753:	learn: 0.0000076	total: 22s	remaining: 7.19s
754:	learn: 0.0000075	total: 22.1s	remaining: 7.16s
755:	learn: 0.0000074	total: 22.1s	remaining: 7.13s
756:	learn: 0.0000073	total: 22.1s	remaining: 7.1s
757:	learn: 0.0000072	total: 22.2s	remaining: 7.07s
758:	learn: 0.0000071	total: 22.2s	remaining: 7.04s
759:	learn: 0.0000069	total: 22.2s	remaining: 7.01s
760:	learn: 0.0000068	total: 22.3s	remaining: 6.99s
761:	learn: 0.0000066	total: 22.3s	remaining: 6.96s
762:	learn: 0.0000065	total: 22.3s	remaining: 6.93s
763:	learn: 0.0000064	total: 22.3s	remaining: 6.9s
764:	learn: 0.0000063	total: 22.4s	remaining: 6.87s
765:	learn: 0.0000062	total: 22.4s	remaining: 6.84s
766:	learn: 0.0000061	total: 22.4s	remaining: 6.81s
767:	learn: 0.0000060	total: 22.5s	remaining: 6.79s
768:	learn: 0.0000059	total: 22.5s	remaining: 6.76s
769:	learn: 0.0000059	total: 22.5s	remaining: 6.73s
770:	learn: 0.0000058	total: 22.5s	remaining: 6.7s
771:	learn: 0.0000057	total: 22.6s	remaining: 6.67s
772:	learn: 0.0000056	total: 22.6s	remaining: 6.64s
773:	learn: 0.0000055	total: 22.6s	remaining: 6.61s
774:	learn: 0.0000055	total: 22.7s	remaining: 6.58s
775:	learn: 0.0000054	total: 22.7s	remaining: 6.55s
776:	learn: 0.0000053	total: 22.7s	remaining: 6.52s
777:	learn: 0.0000052	total: 22.8s	remaining: 6.5s
778:	learn: 0.0000052	total: 22.8s	remaining: 6.46s
779:	learn: 0.0000051	total: 22.8s	remaining: 6.44s
780:	learn: 0.0000050	total: 22.9s	remaining: 6.41s
781:	learn: 0.0000050	total: 22.9s	remaining: 6.38s
782:	learn: 0.0000050	total: 22.9s	remaining: 6.35s
783:	learn: 0.0000049	total: 22.9s	remaining: 6.32s
784:	learn: 0.0000049	total: 23s	remaining: 6.29s
785:	learn: 0.0000048	total: 23s	remaining: 6.26s
786:	learn: 0.0000048	total: 23s	remaining: 6.24s
787:	learn: 0.0000047	total: 23.1s	remaining: 6.21s
788:	learn: 0.0000046	total: 23.1s	remaining: 6.18s
789:	learn: 0.0000045	total: 23.1s	remaining: 6.15s
790:	learn: 0.0000045	total: 23.2s	remaining: 6.12s
791:	learn: 0.0000044	total: 23.2s	remaining: 6.09s
792:	learn: 0.0000044	total: 23.2s	remaining: 6.06s
793:	learn: 0.0000043	total: 23.3s	remaining: 6.03s
794:	learn: 0.0000042	total: 23.3s	remaining: 6s
795:	learn: 0.0000042	total: 23.3s	remaining: 5.97s
796:	learn: 0.0000041	total: 23.3s	remaining: 5.94s
797:	learn: 0.0000041	total: 23.4s	remaining: 5.92s
798:	learn: 0.0000041	total: 23.4s	remaining: 5.89s
799:	learn: 0.0000040	total: 23.4s	remaining: 5.86s
800:	learn: 0.0000039	total: 23.5s	remaining: 5.83s
801:	learn: 0.0000039	total: 23.5s	remaining: 5.8s
802:	learn: 0.0000038	total: 23.5s	remaining: 5.77s
803:	learn: 0.0000038	total: 23.6s	remaining: 5.74s
804:	learn: 0.0000037	total: 23.6s	remaining: 5.71s
805:	learn: 0.0000036	total: 23.6s	remaining: 5.69s
806:	learn: 0.0000036	total: 23.7s	remaining: 5.66s
807:	learn: 0.0000036	total: 23.7s	remaining: 5.63s
808:	learn: 0.0000035	total: 23.7s	remaining: 5.6s
809:	learn: 0.0000034	total: 23.7s	remaining: 5.57s
810:	learn: 0.0000034	total: 23.8s	remaining: 5.54s
811:	learn: 0.0000033	total: 23.8s	remaining: 5.51s
812:	learn: 0.0000033	total: 23.8s	remaining: 5.48s
813:	learn: 0.0000033	total: 23.9s	remaining: 5.45s
814:	learn: 0.0000032	total: 23.9s	remaining: 5.42s
815:	learn: 0.0000032	total: 23.9s	remaining: 5.39s
816:	learn: 0.0000032	total: 24s	remaining: 5.37s
817:	learn: 0.0000031	total: 24s	remaining: 5.34s
818:	learn: 0.0000030	total: 24s	remaining: 5.31s
819:	learn: 0.0000030	total: 24s	remaining: 5.28s
820:	learn: 0.0000030	total: 24.1s	remaining: 5.25s
821:	learn: 0.0000030	total: 24.1s	remaining: 5.22s
822:	learn: 0.0000029	total: 24.1s	remaining: 5.19s
823:	learn: 0.0000029	total: 24.2s	remaining: 5.16s
824:	learn: 0.0000029	total: 24.2s	remaining: 5.13s
825:	learn: 0.0000028	total: 24.2s	remaining: 5.1s
826:	learn: 0.0000028	total: 24.3s	remaining: 5.08s
827:	learn: 0.0000027	total: 24.3s	remaining: 5.05s
828:	learn: 0.0000027	total: 24.3s	remaining: 5.02s
829:	learn: 0.0000026	total: 24.4s	remaining: 4.99s
830:	learn: 0.0000026	total: 24.4s	remaining: 4.96s
831:	learn: 0.0000026	total: 24.4s	remaining: 4.93s
832:	learn: 0.0000026	total: 24.4s	remaining: 4.9s
833:	learn: 0.0000025	total: 24.5s	remaining: 4.87s
834:	learn: 0.0000025	total: 24.5s	remaining: 4.84s
835:	learn: 0.0000024	total: 24.5s	remaining: 4.81s
836:	learn: 0.0000024	total: 24.6s	remaining: 4.78s
837:	learn: 0.0000024	total: 24.6s	remaining: 4.75s
838:	learn: 0.0000024	total: 24.6s	remaining: 4.72s
839:	learn: 0.0000023	total: 24.6s	remaining: 4.7s
840:	learn: 0.0000023	total: 24.7s	remaining: 4.67s
841:	learn: 0.0000023	total: 24.7s	remaining: 4.64s
842:	learn: 0.0000023	total: 24.7s	remaining: 4.61s
843:	learn: 0.0000023	total: 24.8s	remaining: 4.58s
844:	learn: 0.0000022	total: 24.8s	remaining: 4.55s
845:	learn: 0.0000022	total: 24.8s	remaining: 4.52s
846:	learn: 0.0000021	total: 24.9s	remaining: 4.49s
847:	learn: 0.0000021	total: 24.9s	remaining: 4.46s
848:	learn: 0.0000021	total: 24.9s	remaining: 4.43s
849:	learn: 0.0000021	total: 25s	remaining: 4.4s
850:	learn: 0.0000021	total: 25s	remaining: 4.37s
851:	learn: 0.0000020	total: 25s	remaining: 4.34s
852:	learn: 0.0000020	total: 25s	remaining: 4.31s
853:	learn: 0.0000020	total: 25.1s	remaining: 4.28s
854:	learn: 0.0000020	total: 25.1s	remaining: 4.25s
855:	learn: 0.0000020	total: 25.1s	remaining: 4.22s
856:	learn: 0.0000019	total: 25.1s	remaining: 4.19s
857:	learn: 0.0000019	total: 25.2s	remaining: 4.16s
858:	learn: 0.0000019	total: 25.2s	remaining: 4.13s
859:	learn: 0.0000019	total: 25.2s	remaining: 4.1s
860:	learn: 0.0000018	total: 25.2s	remaining: 4.08s
861:	learn: 0.0000018	total: 25.3s	remaining: 4.05s
862:	learn: 0.0000018	total: 25.3s	remaining: 4.02s
863:	learn: 0.0000017	total: 25.3s	remaining: 3.99s
864:	learn: 0.0000017	total: 25.4s	remaining: 3.96s
865:	learn: 0.0000017	total: 25.4s	remaining: 3.93s
866:	learn: 0.0000017	total: 25.4s	remaining: 3.9s
867:	learn: 0.0000017	total: 25.5s	remaining: 3.87s
868:	learn: 0.0000017	total: 25.5s	remaining: 3.84s
869:	learn: 0.0000016	total: 25.5s	remaining: 3.81s
870:	learn: 0.0000016	total: 25.5s	remaining: 3.78s
871:	learn: 0.0000016	total: 25.6s	remaining: 3.75s
872:	learn: 0.0000015	total: 25.6s	remaining: 3.72s
873:	learn: 0.0000015	total: 25.6s	remaining: 3.7s
874:	learn: 0.0000015	total: 25.7s	remaining: 3.67s
875:	learn: 0.0000015	total: 25.7s	remaining: 3.64s
876:	learn: 0.0000014	total: 25.7s	remaining: 3.61s
877:	learn: 0.0000014	total: 25.8s	remaining: 3.58s
878:	learn: 0.0000014	total: 25.8s	remaining: 3.55s
879:	learn: 0.0000014	total: 25.8s	remaining: 3.52s
880:	learn: 0.0000014	total: 25.8s	remaining: 3.49s
881:	learn: 0.0000014	total: 25.9s	remaining: 3.46s
882:	learn: 0.0000014	total: 25.9s	remaining: 3.43s
883:	learn: 0.0000013	total: 25.9s	remaining: 3.4s
884:	learn: 0.0000013	total: 26s	remaining: 3.37s
885:	learn: 0.0000013	total: 26s	remaining: 3.34s
886:	learn: 0.0000013	total: 26s	remaining: 3.32s
887:	learn: 0.0000012	total: 26.1s	remaining: 3.29s
888:	learn: 0.0000012	total: 26.1s	remaining: 3.25s
889:	learn: 0.0000012	total: 26.1s	remaining: 3.23s
890:	learn: 0.0000012	total: 26.1s	remaining: 3.2s
891:	learn: 0.0000012	total: 26.2s	remaining: 3.17s
892:	learn: 0.0000012	total: 26.2s	remaining: 3.14s
893:	learn: 0.0000012	total: 26.2s	remaining: 3.11s
894:	learn: 0.0000011	total: 26.3s	remaining: 3.08s
895:	learn: 0.0000011	total: 26.3s	remaining: 3.05s
896:	learn: 0.0000011	total: 26.3s	remaining: 3.02s
897:	learn: 0.0000011	total: 26.3s	remaining: 2.99s
898:	learn: 0.0000011	total: 26.4s	remaining: 2.96s
899:	learn: 0.0000010	total: 26.4s	remaining: 2.93s
900:	learn: 0.0000010	total: 26.4s	remaining: 2.9s
901:	learn: 0.0000010	total: 26.5s	remaining: 2.88s
902:	learn: 0.0000010	total: 26.5s	remaining: 2.85s
903:	learn: 0.0000010	total: 26.5s	remaining: 2.82s
904:	learn: 0.0000010	total: 26.6s	remaining: 2.79s
905:	learn: 0.0000009	total: 26.6s	remaining: 2.76s
906:	learn: 0.0000009	total: 26.6s	remaining: 2.73s
907:	learn: 0.0000009	total: 26.7s	remaining: 2.7s
908:	learn: 0.0000009	total: 26.7s	remaining: 2.67s
909:	learn: 0.0000009	total: 26.7s	remaining: 2.64s
910:	learn: 0.0000009	total: 26.7s	remaining: 2.61s
911:	learn: 0.0000009	total: 26.8s	remaining: 2.58s
912:	learn: 0.0000009	total: 26.8s	remaining: 2.55s
913:	learn: 0.0000009	total: 26.8s	remaining: 2.52s
914:	learn: 0.0000008	total: 26.9s	remaining: 2.5s
915:	learn: 0.0000008	total: 26.9s	remaining: 2.47s
916:	learn: 0.0000008	total: 26.9s	remaining: 2.44s
917:	learn: 0.0000008	total: 27s	remaining: 2.41s
918:	learn: 0.0000008	total: 27s	remaining: 2.38s
919:	learn: 0.0000008	total: 27s	remaining: 2.35s
920:	learn: 0.0000008	total: 27s	remaining: 2.32s
921:	learn: 0.0000008	total: 27.1s	remaining: 2.29s
922:	learn: 0.0000008	total: 27.1s	remaining: 2.26s
923:	learn: 0.0000007	total: 27.1s	remaining: 2.23s
924:	learn: 0.0000007	total: 27.2s	remaining: 2.2s
925:	learn: 0.0000007	total: 27.2s	remaining: 2.17s
926:	learn: 0.0000007	total: 27.2s	remaining: 2.14s
927:	learn: 0.0000007	total: 27.3s	remaining: 2.12s
928:	learn: 0.0000007	total: 27.3s	remaining: 2.08s
929:	learn: 0.0000007	total: 27.3s	remaining: 2.06s
930:	learn: 0.0000007	total: 27.4s	remaining: 2.03s
931:	learn: 0.0000006	total: 27.4s	remaining: 2s
932:	learn: 0.0000006	total: 27.4s	remaining: 1.97s
933:	learn: 0.0000006	total: 27.4s	remaining: 1.94s
934:	learn: 0.0000006	total: 27.5s	remaining: 1.91s
935:	learn: 0.0000006	total: 27.5s	remaining: 1.88s
936:	learn: 0.0000006	total: 27.5s	remaining: 1.85s
937:	learn: 0.0000006	total: 27.6s	remaining: 1.82s
938:	learn: 0.0000006	total: 27.6s	remaining: 1.79s
939:	learn: 0.0000006	total: 27.6s	remaining: 1.76s
940:	learn: 0.0000006	total: 27.7s	remaining: 1.73s
941:	learn: 0.0000006	total: 27.7s	remaining: 1.71s
942:	learn: 0.0000005	total: 27.7s	remaining: 1.68s
943:	learn: 0.0000005	total: 27.8s	remaining: 1.65s
944:	learn: 0.0000005	total: 27.8s	remaining: 1.62s
945:	learn: 0.0000005	total: 27.8s	remaining: 1.59s
946:	learn: 0.0000005	total: 27.8s	remaining: 1.56s
947:	learn: 0.0000005	total: 27.9s	remaining: 1.53s
948:	learn: 0.0000005	total: 27.9s	remaining: 1.5s
949:	learn: 0.0000005	total: 27.9s	remaining: 1.47s
950:	learn: 0.0000005	total: 28s	remaining: 1.44s
951:	learn: 0.0000005	total: 28s	remaining: 1.41s
952:	learn: 0.0000005	total: 28s	remaining: 1.38s
953:	learn: 0.0000005	total: 28.1s	remaining: 1.35s
954:	learn: 0.0000004	total: 28.1s	remaining: 1.32s
955:	learn: 0.0000004	total: 28.1s	remaining: 1.29s
956:	learn: 0.0000004	total: 28.1s	remaining: 1.26s
957:	learn: 0.0000004	total: 28.2s	remaining: 1.24s
958:	learn: 0.0000004	total: 28.2s	remaining: 1.21s
959:	learn: 0.0000004	total: 28.2s	remaining: 1.18s
960:	learn: 0.0000004	total: 28.3s	remaining: 1.15s
961:	learn: 0.0000004	total: 28.3s	remaining: 1.12s
962:	learn: 0.0000004	total: 28.3s	remaining: 1.09s
963:	learn: 0.0000004	total: 28.3s	remaining: 1.06s
964:	learn: 0.0000004	total: 28.4s	remaining: 1.03s
965:	learn: 0.0000004	total: 28.4s	remaining: 1000ms
966:	learn: 0.0000004	total: 28.4s	remaining: 970ms
967:	learn: 0.0000004	total: 28.5s	remaining: 941ms
968:	learn: 0.0000004	total: 28.5s	remaining: 912ms
969:	learn: 0.0000004	total: 28.5s	remaining: 882ms
970:	learn: 0.0000004	total: 28.6s	remaining: 853ms
971:	learn: 0.0000004	total: 28.6s	remaining: 823ms
972:	learn: 0.0000004	total: 28.6s	remaining: 794ms
973:	learn: 0.0000004	total: 28.6s	remaining: 765ms
974:	learn: 0.0000003	total: 28.7s	remaining: 736ms
975:	learn: 0.0000003	total: 28.7s	remaining: 706ms
976:	learn: 0.0000003	total: 28.7s	remaining: 677ms
977:	learn: 0.0000003	total: 28.8s	remaining: 647ms
978:	learn: 0.0000003	total: 28.8s	remaining: 618ms
979:	learn: 0.0000003	total: 28.8s	remaining: 588ms
980:	learn: 0.0000003	total: 28.9s	remaining: 559ms
981:	learn: 0.0000003	total: 28.9s	remaining: 530ms
982:	learn: 0.0000003	total: 28.9s	remaining: 500ms
983:	learn: 0.0000003	total: 29s	remaining: 471ms
984:	learn: 0.0000003	total: 29s	remaining: 441ms
985:	learn: 0.0000003	total: 29s	remaining: 412ms
986:	learn: 0.0000003	total: 29.1s	remaining: 383ms
987:	learn: 0.0000003	total: 29.1s	remaining: 353ms
988:	learn: 0.0000003	total: 29.1s	remaining: 324ms
989:	learn: 0.0000003	total: 29.1s	remaining: 294ms
990:	learn: 0.0000003	total: 29.2s	remaining: 265ms
991:	learn: 0.0000003	total: 29.2s	remaining: 236ms
992:	learn: 0.0000003	total: 29.2s	remaining: 206ms
993:	learn: 0.0000003	total: 29.3s	remaining: 177ms
994:	learn: 0.0000003	total: 29.3s	remaining: 147ms
995:	learn: 0.0000003	total: 29.3s	remaining: 118ms
996:	learn: 0.0000003	total: 29.3s	remaining: 88.3ms
997:	learn: 0.0000003	total: 29.4s	remaining: 58.9ms
998:	learn: 0.0000003	total: 29.4s	remaining: 29.4ms
999:	learn: 0.0000003	total: 29.4s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=3, depth=10, total=  30.3s
[CV] learning_rate=0.1, l2_leaf_reg=3, depth=10 ......................
0:	learn: 0.8436032	total: 31.5ms	remaining: 31.5s
1:	learn: 0.8061399	total: 60.1ms	remaining: 30s
2:	learn: 0.7631671	total: 62.6ms	remaining: 20.8s
3:	learn: 0.7267836	total: 91.2ms	remaining: 22.7s
4:	learn: 0.6897931	total: 120ms	remaining: 23.9s
5:	learn: 0.6673045	total: 148ms	remaining: 24.5s
6:	learn: 0.6369827	total: 177ms	remaining: 25.2s
7:	learn: 0.6104919	total: 217ms	remaining: 26.9s
8:	learn: 0.5861267	total: 248ms	remaining: 27.3s
9:	learn: 0.5621681	total: 277ms	remaining: 27.4s
10:	learn: 0.5440607	total: 306ms	remaining: 27.5s
11:	learn: 0.5237141	total: 335ms	remaining: 27.6s
12:	learn: 0.5032196	total: 364ms	remaining: 27.7s
13:	learn: 0.4810038	total: 400ms	remaining: 28.2s
14:	learn: 0.4627797	total: 430ms	remaining: 28.2s
15:	learn: 0.4471320	total: 459ms	remaining: 28.2s
16:	learn: 0.4322181	total: 489ms	remaining: 28.3s
17:	learn: 0.4169448	total: 494ms	remaining: 27s
18:	learn: 0.4036162	total: 523ms	remaining: 27s
19:	learn: 0.3910930	total: 552ms	remaining: 27s
20:	learn: 0.3805080	total: 588ms	remaining: 27.4s
21:	learn: 0.3680604	total: 618ms	remaining: 27.5s
22:	learn: 0.3587610	total: 648ms	remaining: 27.5s
23:	learn: 0.3470691	total: 678ms	remaining: 27.6s
24:	learn: 0.3383119	total: 705ms	remaining: 27.5s
25:	learn: 0.3302875	total: 735ms	remaining: 27.5s
26:	learn: 0.3232514	total: 737ms	remaining: 26.5s
27:	learn: 0.3153310	total: 774ms	remaining: 26.9s
28:	learn: 0.3086400	total: 806ms	remaining: 27s
29:	learn: 0.3006681	total: 835ms	remaining: 27s
30:	learn: 0.2928705	total: 864ms	remaining: 27s
31:	learn: 0.2858927	total: 893ms	remaining: 27s
32:	learn: 0.2783810	total: 922ms	remaining: 27s
33:	learn: 0.2743065	total: 929ms	remaining: 26.4s
34:	learn: 0.2699653	total: 934ms	remaining: 25.7s
35:	learn: 0.2664643	total: 935ms	remaining: 25s
36:	learn: 0.2599953	total: 969ms	remaining: 25.2s
37:	learn: 0.2544474	total: 999ms	remaining: 25.3s
38:	learn: 0.2490670	total: 1.03s	remaining: 25.3s
39:	learn: 0.2435676	total: 1.06s	remaining: 25.3s
40:	learn: 0.2397556	total: 1.08s	remaining: 25.4s
41:	learn: 0.2367910	total: 1.11s	remaining: 25.4s
42:	learn: 0.2315800	total: 1.15s	remaining: 25.6s
43:	learn: 0.2262837	total: 1.18s	remaining: 25.7s
44:	learn: 0.2214993	total: 1.21s	remaining: 25.7s
45:	learn: 0.2167483	total: 1.24s	remaining: 25.7s
46:	learn: 0.2123881	total: 1.27s	remaining: 25.7s
47:	learn: 0.2077283	total: 1.29s	remaining: 25.7s
48:	learn: 0.2054291	total: 1.3s	remaining: 25.2s
49:	learn: 0.2012204	total: 1.33s	remaining: 25.4s
50:	learn: 0.1970206	total: 1.38s	remaining: 25.6s
51:	learn: 0.1914952	total: 1.41s	remaining: 25.6s
52:	learn: 0.1877353	total: 1.43s	remaining: 25.6s
53:	learn: 0.1840965	total: 1.46s	remaining: 25.6s
54:	learn: 0.1813610	total: 1.49s	remaining: 25.6s
55:	learn: 0.1778960	total: 1.53s	remaining: 25.7s
56:	learn: 0.1756706	total: 1.56s	remaining: 25.8s
57:	learn: 0.1717394	total: 1.58s	remaining: 25.7s
58:	learn: 0.1687984	total: 1.61s	remaining: 25.8s
59:	learn: 0.1660920	total: 1.64s	remaining: 25.7s
60:	learn: 0.1625108	total: 1.67s	remaining: 25.7s
61:	learn: 0.1604381	total: 1.71s	remaining: 25.8s
62:	learn: 0.1564508	total: 1.74s	remaining: 25.9s
63:	learn: 0.1542070	total: 1.76s	remaining: 25.8s
64:	learn: 0.1532826	total: 1.78s	remaining: 25.6s
65:	learn: 0.1522133	total: 1.81s	remaining: 25.6s
66:	learn: 0.1513070	total: 1.81s	remaining: 25.2s
67:	learn: 0.1507274	total: 1.81s	remaining: 24.8s
68:	learn: 0.1489571	total: 1.84s	remaining: 24.8s
69:	learn: 0.1468636	total: 1.87s	remaining: 24.8s
70:	learn: 0.1462309	total: 1.9s	remaining: 24.9s
71:	learn: 0.1455186	total: 1.93s	remaining: 24.9s
72:	learn: 0.1449671	total: 1.96s	remaining: 24.9s
73:	learn: 0.1444225	total: 1.99s	remaining: 24.9s
74:	learn: 0.1436589	total: 2s	remaining: 24.7s
75:	learn: 0.1410643	total: 2.03s	remaining: 24.7s
76:	learn: 0.1405639	total: 2.06s	remaining: 24.7s
77:	learn: 0.1399664	total: 2.06s	remaining: 24.4s
78:	learn: 0.1396259	total: 2.06s	remaining: 24.1s
79:	learn: 0.1388899	total: 2.08s	remaining: 23.9s
80:	learn: 0.1352480	total: 2.12s	remaining: 24s
81:	learn: 0.1327840	total: 2.15s	remaining: 24s
82:	learn: 0.1323777	total: 2.15s	remaining: 23.8s
83:	learn: 0.1300544	total: 2.18s	remaining: 23.8s
84:	learn: 0.1276400	total: 2.21s	remaining: 23.8s
85:	learn: 0.1264292	total: 2.24s	remaining: 23.8s
86:	learn: 0.1241992	total: 2.27s	remaining: 23.9s
87:	learn: 0.1238462	total: 2.31s	remaining: 23.9s
88:	learn: 0.1235623	total: 2.31s	remaining: 23.6s
89:	learn: 0.1212467	total: 2.33s	remaining: 23.6s
90:	learn: 0.1198808	total: 2.36s	remaining: 23.6s
91:	learn: 0.1177526	total: 2.39s	remaining: 23.6s
92:	learn: 0.1154255	total: 2.42s	remaining: 23.6s
93:	learn: 0.1137423	total: 2.46s	remaining: 23.7s
94:	learn: 0.1130408	total: 2.49s	remaining: 23.7s
95:	learn: 0.1107465	total: 2.52s	remaining: 23.7s
96:	learn: 0.1084932	total: 2.54s	remaining: 23.7s
97:	learn: 0.1065010	total: 2.57s	remaining: 23.7s
98:	learn: 0.1050307	total: 2.6s	remaining: 23.7s
99:	learn: 0.1046149	total: 2.61s	remaining: 23.5s
100:	learn: 0.1030631	total: 2.65s	remaining: 23.6s
101:	learn: 0.1013721	total: 2.68s	remaining: 23.6s
102:	learn: 0.0990250	total: 2.71s	remaining: 23.6s
103:	learn: 0.0972760	total: 2.74s	remaining: 23.6s
104:	learn: 0.0956612	total: 2.77s	remaining: 23.6s
105:	learn: 0.0933295	total: 2.8s	remaining: 23.6s
106:	learn: 0.0913762	total: 2.83s	remaining: 23.6s
107:	learn: 0.0906614	total: 2.86s	remaining: 23.7s
108:	learn: 0.0889322	total: 2.89s	remaining: 23.7s
109:	learn: 0.0874735	total: 2.92s	remaining: 23.6s
110:	learn: 0.0856366	total: 2.95s	remaining: 23.6s
111:	learn: 0.0835681	total: 2.98s	remaining: 23.6s
112:	learn: 0.0816042	total: 3.02s	remaining: 23.7s
113:	learn: 0.0803266	total: 3.05s	remaining: 23.7s
114:	learn: 0.0793828	total: 3.08s	remaining: 23.7s
115:	learn: 0.0789335	total: 3.1s	remaining: 23.7s
116:	learn: 0.0787022	total: 3.13s	remaining: 23.7s
117:	learn: 0.0781795	total: 3.17s	remaining: 23.7s
118:	learn: 0.0778748	total: 3.17s	remaining: 23.5s
119:	learn: 0.0765082	total: 3.18s	remaining: 23.3s
120:	learn: 0.0750996	total: 3.22s	remaining: 23.4s
121:	learn: 0.0738908	total: 3.25s	remaining: 23.4s
122:	learn: 0.0728288	total: 3.28s	remaining: 23.4s
123:	learn: 0.0718781	total: 3.31s	remaining: 23.4s
124:	learn: 0.0702990	total: 3.34s	remaining: 23.4s
125:	learn: 0.0690586	total: 3.37s	remaining: 23.4s
126:	learn: 0.0679994	total: 3.4s	remaining: 23.4s
127:	learn: 0.0666816	total: 3.43s	remaining: 23.4s
128:	learn: 0.0652952	total: 3.46s	remaining: 23.4s
129:	learn: 0.0636742	total: 3.49s	remaining: 23.4s
130:	learn: 0.0625331	total: 3.52s	remaining: 23.3s
131:	learn: 0.0612325	total: 3.55s	remaining: 23.3s
132:	learn: 0.0610175	total: 3.58s	remaining: 23.4s
133:	learn: 0.0596477	total: 3.62s	remaining: 23.4s
134:	learn: 0.0587674	total: 3.64s	remaining: 23.4s
135:	learn: 0.0580135	total: 3.67s	remaining: 23.3s
136:	learn: 0.0569203	total: 3.7s	remaining: 23.3s
137:	learn: 0.0557249	total: 3.73s	remaining: 23.3s
138:	learn: 0.0545086	total: 3.77s	remaining: 23.3s
139:	learn: 0.0536381	total: 3.8s	remaining: 23.3s
140:	learn: 0.0531815	total: 3.83s	remaining: 23.3s
141:	learn: 0.0529343	total: 3.86s	remaining: 23.3s
142:	learn: 0.0521028	total: 3.89s	remaining: 23.3s
143:	learn: 0.0511790	total: 3.92s	remaining: 23.3s
144:	learn: 0.0502127	total: 3.95s	remaining: 23.3s
145:	learn: 0.0492568	total: 3.98s	remaining: 23.3s
146:	learn: 0.0483905	total: 4.01s	remaining: 23.3s
147:	learn: 0.0473917	total: 4.04s	remaining: 23.3s
148:	learn: 0.0466225	total: 4.07s	remaining: 23.2s
149:	learn: 0.0456138	total: 4.1s	remaining: 23.2s
150:	learn: 0.0447160	total: 4.14s	remaining: 23.3s
151:	learn: 0.0440465	total: 4.17s	remaining: 23.3s
152:	learn: 0.0437355	total: 4.18s	remaining: 23.2s
153:	learn: 0.0428236	total: 4.21s	remaining: 23.1s
154:	learn: 0.0420466	total: 4.24s	remaining: 23.1s
155:	learn: 0.0414384	total: 4.27s	remaining: 23.1s
156:	learn: 0.0408968	total: 4.3s	remaining: 23.1s
157:	learn: 0.0401372	total: 4.33s	remaining: 23.1s
158:	learn: 0.0395528	total: 4.36s	remaining: 23.1s
159:	learn: 0.0387232	total: 4.39s	remaining: 23.1s
160:	learn: 0.0379072	total: 4.42s	remaining: 23s
161:	learn: 0.0373960	total: 4.45s	remaining: 23s
162:	learn: 0.0365903	total: 4.48s	remaining: 23s
163:	learn: 0.0356921	total: 4.52s	remaining: 23s
164:	learn: 0.0351360	total: 4.55s	remaining: 23s
165:	learn: 0.0343954	total: 4.58s	remaining: 23s
166:	learn: 0.0337874	total: 4.61s	remaining: 23s
167:	learn: 0.0332699	total: 4.64s	remaining: 23s
168:	learn: 0.0329471	total: 4.67s	remaining: 23s
169:	learn: 0.0322769	total: 4.71s	remaining: 23s
170:	learn: 0.0316779	total: 4.74s	remaining: 23s
171:	learn: 0.0308637	total: 4.77s	remaining: 23s
172:	learn: 0.0302031	total: 4.8s	remaining: 22.9s
173:	learn: 0.0296519	total: 4.83s	remaining: 22.9s
174:	learn: 0.0291217	total: 4.86s	remaining: 22.9s
175:	learn: 0.0284079	total: 4.89s	remaining: 22.9s
176:	learn: 0.0280107	total: 4.92s	remaining: 22.9s
177:	learn: 0.0274861	total: 4.95s	remaining: 22.9s
178:	learn: 0.0270085	total: 4.98s	remaining: 22.9s
179:	learn: 0.0266704	total: 5.01s	remaining: 22.8s
180:	learn: 0.0262624	total: 5.04s	remaining: 22.8s
181:	learn: 0.0258890	total: 5.08s	remaining: 22.8s
182:	learn: 0.0254193	total: 5.11s	remaining: 22.8s
183:	learn: 0.0250583	total: 5.14s	remaining: 22.8s
184:	learn: 0.0245531	total: 5.17s	remaining: 22.8s
185:	learn: 0.0240601	total: 5.2s	remaining: 22.8s
186:	learn: 0.0238089	total: 5.23s	remaining: 22.7s
187:	learn: 0.0235038	total: 5.26s	remaining: 22.7s
188:	learn: 0.0230452	total: 5.29s	remaining: 22.7s
189:	learn: 0.0225607	total: 5.32s	remaining: 22.7s
190:	learn: 0.0221821	total: 5.35s	remaining: 22.7s
191:	learn: 0.0218248	total: 5.38s	remaining: 22.7s
192:	learn: 0.0214158	total: 5.41s	remaining: 22.6s
193:	learn: 0.0211416	total: 5.45s	remaining: 22.7s
194:	learn: 0.0205974	total: 5.49s	remaining: 22.6s
195:	learn: 0.0201481	total: 5.51s	remaining: 22.6s
196:	learn: 0.0197504	total: 5.54s	remaining: 22.6s
197:	learn: 0.0194924	total: 5.57s	remaining: 22.6s
198:	learn: 0.0193220	total: 5.6s	remaining: 22.6s
199:	learn: 0.0189222	total: 5.64s	remaining: 22.6s
200:	learn: 0.0185055	total: 5.67s	remaining: 22.5s
201:	learn: 0.0181977	total: 5.7s	remaining: 22.5s
202:	learn: 0.0178070	total: 5.73s	remaining: 22.5s
203:	learn: 0.0175908	total: 5.76s	remaining: 22.5s
204:	learn: 0.0171195	total: 5.79s	remaining: 22.4s
205:	learn: 0.0166782	total: 5.82s	remaining: 22.4s
206:	learn: 0.0164316	total: 5.86s	remaining: 22.4s
207:	learn: 0.0162231	total: 5.88s	remaining: 22.4s
208:	learn: 0.0157823	total: 5.91s	remaining: 22.4s
209:	learn: 0.0154480	total: 5.94s	remaining: 22.4s
210:	learn: 0.0152411	total: 5.97s	remaining: 22.3s
211:	learn: 0.0150725	total: 6.01s	remaining: 22.3s
212:	learn: 0.0147215	total: 6.04s	remaining: 22.3s
213:	learn: 0.0144738	total: 6.07s	remaining: 22.3s
214:	learn: 0.0143506	total: 6.1s	remaining: 22.3s
215:	learn: 0.0142092	total: 6.13s	remaining: 22.2s
216:	learn: 0.0138632	total: 6.16s	remaining: 22.2s
217:	learn: 0.0136588	total: 6.19s	remaining: 22.2s
218:	learn: 0.0133557	total: 6.22s	remaining: 22.2s
219:	learn: 0.0131394	total: 6.26s	remaining: 22.2s
220:	learn: 0.0129574	total: 6.28s	remaining: 22.2s
221:	learn: 0.0127925	total: 6.31s	remaining: 22.1s
222:	learn: 0.0126453	total: 6.34s	remaining: 22.1s
223:	learn: 0.0125552	total: 6.38s	remaining: 22.1s
224:	learn: 0.0122877	total: 6.41s	remaining: 22.1s
225:	learn: 0.0121373	total: 6.44s	remaining: 22.1s
226:	learn: 0.0119123	total: 6.47s	remaining: 22s
227:	learn: 0.0117485	total: 6.5s	remaining: 22s
228:	learn: 0.0115025	total: 6.53s	remaining: 22s
229:	learn: 0.0113579	total: 6.56s	remaining: 22s
230:	learn: 0.0110744	total: 6.59s	remaining: 21.9s
231:	learn: 0.0108585	total: 6.62s	remaining: 21.9s
232:	learn: 0.0106321	total: 6.65s	remaining: 21.9s
233:	learn: 0.0105211	total: 6.68s	remaining: 21.9s
234:	learn: 0.0104230	total: 6.71s	remaining: 21.8s
235:	learn: 0.0102436	total: 6.75s	remaining: 21.8s
236:	learn: 0.0100198	total: 6.78s	remaining: 21.8s
237:	learn: 0.0098312	total: 6.81s	remaining: 21.8s
238:	learn: 0.0097015	total: 6.84s	remaining: 21.8s
239:	learn: 0.0095417	total: 6.87s	remaining: 21.7s
240:	learn: 0.0094580	total: 6.89s	remaining: 21.7s
241:	learn: 0.0092829	total: 6.93s	remaining: 21.7s
242:	learn: 0.0091444	total: 6.96s	remaining: 21.7s
243:	learn: 0.0090312	total: 6.99s	remaining: 21.7s
244:	learn: 0.0088503	total: 7.02s	remaining: 21.6s
245:	learn: 0.0087872	total: 7.05s	remaining: 21.6s
246:	learn: 0.0087082	total: 7.08s	remaining: 21.6s
247:	learn: 0.0085826	total: 7.12s	remaining: 21.6s
248:	learn: 0.0084224	total: 7.15s	remaining: 21.6s
249:	learn: 0.0082975	total: 7.18s	remaining: 21.5s
250:	learn: 0.0081774	total: 7.21s	remaining: 21.5s
251:	learn: 0.0079974	total: 7.24s	remaining: 21.5s
252:	learn: 0.0078353	total: 7.27s	remaining: 21.5s
253:	learn: 0.0076665	total: 7.3s	remaining: 21.4s
254:	learn: 0.0075437	total: 7.34s	remaining: 21.4s
255:	learn: 0.0074342	total: 7.37s	remaining: 21.4s
256:	learn: 0.0073825	total: 7.39s	remaining: 21.4s
257:	learn: 0.0072218	total: 7.42s	remaining: 21.3s
258:	learn: 0.0071246	total: 7.45s	remaining: 21.3s
259:	learn: 0.0070028	total: 7.48s	remaining: 21.3s
260:	learn: 0.0069004	total: 7.51s	remaining: 21.3s
261:	learn: 0.0067670	total: 7.54s	remaining: 21.3s
262:	learn: 0.0066353	total: 7.58s	remaining: 21.2s
263:	learn: 0.0065066	total: 7.6s	remaining: 21.2s
264:	learn: 0.0064357	total: 7.63s	remaining: 21.2s
265:	learn: 0.0063158	total: 7.66s	remaining: 21.1s
266:	learn: 0.0061744	total: 7.7s	remaining: 21.1s
267:	learn: 0.0061128	total: 7.73s	remaining: 21.1s
268:	learn: 0.0060258	total: 7.76s	remaining: 21.1s
269:	learn: 0.0059272	total: 7.79s	remaining: 21.1s
270:	learn: 0.0058273	total: 7.82s	remaining: 21s
271:	learn: 0.0057612	total: 7.85s	remaining: 21s
272:	learn: 0.0057324	total: 7.88s	remaining: 21s
273:	learn: 0.0056268	total: 7.91s	remaining: 21s
274:	learn: 0.0055023	total: 7.94s	remaining: 20.9s
275:	learn: 0.0054388	total: 7.97s	remaining: 20.9s
276:	learn: 0.0053579	total: 8s	remaining: 20.9s
277:	learn: 0.0052486	total: 8.03s	remaining: 20.9s
278:	learn: 0.0051601	total: 8.07s	remaining: 20.9s
279:	learn: 0.0050993	total: 8.08s	remaining: 20.8s
280:	learn: 0.0049960	total: 8.11s	remaining: 20.8s
281:	learn: 0.0049586	total: 8.14s	remaining: 20.7s
282:	learn: 0.0048772	total: 8.17s	remaining: 20.7s
283:	learn: 0.0047922	total: 8.2s	remaining: 20.7s
284:	learn: 0.0046874	total: 8.23s	remaining: 20.6s
285:	learn: 0.0045766	total: 8.27s	remaining: 20.6s
286:	learn: 0.0045190	total: 8.3s	remaining: 20.6s
287:	learn: 0.0044601	total: 8.33s	remaining: 20.6s
288:	learn: 0.0044284	total: 8.36s	remaining: 20.6s
289:	learn: 0.0043249	total: 8.39s	remaining: 20.5s
290:	learn: 0.0042702	total: 8.41s	remaining: 20.5s
291:	learn: 0.0042354	total: 8.45s	remaining: 20.5s
292:	learn: 0.0041924	total: 8.48s	remaining: 20.5s
293:	learn: 0.0041118	total: 8.51s	remaining: 20.4s
294:	learn: 0.0040441	total: 8.54s	remaining: 20.4s
295:	learn: 0.0039762	total: 8.57s	remaining: 20.4s
296:	learn: 0.0039188	total: 8.6s	remaining: 20.4s
297:	learn: 0.0038507	total: 8.63s	remaining: 20.3s
298:	learn: 0.0037948	total: 8.66s	remaining: 20.3s
299:	learn: 0.0037209	total: 8.69s	remaining: 20.3s
300:	learn: 0.0036801	total: 8.72s	remaining: 20.3s
301:	learn: 0.0036260	total: 8.75s	remaining: 20.2s
302:	learn: 0.0035626	total: 8.78s	remaining: 20.2s
303:	learn: 0.0035341	total: 8.81s	remaining: 20.2s
304:	learn: 0.0034743	total: 8.84s	remaining: 20.1s
305:	learn: 0.0034480	total: 8.88s	remaining: 20.1s
306:	learn: 0.0034027	total: 8.91s	remaining: 20.1s
307:	learn: 0.0033491	total: 8.94s	remaining: 20.1s
308:	learn: 0.0033401	total: 8.96s	remaining: 20s
309:	learn: 0.0033241	total: 8.99s	remaining: 20s
310:	learn: 0.0032612	total: 9.03s	remaining: 20s
311:	learn: 0.0032024	total: 9.06s	remaining: 20s
312:	learn: 0.0031355	total: 9.09s	remaining: 20s
313:	learn: 0.0030931	total: 9.12s	remaining: 19.9s
314:	learn: 0.0030511	total: 9.15s	remaining: 19.9s
315:	learn: 0.0030097	total: 9.18s	remaining: 19.9s
316:	learn: 0.0029570	total: 9.21s	remaining: 19.8s
317:	learn: 0.0029138	total: 9.25s	remaining: 19.8s
318:	learn: 0.0028789	total: 9.28s	remaining: 19.8s
319:	learn: 0.0028377	total: 9.3s	remaining: 19.8s
320:	learn: 0.0027779	total: 9.34s	remaining: 19.7s
321:	learn: 0.0027354	total: 9.37s	remaining: 19.7s
322:	learn: 0.0026910	total: 9.39s	remaining: 19.7s
323:	learn: 0.0026554	total: 9.43s	remaining: 19.7s
324:	learn: 0.0026107	total: 9.46s	remaining: 19.6s
325:	learn: 0.0025722	total: 9.49s	remaining: 19.6s
326:	learn: 0.0025225	total: 9.52s	remaining: 19.6s
327:	learn: 0.0024611	total: 9.55s	remaining: 19.6s
328:	learn: 0.0024054	total: 9.58s	remaining: 19.5s
329:	learn: 0.0023798	total: 9.61s	remaining: 19.5s
330:	learn: 0.0023327	total: 9.64s	remaining: 19.5s
331:	learn: 0.0023101	total: 9.67s	remaining: 19.5s
332:	learn: 0.0022865	total: 9.68s	remaining: 19.4s
333:	learn: 0.0022375	total: 9.71s	remaining: 19.4s
334:	learn: 0.0021991	total: 9.74s	remaining: 19.3s
335:	learn: 0.0021547	total: 9.77s	remaining: 19.3s
336:	learn: 0.0021246	total: 9.81s	remaining: 19.3s
337:	learn: 0.0020799	total: 9.84s	remaining: 19.3s
338:	learn: 0.0020520	total: 9.86s	remaining: 19.2s
339:	learn: 0.0020400	total: 9.89s	remaining: 19.2s
340:	learn: 0.0020262	total: 9.92s	remaining: 19.2s
341:	learn: 0.0019962	total: 9.95s	remaining: 19.1s
342:	learn: 0.0019594	total: 9.98s	remaining: 19.1s
343:	learn: 0.0019345	total: 10s	remaining: 19.1s
344:	learn: 0.0018969	total: 10s	remaining: 19.1s
345:	learn: 0.0018784	total: 10.1s	remaining: 19s
346:	learn: 0.0018666	total: 10.1s	remaining: 19s
347:	learn: 0.0018400	total: 10.1s	remaining: 19s
348:	learn: 0.0018282	total: 10.2s	remaining: 19s
349:	learn: 0.0018216	total: 10.2s	remaining: 18.9s
350:	learn: 0.0017871	total: 10.2s	remaining: 18.9s
351:	learn: 0.0017444	total: 10.3s	remaining: 18.9s
352:	learn: 0.0017178	total: 10.3s	remaining: 18.9s
353:	learn: 0.0016978	total: 10.3s	remaining: 18.8s
354:	learn: 0.0016688	total: 10.4s	remaining: 18.8s
355:	learn: 0.0016472	total: 10.4s	remaining: 18.8s
356:	learn: 0.0016181	total: 10.4s	remaining: 18.8s
357:	learn: 0.0015945	total: 10.4s	remaining: 18.7s
358:	learn: 0.0015858	total: 10.5s	remaining: 18.7s
359:	learn: 0.0015523	total: 10.5s	remaining: 18.7s
360:	learn: 0.0015211	total: 10.5s	remaining: 18.6s
361:	learn: 0.0015021	total: 10.6s	remaining: 18.6s
362:	learn: 0.0014767	total: 10.6s	remaining: 18.6s
363:	learn: 0.0014444	total: 10.6s	remaining: 18.6s
364:	learn: 0.0014317	total: 10.7s	remaining: 18.5s
365:	learn: 0.0014152	total: 10.7s	remaining: 18.5s
366:	learn: 0.0014044	total: 10.7s	remaining: 18.5s
367:	learn: 0.0013936	total: 10.8s	remaining: 18.5s
368:	learn: 0.0013723	total: 10.8s	remaining: 18.4s
369:	learn: 0.0013494	total: 10.8s	remaining: 18.4s
370:	learn: 0.0013214	total: 10.8s	remaining: 18.4s
371:	learn: 0.0013167	total: 10.9s	remaining: 18.3s
372:	learn: 0.0012922	total: 10.9s	remaining: 18.3s
373:	learn: 0.0012763	total: 10.9s	remaining: 18.3s
374:	learn: 0.0012616	total: 11s	remaining: 18.3s
375:	learn: 0.0012397	total: 11s	remaining: 18.2s
376:	learn: 0.0012179	total: 11s	remaining: 18.2s
377:	learn: 0.0012106	total: 11.1s	remaining: 18.2s
378:	learn: 0.0011913	total: 11.1s	remaining: 18.2s
379:	learn: 0.0011678	total: 11.1s	remaining: 18.1s
380:	learn: 0.0011539	total: 11.1s	remaining: 18.1s
381:	learn: 0.0011401	total: 11.2s	remaining: 18.1s
382:	learn: 0.0011360	total: 11.2s	remaining: 18.1s
383:	learn: 0.0011233	total: 11.2s	remaining: 18s
384:	learn: 0.0011005	total: 11.3s	remaining: 18s
385:	learn: 0.0010882	total: 11.3s	remaining: 18s
386:	learn: 0.0010657	total: 11.3s	remaining: 17.9s
387:	learn: 0.0010492	total: 11.4s	remaining: 17.9s
388:	learn: 0.0010349	total: 11.4s	remaining: 17.9s
389:	learn: 0.0010239	total: 11.4s	remaining: 17.9s
390:	learn: 0.0010019	total: 11.5s	remaining: 17.8s
391:	learn: 0.0009902	total: 11.5s	remaining: 17.8s
392:	learn: 0.0009769	total: 11.5s	remaining: 17.8s
393:	learn: 0.0009632	total: 11.5s	remaining: 17.8s
394:	learn: 0.0009467	total: 11.6s	remaining: 17.7s
395:	learn: 0.0009341	total: 11.6s	remaining: 17.7s
396:	learn: 0.0009312	total: 11.6s	remaining: 17.7s
397:	learn: 0.0009226	total: 11.7s	remaining: 17.6s
398:	learn: 0.0009092	total: 11.7s	remaining: 17.6s
399:	learn: 0.0008922	total: 11.7s	remaining: 17.6s
400:	learn: 0.0008764	total: 11.8s	remaining: 17.6s
401:	learn: 0.0008634	total: 11.8s	remaining: 17.5s
402:	learn: 0.0008539	total: 11.8s	remaining: 17.5s
403:	learn: 0.0008497	total: 11.8s	remaining: 17.5s
404:	learn: 0.0008384	total: 11.9s	remaining: 17.4s
405:	learn: 0.0008346	total: 11.9s	remaining: 17.4s
406:	learn: 0.0008202	total: 11.9s	remaining: 17.4s
407:	learn: 0.0008059	total: 12s	remaining: 17.4s
408:	learn: 0.0007906	total: 12s	remaining: 17.3s
409:	learn: 0.0007747	total: 12s	remaining: 17.3s
410:	learn: 0.0007650	total: 12s	remaining: 17.3s
411:	learn: 0.0007492	total: 12.1s	remaining: 17.2s
412:	learn: 0.0007358	total: 12.1s	remaining: 17.2s
413:	learn: 0.0007225	total: 12.1s	remaining: 17.2s
414:	learn: 0.0007124	total: 12.2s	remaining: 17.2s
415:	learn: 0.0007096	total: 12.2s	remaining: 17.1s
416:	learn: 0.0006999	total: 12.2s	remaining: 17.1s
417:	learn: 0.0006927	total: 12.2s	remaining: 17s
418:	learn: 0.0006823	total: 12.3s	remaining: 17s
419:	learn: 0.0006724	total: 12.3s	remaining: 17s
420:	learn: 0.0006651	total: 12.3s	remaining: 17s
421:	learn: 0.0006517	total: 12.4s	remaining: 16.9s
422:	learn: 0.0006426	total: 12.4s	remaining: 16.9s
423:	learn: 0.0006266	total: 12.4s	remaining: 16.9s
424:	learn: 0.0006182	total: 12.4s	remaining: 16.8s
425:	learn: 0.0006113	total: 12.5s	remaining: 16.8s
426:	learn: 0.0006070	total: 12.5s	remaining: 16.8s
427:	learn: 0.0005946	total: 12.5s	remaining: 16.8s
428:	learn: 0.0005823	total: 12.6s	remaining: 16.7s
429:	learn: 0.0005796	total: 12.6s	remaining: 16.7s
430:	learn: 0.0005721	total: 12.6s	remaining: 16.7s
431:	learn: 0.0005647	total: 12.7s	remaining: 16.7s
432:	learn: 0.0005576	total: 12.7s	remaining: 16.6s
433:	learn: 0.0005486	total: 12.7s	remaining: 16.6s
434:	learn: 0.0005458	total: 12.8s	remaining: 16.6s
435:	learn: 0.0005411	total: 12.8s	remaining: 16.5s
436:	learn: 0.0005358	total: 12.8s	remaining: 16.5s
437:	learn: 0.0005303	total: 12.9s	remaining: 16.5s
438:	learn: 0.0005247	total: 12.9s	remaining: 16.5s
439:	learn: 0.0005185	total: 12.9s	remaining: 16.4s
440:	learn: 0.0005135	total: 12.9s	remaining: 16.4s
441:	learn: 0.0005054	total: 13s	remaining: 16.4s
442:	learn: 0.0005030	total: 13s	remaining: 16.3s
443:	learn: 0.0004997	total: 13s	remaining: 16.3s
444:	learn: 0.0004956	total: 13.1s	remaining: 16.3s
445:	learn: 0.0004902	total: 13.1s	remaining: 16.3s
446:	learn: 0.0004808	total: 13.1s	remaining: 16.2s
447:	learn: 0.0004787	total: 13.1s	remaining: 16.2s
448:	learn: 0.0004733	total: 13.2s	remaining: 16.2s
449:	learn: 0.0004631	total: 13.2s	remaining: 16.1s
450:	learn: 0.0004554	total: 13.2s	remaining: 16.1s
451:	learn: 0.0004464	total: 13.3s	remaining: 16.1s
452:	learn: 0.0004354	total: 13.3s	remaining: 16.1s
453:	learn: 0.0004263	total: 13.3s	remaining: 16s
454:	learn: 0.0004182	total: 13.4s	remaining: 16s
455:	learn: 0.0004123	total: 13.4s	remaining: 16s
456:	learn: 0.0004072	total: 13.4s	remaining: 15.9s
457:	learn: 0.0004004	total: 13.5s	remaining: 15.9s
458:	learn: 0.0003992	total: 13.5s	remaining: 15.9s
459:	learn: 0.0003928	total: 13.5s	remaining: 15.9s
460:	learn: 0.0003853	total: 13.5s	remaining: 15.8s
461:	learn: 0.0003804	total: 13.6s	remaining: 15.8s
462:	learn: 0.0003732	total: 13.6s	remaining: 15.8s
463:	learn: 0.0003724	total: 13.6s	remaining: 15.7s
464:	learn: 0.0003679	total: 13.6s	remaining: 15.7s
465:	learn: 0.0003625	total: 13.7s	remaining: 15.7s
466:	learn: 0.0003576	total: 13.7s	remaining: 15.6s
467:	learn: 0.0003562	total: 13.7s	remaining: 15.6s
468:	learn: 0.0003514	total: 13.8s	remaining: 15.6s
469:	learn: 0.0003497	total: 13.8s	remaining: 15.5s
470:	learn: 0.0003461	total: 13.8s	remaining: 15.5s
471:	learn: 0.0003393	total: 13.8s	remaining: 15.5s
472:	learn: 0.0003344	total: 13.9s	remaining: 15.4s
473:	learn: 0.0003324	total: 13.9s	remaining: 15.4s
474:	learn: 0.0003316	total: 13.9s	remaining: 15.4s
475:	learn: 0.0003262	total: 13.9s	remaining: 15.3s
476:	learn: 0.0003251	total: 14s	remaining: 15.3s
477:	learn: 0.0003207	total: 14s	remaining: 15.3s
478:	learn: 0.0003137	total: 14s	remaining: 15.3s
479:	learn: 0.0003078	total: 14.1s	remaining: 15.2s
480:	learn: 0.0003029	total: 14.1s	remaining: 15.2s
481:	learn: 0.0002987	total: 14.1s	remaining: 15.2s
482:	learn: 0.0002947	total: 14.2s	remaining: 15.2s
483:	learn: 0.0002907	total: 14.2s	remaining: 15.1s
484:	learn: 0.0002848	total: 14.2s	remaining: 15.1s
485:	learn: 0.0002837	total: 14.2s	remaining: 15.1s
486:	learn: 0.0002826	total: 14.3s	remaining: 15s
487:	learn: 0.0002790	total: 14.3s	remaining: 15s
488:	learn: 0.0002731	total: 14.3s	remaining: 15s
489:	learn: 0.0002714	total: 14.4s	remaining: 15s
490:	learn: 0.0002668	total: 14.4s	remaining: 14.9s
491:	learn: 0.0002663	total: 14.4s	remaining: 14.9s
492:	learn: 0.0002629	total: 14.5s	remaining: 14.9s
493:	learn: 0.0002588	total: 14.5s	remaining: 14.8s
494:	learn: 0.0002565	total: 14.5s	remaining: 14.8s
495:	learn: 0.0002537	total: 14.5s	remaining: 14.8s
496:	learn: 0.0002505	total: 14.6s	remaining: 14.8s
497:	learn: 0.0002474	total: 14.6s	remaining: 14.7s
498:	learn: 0.0002457	total: 14.6s	remaining: 14.7s
499:	learn: 0.0002435	total: 14.7s	remaining: 14.7s
500:	learn: 0.0002395	total: 14.7s	remaining: 14.6s
501:	learn: 0.0002357	total: 14.7s	remaining: 14.6s
502:	learn: 0.0002349	total: 14.8s	remaining: 14.6s
503:	learn: 0.0002321	total: 14.8s	remaining: 14.6s
504:	learn: 0.0002276	total: 14.8s	remaining: 14.5s
505:	learn: 0.0002240	total: 14.9s	remaining: 14.5s
506:	learn: 0.0002219	total: 14.9s	remaining: 14.5s
507:	learn: 0.0002199	total: 14.9s	remaining: 14.4s
508:	learn: 0.0002191	total: 14.9s	remaining: 14.4s
509:	learn: 0.0002172	total: 15s	remaining: 14.4s
510:	learn: 0.0002147	total: 15s	remaining: 14.3s
511:	learn: 0.0002122	total: 15s	remaining: 14.3s
512:	learn: 0.0002101	total: 15s	remaining: 14.3s
513:	learn: 0.0002073	total: 15s	remaining: 14.2s
514:	learn: 0.0002045	total: 15.1s	remaining: 14.2s
515:	learn: 0.0002016	total: 15.1s	remaining: 14.2s
516:	learn: 0.0001993	total: 15.1s	remaining: 14.1s
517:	learn: 0.0001966	total: 15.2s	remaining: 14.1s
518:	learn: 0.0001937	total: 15.2s	remaining: 14.1s
519:	learn: 0.0001922	total: 15.2s	remaining: 14.1s
520:	learn: 0.0001902	total: 15.3s	remaining: 14s
521:	learn: 0.0001887	total: 15.3s	remaining: 14s
522:	learn: 0.0001860	total: 15.3s	remaining: 14s
523:	learn: 0.0001828	total: 15.4s	remaining: 13.9s
524:	learn: 0.0001806	total: 15.4s	remaining: 13.9s
525:	learn: 0.0001793	total: 15.4s	remaining: 13.9s
526:	learn: 0.0001764	total: 15.4s	remaining: 13.9s
527:	learn: 0.0001749	total: 15.5s	remaining: 13.8s
528:	learn: 0.0001722	total: 15.5s	remaining: 13.8s
529:	learn: 0.0001681	total: 15.5s	remaining: 13.8s
530:	learn: 0.0001658	total: 15.6s	remaining: 13.7s
531:	learn: 0.0001633	total: 15.6s	remaining: 13.7s
532:	learn: 0.0001603	total: 15.6s	remaining: 13.7s
533:	learn: 0.0001590	total: 15.7s	remaining: 13.7s
534:	learn: 0.0001560	total: 15.7s	remaining: 13.6s
535:	learn: 0.0001536	total: 15.7s	remaining: 13.6s
536:	learn: 0.0001527	total: 15.8s	remaining: 13.6s
537:	learn: 0.0001501	total: 15.8s	remaining: 13.6s
538:	learn: 0.0001476	total: 15.8s	remaining: 13.5s
539:	learn: 0.0001463	total: 15.8s	remaining: 13.5s
540:	learn: 0.0001433	total: 15.9s	remaining: 13.5s
541:	learn: 0.0001413	total: 15.9s	remaining: 13.4s
542:	learn: 0.0001394	total: 15.9s	remaining: 13.4s
543:	learn: 0.0001375	total: 16s	remaining: 13.4s
544:	learn: 0.0001359	total: 16s	remaining: 13.4s
545:	learn: 0.0001335	total: 16s	remaining: 13.3s
546:	learn: 0.0001312	total: 16.1s	remaining: 13.3s
547:	learn: 0.0001297	total: 16.1s	remaining: 13.3s
548:	learn: 0.0001268	total: 16.1s	remaining: 13.2s
549:	learn: 0.0001252	total: 16.2s	remaining: 13.2s
550:	learn: 0.0001243	total: 16.2s	remaining: 13.2s
551:	learn: 0.0001224	total: 16.2s	remaining: 13.2s
552:	learn: 0.0001203	total: 16.2s	remaining: 13.1s
553:	learn: 0.0001201	total: 16.3s	remaining: 13.1s
554:	learn: 0.0001173	total: 16.3s	remaining: 13.1s
555:	learn: 0.0001148	total: 16.3s	remaining: 13s
556:	learn: 0.0001131	total: 16.4s	remaining: 13s
557:	learn: 0.0001117	total: 16.4s	remaining: 13s
558:	learn: 0.0001097	total: 16.4s	remaining: 13s
559:	learn: 0.0001082	total: 16.5s	remaining: 12.9s
560:	learn: 0.0001076	total: 16.5s	remaining: 12.9s
561:	learn: 0.0001068	total: 16.5s	remaining: 12.9s
562:	learn: 0.0001050	total: 16.6s	remaining: 12.8s
563:	learn: 0.0001035	total: 16.6s	remaining: 12.8s
564:	learn: 0.0001027	total: 16.6s	remaining: 12.8s
565:	learn: 0.0001012	total: 16.6s	remaining: 12.8s
566:	learn: 0.0000997	total: 16.7s	remaining: 12.7s
567:	learn: 0.0000993	total: 16.7s	remaining: 12.7s
568:	learn: 0.0000979	total: 16.7s	remaining: 12.7s
569:	learn: 0.0000970	total: 16.8s	remaining: 12.6s
570:	learn: 0.0000965	total: 16.8s	remaining: 12.6s
571:	learn: 0.0000955	total: 16.8s	remaining: 12.6s
572:	learn: 0.0000949	total: 16.8s	remaining: 12.6s
573:	learn: 0.0000935	total: 16.9s	remaining: 12.5s
574:	learn: 0.0000923	total: 16.9s	remaining: 12.5s
575:	learn: 0.0000911	total: 16.9s	remaining: 12.5s
576:	learn: 0.0000895	total: 17s	remaining: 12.4s
577:	learn: 0.0000888	total: 17s	remaining: 12.4s
578:	learn: 0.0000874	total: 17s	remaining: 12.4s
579:	learn: 0.0000862	total: 17.1s	remaining: 12.4s
580:	learn: 0.0000857	total: 17.1s	remaining: 12.3s
581:	learn: 0.0000853	total: 17.1s	remaining: 12.3s
582:	learn: 0.0000844	total: 17.1s	remaining: 12.3s
583:	learn: 0.0000835	total: 17.2s	remaining: 12.2s
584:	learn: 0.0000829	total: 17.2s	remaining: 12.2s
585:	learn: 0.0000812	total: 17.2s	remaining: 12.2s
586:	learn: 0.0000801	total: 17.3s	remaining: 12.2s
587:	learn: 0.0000790	total: 17.3s	remaining: 12.1s
588:	learn: 0.0000772	total: 17.3s	remaining: 12.1s
589:	learn: 0.0000765	total: 17.4s	remaining: 12.1s
590:	learn: 0.0000761	total: 17.4s	remaining: 12s
591:	learn: 0.0000746	total: 17.4s	remaining: 12s
592:	learn: 0.0000738	total: 17.5s	remaining: 12s
593:	learn: 0.0000726	total: 17.5s	remaining: 12s
594:	learn: 0.0000717	total: 17.5s	remaining: 11.9s
595:	learn: 0.0000708	total: 17.5s	remaining: 11.9s
596:	learn: 0.0000706	total: 17.6s	remaining: 11.9s
597:	learn: 0.0000697	total: 17.6s	remaining: 11.8s
598:	learn: 0.0000692	total: 17.6s	remaining: 11.8s
599:	learn: 0.0000681	total: 17.7s	remaining: 11.8s
600:	learn: 0.0000678	total: 17.7s	remaining: 11.7s
601:	learn: 0.0000676	total: 17.7s	remaining: 11.7s
602:	learn: 0.0000670	total: 17.7s	remaining: 11.7s
603:	learn: 0.0000660	total: 17.8s	remaining: 11.7s
604:	learn: 0.0000650	total: 17.8s	remaining: 11.6s
605:	learn: 0.0000639	total: 17.8s	remaining: 11.6s
606:	learn: 0.0000628	total: 17.9s	remaining: 11.6s
607:	learn: 0.0000620	total: 17.9s	remaining: 11.5s
608:	learn: 0.0000617	total: 17.9s	remaining: 11.5s
609:	learn: 0.0000611	total: 18s	remaining: 11.5s
610:	learn: 0.0000597	total: 18s	remaining: 11.5s
611:	learn: 0.0000595	total: 18s	remaining: 11.4s
612:	learn: 0.0000587	total: 18s	remaining: 11.4s
613:	learn: 0.0000574	total: 18.1s	remaining: 11.3s
614:	learn: 0.0000564	total: 18.1s	remaining: 11.3s
615:	learn: 0.0000555	total: 18.1s	remaining: 11.3s
616:	learn: 0.0000545	total: 18.1s	remaining: 11.3s
617:	learn: 0.0000535	total: 18.2s	remaining: 11.2s
618:	learn: 0.0000527	total: 18.2s	remaining: 11.2s
619:	learn: 0.0000519	total: 18.2s	remaining: 11.2s
620:	learn: 0.0000512	total: 18.3s	remaining: 11.1s
621:	learn: 0.0000506	total: 18.3s	remaining: 11.1s
622:	learn: 0.0000497	total: 18.3s	remaining: 11.1s
623:	learn: 0.0000490	total: 18.4s	remaining: 11.1s
624:	learn: 0.0000484	total: 18.4s	remaining: 11s
625:	learn: 0.0000477	total: 18.4s	remaining: 11s
626:	learn: 0.0000476	total: 18.4s	remaining: 11s
627:	learn: 0.0000472	total: 18.5s	remaining: 10.9s
628:	learn: 0.0000467	total: 18.5s	remaining: 10.9s
629:	learn: 0.0000458	total: 18.5s	remaining: 10.9s
630:	learn: 0.0000450	total: 18.6s	remaining: 10.9s
631:	learn: 0.0000444	total: 18.6s	remaining: 10.8s
632:	learn: 0.0000437	total: 18.6s	remaining: 10.8s
633:	learn: 0.0000431	total: 18.7s	remaining: 10.8s
634:	learn: 0.0000421	total: 18.7s	remaining: 10.7s
635:	learn: 0.0000417	total: 18.7s	remaining: 10.7s
636:	learn: 0.0000411	total: 18.8s	remaining: 10.7s
637:	learn: 0.0000408	total: 18.8s	remaining: 10.7s
638:	learn: 0.0000406	total: 18.8s	remaining: 10.6s
639:	learn: 0.0000399	total: 18.8s	remaining: 10.6s
640:	learn: 0.0000393	total: 18.9s	remaining: 10.6s
641:	learn: 0.0000387	total: 18.9s	remaining: 10.5s
642:	learn: 0.0000383	total: 18.9s	remaining: 10.5s
643:	learn: 0.0000377	total: 19s	remaining: 10.5s
644:	learn: 0.0000373	total: 19s	remaining: 10.5s
645:	learn: 0.0000371	total: 19s	remaining: 10.4s
646:	learn: 0.0000364	total: 19.1s	remaining: 10.4s
647:	learn: 0.0000360	total: 19.1s	remaining: 10.4s
648:	learn: 0.0000352	total: 19.1s	remaining: 10.3s
649:	learn: 0.0000346	total: 19.1s	remaining: 10.3s
650:	learn: 0.0000341	total: 19.2s	remaining: 10.3s
651:	learn: 0.0000337	total: 19.2s	remaining: 10.2s
652:	learn: 0.0000333	total: 19.2s	remaining: 10.2s
653:	learn: 0.0000327	total: 19.3s	remaining: 10.2s
654:	learn: 0.0000320	total: 19.3s	remaining: 10.2s
655:	learn: 0.0000315	total: 19.3s	remaining: 10.1s
656:	learn: 0.0000312	total: 19.4s	remaining: 10.1s
657:	learn: 0.0000308	total: 19.4s	remaining: 10.1s
658:	learn: 0.0000301	total: 19.4s	remaining: 10s
659:	learn: 0.0000296	total: 19.4s	remaining: 10s
660:	learn: 0.0000290	total: 19.5s	remaining: 9.99s
661:	learn: 0.0000284	total: 19.5s	remaining: 9.96s
662:	learn: 0.0000281	total: 19.5s	remaining: 9.93s
663:	learn: 0.0000279	total: 19.6s	remaining: 9.9s
664:	learn: 0.0000275	total: 19.6s	remaining: 9.87s
665:	learn: 0.0000270	total: 19.6s	remaining: 9.84s
666:	learn: 0.0000265	total: 19.7s	remaining: 9.81s
667:	learn: 0.0000262	total: 19.7s	remaining: 9.78s
668:	learn: 0.0000259	total: 19.7s	remaining: 9.75s
669:	learn: 0.0000255	total: 19.7s	remaining: 9.72s
670:	learn: 0.0000250	total: 19.8s	remaining: 9.7s
671:	learn: 0.0000245	total: 19.8s	remaining: 9.66s
672:	learn: 0.0000240	total: 19.8s	remaining: 9.64s
673:	learn: 0.0000236	total: 19.9s	remaining: 9.61s
674:	learn: 0.0000234	total: 19.9s	remaining: 9.58s
675:	learn: 0.0000229	total: 19.9s	remaining: 9.55s
676:	learn: 0.0000225	total: 20s	remaining: 9.52s
677:	learn: 0.0000223	total: 20s	remaining: 9.49s
678:	learn: 0.0000220	total: 20s	remaining: 9.46s
679:	learn: 0.0000217	total: 20.1s	remaining: 9.44s
680:	learn: 0.0000216	total: 20.1s	remaining: 9.41s
681:	learn: 0.0000215	total: 20.1s	remaining: 9.38s
682:	learn: 0.0000213	total: 20.1s	remaining: 9.35s
683:	learn: 0.0000210	total: 20.2s	remaining: 9.32s
684:	learn: 0.0000205	total: 20.2s	remaining: 9.29s
685:	learn: 0.0000201	total: 20.2s	remaining: 9.26s
686:	learn: 0.0000199	total: 20.3s	remaining: 9.23s
687:	learn: 0.0000195	total: 20.3s	remaining: 9.2s
688:	learn: 0.0000193	total: 20.3s	remaining: 9.17s
689:	learn: 0.0000189	total: 20.4s	remaining: 9.14s
690:	learn: 0.0000187	total: 20.4s	remaining: 9.12s
691:	learn: 0.0000185	total: 20.4s	remaining: 9.09s
692:	learn: 0.0000182	total: 20.4s	remaining: 9.06s
693:	learn: 0.0000179	total: 20.5s	remaining: 9.03s
694:	learn: 0.0000175	total: 20.5s	remaining: 9s
695:	learn: 0.0000174	total: 20.5s	remaining: 8.97s
696:	learn: 0.0000171	total: 20.6s	remaining: 8.94s
697:	learn: 0.0000169	total: 20.6s	remaining: 8.91s
698:	learn: 0.0000165	total: 20.6s	remaining: 8.88s
699:	learn: 0.0000162	total: 20.7s	remaining: 8.85s
700:	learn: 0.0000160	total: 20.7s	remaining: 8.82s
701:	learn: 0.0000157	total: 20.7s	remaining: 8.79s
702:	learn: 0.0000155	total: 20.7s	remaining: 8.76s
703:	learn: 0.0000154	total: 20.8s	remaining: 8.74s
704:	learn: 0.0000152	total: 20.8s	remaining: 8.71s
705:	learn: 0.0000149	total: 20.8s	remaining: 8.68s
706:	learn: 0.0000147	total: 20.9s	remaining: 8.65s
707:	learn: 0.0000147	total: 20.9s	remaining: 8.62s
708:	learn: 0.0000146	total: 20.9s	remaining: 8.59s
709:	learn: 0.0000144	total: 21s	remaining: 8.56s
710:	learn: 0.0000140	total: 21s	remaining: 8.53s
711:	learn: 0.0000139	total: 21s	remaining: 8.51s
712:	learn: 0.0000137	total: 21.1s	remaining: 8.47s
713:	learn: 0.0000135	total: 21.1s	remaining: 8.45s
714:	learn: 0.0000134	total: 21.1s	remaining: 8.41s
715:	learn: 0.0000133	total: 21.1s	remaining: 8.39s
716:	learn: 0.0000132	total: 21.2s	remaining: 8.36s
717:	learn: 0.0000130	total: 21.2s	remaining: 8.33s
718:	learn: 0.0000128	total: 21.2s	remaining: 8.3s
719:	learn: 0.0000126	total: 21.3s	remaining: 8.27s
720:	learn: 0.0000126	total: 21.3s	remaining: 8.24s
721:	learn: 0.0000124	total: 21.3s	remaining: 8.21s
722:	learn: 0.0000123	total: 21.4s	remaining: 8.18s
723:	learn: 0.0000121	total: 21.4s	remaining: 8.15s
724:	learn: 0.0000119	total: 21.4s	remaining: 8.12s
725:	learn: 0.0000117	total: 21.4s	remaining: 8.09s
726:	learn: 0.0000116	total: 21.5s	remaining: 8.06s
727:	learn: 0.0000115	total: 21.5s	remaining: 8.04s
728:	learn: 0.0000112	total: 21.5s	remaining: 8.01s
729:	learn: 0.0000109	total: 21.6s	remaining: 7.98s
730:	learn: 0.0000107	total: 21.6s	remaining: 7.95s
731:	learn: 0.0000106	total: 21.6s	remaining: 7.92s
732:	learn: 0.0000104	total: 21.7s	remaining: 7.89s
733:	learn: 0.0000103	total: 21.7s	remaining: 7.86s
734:	learn: 0.0000102	total: 21.7s	remaining: 7.83s
735:	learn: 0.0000101	total: 21.8s	remaining: 7.8s
736:	learn: 0.0000100	total: 21.8s	remaining: 7.78s
737:	learn: 0.0000099	total: 21.8s	remaining: 7.75s
738:	learn: 0.0000097	total: 21.8s	remaining: 7.72s
739:	learn: 0.0000097	total: 21.9s	remaining: 7.69s
740:	learn: 0.0000095	total: 21.9s	remaining: 7.66s
741:	learn: 0.0000093	total: 21.9s	remaining: 7.63s
742:	learn: 0.0000092	total: 22s	remaining: 7.6s
743:	learn: 0.0000091	total: 22s	remaining: 7.57s
744:	learn: 0.0000090	total: 22s	remaining: 7.54s
745:	learn: 0.0000088	total: 22.1s	remaining: 7.51s
746:	learn: 0.0000087	total: 22.1s	remaining: 7.48s
747:	learn: 0.0000085	total: 22.1s	remaining: 7.45s
748:	learn: 0.0000084	total: 22.2s	remaining: 7.42s
749:	learn: 0.0000082	total: 22.2s	remaining: 7.39s
750:	learn: 0.0000081	total: 22.2s	remaining: 7.36s
751:	learn: 0.0000081	total: 22.2s	remaining: 7.33s
752:	learn: 0.0000080	total: 22.3s	remaining: 7.31s
753:	learn: 0.0000079	total: 22.3s	remaining: 7.28s
754:	learn: 0.0000078	total: 22.3s	remaining: 7.25s
755:	learn: 0.0000076	total: 22.4s	remaining: 7.22s
756:	learn: 0.0000076	total: 22.4s	remaining: 7.19s
757:	learn: 0.0000075	total: 22.4s	remaining: 7.16s
758:	learn: 0.0000074	total: 22.5s	remaining: 7.13s
759:	learn: 0.0000073	total: 22.5s	remaining: 7.1s
760:	learn: 0.0000071	total: 22.5s	remaining: 7.07s
761:	learn: 0.0000070	total: 22.5s	remaining: 7.04s
762:	learn: 0.0000070	total: 22.6s	remaining: 7.01s
763:	learn: 0.0000068	total: 22.6s	remaining: 6.98s
764:	learn: 0.0000067	total: 22.6s	remaining: 6.95s
765:	learn: 0.0000066	total: 22.7s	remaining: 6.93s
766:	learn: 0.0000065	total: 22.7s	remaining: 6.9s
767:	learn: 0.0000065	total: 22.7s	remaining: 6.86s
768:	learn: 0.0000065	total: 22.7s	remaining: 6.83s
769:	learn: 0.0000064	total: 22.8s	remaining: 6.8s
770:	learn: 0.0000062	total: 22.8s	remaining: 6.77s
771:	learn: 0.0000061	total: 22.8s	remaining: 6.74s
772:	learn: 0.0000060	total: 22.9s	remaining: 6.71s
773:	learn: 0.0000059	total: 22.9s	remaining: 6.68s
774:	learn: 0.0000059	total: 22.9s	remaining: 6.65s
775:	learn: 0.0000057	total: 22.9s	remaining: 6.62s
776:	learn: 0.0000056	total: 23s	remaining: 6.59s
777:	learn: 0.0000056	total: 23s	remaining: 6.57s
778:	learn: 0.0000055	total: 23s	remaining: 6.54s
779:	learn: 0.0000053	total: 23.1s	remaining: 6.51s
780:	learn: 0.0000052	total: 23.1s	remaining: 6.47s
781:	learn: 0.0000052	total: 23.1s	remaining: 6.44s
782:	learn: 0.0000051	total: 23.1s	remaining: 6.41s
783:	learn: 0.0000050	total: 23.2s	remaining: 6.38s
784:	learn: 0.0000050	total: 23.2s	remaining: 6.35s
785:	learn: 0.0000049	total: 23.2s	remaining: 6.32s
786:	learn: 0.0000048	total: 23.2s	remaining: 6.29s
787:	learn: 0.0000047	total: 23.3s	remaining: 6.26s
788:	learn: 0.0000046	total: 23.3s	remaining: 6.23s
789:	learn: 0.0000045	total: 23.3s	remaining: 6.2s
790:	learn: 0.0000045	total: 23.4s	remaining: 6.17s
791:	learn: 0.0000044	total: 23.4s	remaining: 6.14s
792:	learn: 0.0000044	total: 23.4s	remaining: 6.11s
793:	learn: 0.0000043	total: 23.5s	remaining: 6.08s
794:	learn: 0.0000042	total: 23.5s	remaining: 6.05s
795:	learn: 0.0000041	total: 23.5s	remaining: 6.03s
796:	learn: 0.0000041	total: 23.5s	remaining: 6s
797:	learn: 0.0000040	total: 23.6s	remaining: 5.97s
798:	learn: 0.0000040	total: 23.6s	remaining: 5.94s
799:	learn: 0.0000040	total: 23.6s	remaining: 5.91s
800:	learn: 0.0000039	total: 23.7s	remaining: 5.88s
801:	learn: 0.0000038	total: 23.7s	remaining: 5.85s
802:	learn: 0.0000038	total: 23.7s	remaining: 5.82s
803:	learn: 0.0000038	total: 23.8s	remaining: 5.79s
804:	learn: 0.0000037	total: 23.8s	remaining: 5.76s
805:	learn: 0.0000037	total: 23.8s	remaining: 5.73s
806:	learn: 0.0000036	total: 23.8s	remaining: 5.7s
807:	learn: 0.0000036	total: 23.9s	remaining: 5.67s
808:	learn: 0.0000035	total: 23.9s	remaining: 5.64s
809:	learn: 0.0000035	total: 23.9s	remaining: 5.62s
810:	learn: 0.0000034	total: 24s	remaining: 5.59s
811:	learn: 0.0000034	total: 24s	remaining: 5.56s
812:	learn: 0.0000034	total: 24s	remaining: 5.53s
813:	learn: 0.0000033	total: 24.1s	remaining: 5.5s
814:	learn: 0.0000033	total: 24.1s	remaining: 5.47s
815:	learn: 0.0000033	total: 24.1s	remaining: 5.44s
816:	learn: 0.0000032	total: 24.2s	remaining: 5.41s
817:	learn: 0.0000032	total: 24.2s	remaining: 5.38s
818:	learn: 0.0000032	total: 24.2s	remaining: 5.35s
819:	learn: 0.0000031	total: 24.2s	remaining: 5.32s
820:	learn: 0.0000031	total: 24.3s	remaining: 5.29s
821:	learn: 0.0000030	total: 24.3s	remaining: 5.26s
822:	learn: 0.0000030	total: 24.3s	remaining: 5.23s
823:	learn: 0.0000029	total: 24.4s	remaining: 5.2s
824:	learn: 0.0000029	total: 24.4s	remaining: 5.17s
825:	learn: 0.0000029	total: 24.4s	remaining: 5.15s
826:	learn: 0.0000029	total: 24.5s	remaining: 5.12s
827:	learn: 0.0000029	total: 24.5s	remaining: 5.09s
828:	learn: 0.0000028	total: 24.5s	remaining: 5.06s
829:	learn: 0.0000028	total: 24.6s	remaining: 5.03s
830:	learn: 0.0000028	total: 24.6s	remaining: 5s
831:	learn: 0.0000027	total: 24.6s	remaining: 4.97s
832:	learn: 0.0000027	total: 24.7s	remaining: 4.95s
833:	learn: 0.0000026	total: 24.7s	remaining: 4.92s
834:	learn: 0.0000026	total: 24.7s	remaining: 4.88s
835:	learn: 0.0000026	total: 24.8s	remaining: 4.86s
836:	learn: 0.0000025	total: 24.8s	remaining: 4.83s
837:	learn: 0.0000025	total: 24.8s	remaining: 4.8s
838:	learn: 0.0000025	total: 24.9s	remaining: 4.77s
839:	learn: 0.0000025	total: 24.9s	remaining: 4.74s
840:	learn: 0.0000025	total: 24.9s	remaining: 4.71s
841:	learn: 0.0000024	total: 25s	remaining: 4.69s
842:	learn: 0.0000024	total: 25s	remaining: 4.66s
843:	learn: 0.0000023	total: 25s	remaining: 4.63s
844:	learn: 0.0000023	total: 25.1s	remaining: 4.6s
845:	learn: 0.0000023	total: 25.1s	remaining: 4.57s
846:	learn: 0.0000022	total: 25.1s	remaining: 4.54s
847:	learn: 0.0000022	total: 25.2s	remaining: 4.51s
848:	learn: 0.0000022	total: 25.2s	remaining: 4.48s
849:	learn: 0.0000021	total: 25.2s	remaining: 4.45s
850:	learn: 0.0000021	total: 25.3s	remaining: 4.42s
851:	learn: 0.0000020	total: 25.3s	remaining: 4.4s
852:	learn: 0.0000020	total: 25.3s	remaining: 4.37s
853:	learn: 0.0000020	total: 25.4s	remaining: 4.34s
854:	learn: 0.0000020	total: 25.4s	remaining: 4.31s
855:	learn: 0.0000020	total: 25.4s	remaining: 4.28s
856:	learn: 0.0000019	total: 25.5s	remaining: 4.25s
857:	learn: 0.0000019	total: 25.5s	remaining: 4.22s
858:	learn: 0.0000019	total: 25.5s	remaining: 4.19s
859:	learn: 0.0000019	total: 25.6s	remaining: 4.16s
860:	learn: 0.0000018	total: 25.6s	remaining: 4.13s
861:	learn: 0.0000018	total: 25.6s	remaining: 4.1s
862:	learn: 0.0000018	total: 25.7s	remaining: 4.07s
863:	learn: 0.0000018	total: 25.7s	remaining: 4.04s
864:	learn: 0.0000017	total: 25.7s	remaining: 4.02s
865:	learn: 0.0000017	total: 25.8s	remaining: 3.99s
866:	learn: 0.0000017	total: 25.8s	remaining: 3.96s
867:	learn: 0.0000017	total: 25.8s	remaining: 3.92s
868:	learn: 0.0000017	total: 25.8s	remaining: 3.89s
869:	learn: 0.0000017	total: 25.9s	remaining: 3.86s
870:	learn: 0.0000016	total: 25.9s	remaining: 3.83s
871:	learn: 0.0000016	total: 25.9s	remaining: 3.81s
872:	learn: 0.0000016	total: 26s	remaining: 3.78s
873:	learn: 0.0000016	total: 26s	remaining: 3.75s
874:	learn: 0.0000016	total: 26s	remaining: 3.72s
875:	learn: 0.0000015	total: 26.1s	remaining: 3.69s
876:	learn: 0.0000015	total: 26.1s	remaining: 3.66s
877:	learn: 0.0000015	total: 26.1s	remaining: 3.63s
878:	learn: 0.0000015	total: 26.2s	remaining: 3.6s
879:	learn: 0.0000015	total: 26.2s	remaining: 3.57s
880:	learn: 0.0000015	total: 26.2s	remaining: 3.54s
881:	learn: 0.0000014	total: 26.3s	remaining: 3.51s
882:	learn: 0.0000014	total: 26.3s	remaining: 3.48s
883:	learn: 0.0000014	total: 26.3s	remaining: 3.45s
884:	learn: 0.0000014	total: 26.4s	remaining: 3.42s
885:	learn: 0.0000014	total: 26.4s	remaining: 3.4s
886:	learn: 0.0000013	total: 26.4s	remaining: 3.37s
887:	learn: 0.0000013	total: 26.5s	remaining: 3.34s
888:	learn: 0.0000013	total: 26.5s	remaining: 3.31s
889:	learn: 0.0000013	total: 26.5s	remaining: 3.28s
890:	learn: 0.0000012	total: 26.6s	remaining: 3.25s
891:	learn: 0.0000012	total: 26.6s	remaining: 3.22s
892:	learn: 0.0000012	total: 26.6s	remaining: 3.19s
893:	learn: 0.0000012	total: 26.6s	remaining: 3.16s
894:	learn: 0.0000012	total: 26.7s	remaining: 3.13s
895:	learn: 0.0000012	total: 26.7s	remaining: 3.1s
896:	learn: 0.0000011	total: 26.7s	remaining: 3.07s
897:	learn: 0.0000011	total: 26.8s	remaining: 3.04s
898:	learn: 0.0000011	total: 26.8s	remaining: 3.01s
899:	learn: 0.0000011	total: 26.9s	remaining: 2.98s
900:	learn: 0.0000011	total: 26.9s	remaining: 2.95s
901:	learn: 0.0000011	total: 26.9s	remaining: 2.92s
902:	learn: 0.0000010	total: 26.9s	remaining: 2.89s
903:	learn: 0.0000010	total: 27s	remaining: 2.86s
904:	learn: 0.0000010	total: 27s	remaining: 2.83s
905:	learn: 0.0000010	total: 27s	remaining: 2.8s
906:	learn: 0.0000010	total: 27.1s	remaining: 2.77s
907:	learn: 0.0000010	total: 27.1s	remaining: 2.74s
908:	learn: 0.0000009	total: 27.1s	remaining: 2.71s
909:	learn: 0.0000009	total: 27.1s	remaining: 2.68s
910:	learn: 0.0000009	total: 27.2s	remaining: 2.65s
911:	learn: 0.0000009	total: 27.2s	remaining: 2.63s
912:	learn: 0.0000009	total: 27.2s	remaining: 2.6s
913:	learn: 0.0000009	total: 27.3s	remaining: 2.57s
914:	learn: 0.0000009	total: 27.3s	remaining: 2.54s
915:	learn: 0.0000009	total: 27.4s	remaining: 2.51s
916:	learn: 0.0000009	total: 27.4s	remaining: 2.48s
917:	learn: 0.0000008	total: 27.4s	remaining: 2.45s
918:	learn: 0.0000008	total: 27.4s	remaining: 2.42s
919:	learn: 0.0000008	total: 27.5s	remaining: 2.39s
920:	learn: 0.0000008	total: 27.5s	remaining: 2.36s
921:	learn: 0.0000008	total: 27.5s	remaining: 2.33s
922:	learn: 0.0000008	total: 27.6s	remaining: 2.3s
923:	learn: 0.0000008	total: 27.6s	remaining: 2.27s
924:	learn: 0.0000008	total: 27.6s	remaining: 2.24s
925:	learn: 0.0000007	total: 27.7s	remaining: 2.21s
926:	learn: 0.0000007	total: 27.7s	remaining: 2.18s
927:	learn: 0.0000007	total: 27.7s	remaining: 2.15s
928:	learn: 0.0000007	total: 27.7s	remaining: 2.12s
929:	learn: 0.0000007	total: 27.8s	remaining: 2.09s
930:	learn: 0.0000007	total: 27.8s	remaining: 2.06s
931:	learn: 0.0000007	total: 27.9s	remaining: 2.03s
932:	learn: 0.0000007	total: 27.9s	remaining: 2s
933:	learn: 0.0000007	total: 27.9s	remaining: 1.97s
934:	learn: 0.0000007	total: 28s	remaining: 1.94s
935:	learn: 0.0000007	total: 28s	remaining: 1.91s
936:	learn: 0.0000006	total: 28s	remaining: 1.88s
937:	learn: 0.0000006	total: 28.1s	remaining: 1.85s
938:	learn: 0.0000006	total: 28.1s	remaining: 1.82s
939:	learn: 0.0000006	total: 28.1s	remaining: 1.79s
940:	learn: 0.0000006	total: 28.1s	remaining: 1.76s
941:	learn: 0.0000006	total: 28.1s	remaining: 1.73s
942:	learn: 0.0000006	total: 28.2s	remaining: 1.7s
943:	learn: 0.0000006	total: 28.2s	remaining: 1.67s
944:	learn: 0.0000006	total: 28.2s	remaining: 1.64s
945:	learn: 0.0000006	total: 28.3s	remaining: 1.61s
946:	learn: 0.0000006	total: 28.3s	remaining: 1.58s
947:	learn: 0.0000005	total: 28.3s	remaining: 1.55s
948:	learn: 0.0000005	total: 28.4s	remaining: 1.52s
949:	learn: 0.0000005	total: 28.4s	remaining: 1.49s
950:	learn: 0.0000005	total: 28.4s	remaining: 1.47s
951:	learn: 0.0000005	total: 28.5s	remaining: 1.44s
952:	learn: 0.0000005	total: 28.5s	remaining: 1.41s
953:	learn: 0.0000005	total: 28.5s	remaining: 1.38s
954:	learn: 0.0000005	total: 28.6s	remaining: 1.34s
955:	learn: 0.0000005	total: 28.6s	remaining: 1.31s
956:	learn: 0.0000005	total: 28.6s	remaining: 1.28s
957:	learn: 0.0000005	total: 28.6s	remaining: 1.25s
958:	learn: 0.0000005	total: 28.7s	remaining: 1.23s
959:	learn: 0.0000005	total: 28.7s	remaining: 1.2s
960:	learn: 0.0000005	total: 28.7s	remaining: 1.17s
961:	learn: 0.0000005	total: 28.8s	remaining: 1.14s
962:	learn: 0.0000005	total: 28.8s	remaining: 1.11s
963:	learn: 0.0000005	total: 28.8s	remaining: 1.08s
964:	learn: 0.0000004	total: 28.9s	remaining: 1.05s
965:	learn: 0.0000004	total: 28.9s	remaining: 1.02s
966:	learn: 0.0000004	total: 28.9s	remaining: 988ms
967:	learn: 0.0000004	total: 29s	remaining: 958ms
968:	learn: 0.0000004	total: 29s	remaining: 928ms
969:	learn: 0.0000004	total: 29s	remaining: 898ms
970:	learn: 0.0000004	total: 29.1s	remaining: 868ms
971:	learn: 0.0000004	total: 29.1s	remaining: 838ms
972:	learn: 0.0000004	total: 29.1s	remaining: 808ms
973:	learn: 0.0000004	total: 29.2s	remaining: 778ms
974:	learn: 0.0000004	total: 29.2s	remaining: 749ms
975:	learn: 0.0000004	total: 29.2s	remaining: 719ms
976:	learn: 0.0000004	total: 29.3s	remaining: 689ms
977:	learn: 0.0000004	total: 29.3s	remaining: 659ms
978:	learn: 0.0000004	total: 29.3s	remaining: 629ms
979:	learn: 0.0000004	total: 29.3s	remaining: 599ms
980:	learn: 0.0000004	total: 29.4s	remaining: 569ms
981:	learn: 0.0000004	total: 29.4s	remaining: 539ms
982:	learn: 0.0000003	total: 29.4s	remaining: 509ms
983:	learn: 0.0000003	total: 29.5s	remaining: 479ms
984:	learn: 0.0000003	total: 29.5s	remaining: 449ms
985:	learn: 0.0000003	total: 29.5s	remaining: 419ms
986:	learn: 0.0000003	total: 29.6s	remaining: 389ms
987:	learn: 0.0000003	total: 29.6s	remaining: 359ms
988:	learn: 0.0000003	total: 29.6s	remaining: 329ms
989:	learn: 0.0000003	total: 29.6s	remaining: 299ms
990:	learn: 0.0000003	total: 29.7s	remaining: 270ms
991:	learn: 0.0000003	total: 29.7s	remaining: 240ms
992:	learn: 0.0000003	total: 29.7s	remaining: 210ms
993:	learn: 0.0000003	total: 29.8s	remaining: 180ms
994:	learn: 0.0000003	total: 29.8s	remaining: 150ms
995:	learn: 0.0000003	total: 29.8s	remaining: 120ms
996:	learn: 0.0000003	total: 29.8s	remaining: 89.8ms
997:	learn: 0.0000003	total: 29.9s	remaining: 59.9ms
998:	learn: 0.0000003	total: 29.9s	remaining: 29.9ms
999:	learn: 0.0000003	total: 29.9s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=3, depth=10, total=  30.8s
[CV] learning_rate=0.1, l2_leaf_reg=3, depth=10 ......................
0:	learn: 0.8542202	total: 61.3ms	remaining: 1m 1s
1:	learn: 0.8152536	total: 91.4ms	remaining: 45.6s
2:	learn: 0.7822272	total: 121ms	remaining: 40.1s
3:	learn: 0.7545956	total: 150ms	remaining: 37.3s
4:	learn: 0.7160918	total: 186ms	remaining: 36.9s
5:	learn: 0.6886328	total: 217ms	remaining: 35.9s
6:	learn: 0.6572751	total: 245ms	remaining: 34.8s
7:	learn: 0.6300003	total: 274ms	remaining: 34s
8:	learn: 0.6053190	total: 302ms	remaining: 33.3s
9:	learn: 0.5812999	total: 332ms	remaining: 32.8s
10:	learn: 0.5563588	total: 371ms	remaining: 33.3s
11:	learn: 0.5341496	total: 400ms	remaining: 33s
12:	learn: 0.5116827	total: 429ms	remaining: 32.6s
13:	learn: 0.4923694	total: 459ms	remaining: 32.3s
14:	learn: 0.4736073	total: 487ms	remaining: 32s
15:	learn: 0.4557315	total: 517ms	remaining: 31.8s
16:	learn: 0.4386489	total: 554ms	remaining: 32s
17:	learn: 0.4214077	total: 583ms	remaining: 31.8s
18:	learn: 0.4088714	total: 613ms	remaining: 31.6s
19:	learn: 0.3946083	total: 642ms	remaining: 31.5s
20:	learn: 0.3840652	total: 672ms	remaining: 31.3s
21:	learn: 0.3732935	total: 701ms	remaining: 31.2s
22:	learn: 0.3621473	total: 737ms	remaining: 31.3s
23:	learn: 0.3514920	total: 766ms	remaining: 31.1s
24:	learn: 0.3409405	total: 795ms	remaining: 31s
25:	learn: 0.3311719	total: 825ms	remaining: 30.9s
26:	learn: 0.3227845	total: 853ms	remaining: 30.7s
27:	learn: 0.3144533	total: 882ms	remaining: 30.6s
28:	learn: 0.3068876	total: 918ms	remaining: 30.7s
29:	learn: 0.2982289	total: 949ms	remaining: 30.7s
30:	learn: 0.2910670	total: 977ms	remaining: 30.5s
31:	learn: 0.2831187	total: 1s	remaining: 30.4s
32:	learn: 0.2754167	total: 1.03s	remaining: 30.3s
33:	learn: 0.2697640	total: 1.06s	remaining: 30.2s
34:	learn: 0.2631723	total: 1.09s	remaining: 30.1s
35:	learn: 0.2572867	total: 1.13s	remaining: 30.2s
36:	learn: 0.2511127	total: 1.16s	remaining: 30.1s
37:	learn: 0.2454141	total: 1.19s	remaining: 30s
38:	learn: 0.2393716	total: 1.21s	remaining: 29.9s
39:	learn: 0.2337363	total: 1.24s	remaining: 29.9s
40:	learn: 0.2271393	total: 1.27s	remaining: 29.8s
41:	learn: 0.2224813	total: 1.31s	remaining: 29.9s
42:	learn: 0.2173968	total: 1.34s	remaining: 29.9s
43:	learn: 0.2139917	total: 1.37s	remaining: 29.8s
44:	learn: 0.2103165	total: 1.4s	remaining: 29.8s
45:	learn: 0.2059087	total: 1.43s	remaining: 29.7s
46:	learn: 0.2030467	total: 1.46s	remaining: 29.6s
47:	learn: 0.1984513	total: 1.5s	remaining: 29.7s
48:	learn: 0.1951945	total: 1.53s	remaining: 29.7s
49:	learn: 0.1917458	total: 1.56s	remaining: 29.6s
50:	learn: 0.1877667	total: 1.58s	remaining: 29.5s
51:	learn: 0.1844512	total: 1.61s	remaining: 29.4s
52:	learn: 0.1803864	total: 1.64s	remaining: 29.3s
53:	learn: 0.1765496	total: 1.68s	remaining: 29.4s
54:	learn: 0.1735713	total: 1.71s	remaining: 29.4s
55:	learn: 0.1708094	total: 1.74s	remaining: 29.3s
56:	learn: 0.1682485	total: 1.76s	remaining: 29.2s
57:	learn: 0.1653203	total: 1.79s	remaining: 29.2s
58:	learn: 0.1621538	total: 1.81s	remaining: 28.8s
59:	learn: 0.1591251	total: 1.84s	remaining: 28.8s
60:	learn: 0.1560615	total: 1.88s	remaining: 28.9s
61:	learn: 0.1547064	total: 1.88s	remaining: 28.5s
62:	learn: 0.1515337	total: 1.91s	remaining: 28.4s
63:	learn: 0.1492393	total: 1.94s	remaining: 28.4s
64:	learn: 0.1465979	total: 1.97s	remaining: 28.4s
65:	learn: 0.1436196	total: 2s	remaining: 28.3s
66:	learn: 0.1417786	total: 2.03s	remaining: 28.2s
67:	learn: 0.1378205	total: 2.06s	remaining: 28.3s
68:	learn: 0.1368065	total: 2.08s	remaining: 28.1s
69:	learn: 0.1341278	total: 2.11s	remaining: 28s
70:	learn: 0.1319791	total: 2.14s	remaining: 28s
71:	learn: 0.1295671	total: 2.17s	remaining: 27.9s
72:	learn: 0.1288138	total: 2.18s	remaining: 27.7s
73:	learn: 0.1267031	total: 2.21s	remaining: 27.6s
74:	learn: 0.1251482	total: 2.21s	remaining: 27.3s
75:	learn: 0.1220421	total: 2.25s	remaining: 27.4s
76:	learn: 0.1194637	total: 2.28s	remaining: 27.4s
77:	learn: 0.1187741	total: 2.28s	remaining: 27s
78:	learn: 0.1180019	total: 2.32s	remaining: 27s
79:	learn: 0.1155896	total: 2.34s	remaining: 27s
80:	learn: 0.1128688	total: 2.37s	remaining: 26.9s
81:	learn: 0.1110675	total: 2.4s	remaining: 26.9s
82:	learn: 0.1100903	total: 2.44s	remaining: 26.9s
83:	learn: 0.1075964	total: 2.47s	remaining: 27s
84:	learn: 0.1069599	total: 2.5s	remaining: 26.9s
85:	learn: 0.1059408	total: 2.53s	remaining: 26.9s
86:	learn: 0.1040721	total: 2.56s	remaining: 26.9s
87:	learn: 0.1021939	total: 2.59s	remaining: 26.8s
88:	learn: 0.1000861	total: 2.62s	remaining: 26.9s
89:	learn: 0.0997107	total: 2.66s	remaining: 26.9s
90:	learn: 0.0984834	total: 2.69s	remaining: 26.8s
91:	learn: 0.0966300	total: 2.71s	remaining: 26.8s
92:	learn: 0.0949313	total: 2.75s	remaining: 26.8s
93:	learn: 0.0945331	total: 2.75s	remaining: 26.5s
94:	learn: 0.0923677	total: 2.78s	remaining: 26.5s
95:	learn: 0.0908244	total: 2.81s	remaining: 26.5s
96:	learn: 0.0904509	total: 2.84s	remaining: 26.5s
97:	learn: 0.0896218	total: 2.87s	remaining: 26.4s
98:	learn: 0.0879338	total: 2.9s	remaining: 26.4s
99:	learn: 0.0859923	total: 2.93s	remaining: 26.4s
100:	learn: 0.0848110	total: 2.96s	remaining: 26.4s
101:	learn: 0.0835495	total: 3s	remaining: 26.4s
102:	learn: 0.0818795	total: 3.03s	remaining: 26.4s
103:	learn: 0.0805832	total: 3.06s	remaining: 26.3s
104:	learn: 0.0794040	total: 3.09s	remaining: 26.3s
105:	learn: 0.0776099	total: 3.1s	remaining: 26.1s
106:	learn: 0.0765869	total: 3.13s	remaining: 26.1s
107:	learn: 0.0753067	total: 3.16s	remaining: 26.1s
108:	learn: 0.0737373	total: 3.19s	remaining: 26.1s
109:	learn: 0.0727011	total: 3.19s	remaining: 25.8s
110:	learn: 0.0716075	total: 3.23s	remaining: 25.8s
111:	learn: 0.0708074	total: 3.25s	remaining: 25.8s
112:	learn: 0.0695372	total: 3.28s	remaining: 25.8s
113:	learn: 0.0678044	total: 3.31s	remaining: 25.8s
114:	learn: 0.0667241	total: 3.34s	remaining: 25.7s
115:	learn: 0.0654887	total: 3.38s	remaining: 25.8s
116:	learn: 0.0637121	total: 3.41s	remaining: 25.7s
117:	learn: 0.0625625	total: 3.44s	remaining: 25.7s
118:	learn: 0.0620233	total: 3.46s	remaining: 25.7s
119:	learn: 0.0607691	total: 3.5s	remaining: 25.6s
120:	learn: 0.0597111	total: 3.52s	remaining: 25.6s
121:	learn: 0.0586783	total: 3.54s	remaining: 25.5s
122:	learn: 0.0577554	total: 3.57s	remaining: 25.5s
123:	learn: 0.0565711	total: 3.6s	remaining: 25.5s
124:	learn: 0.0550264	total: 3.63s	remaining: 25.4s
125:	learn: 0.0540101	total: 3.66s	remaining: 25.4s
126:	learn: 0.0537389	total: 3.69s	remaining: 25.4s
127:	learn: 0.0524912	total: 3.72s	remaining: 25.3s
128:	learn: 0.0512465	total: 3.76s	remaining: 25.4s
129:	learn: 0.0508885	total: 3.79s	remaining: 25.3s
130:	learn: 0.0507465	total: 3.79s	remaining: 25.1s
131:	learn: 0.0502144	total: 3.82s	remaining: 25.1s
132:	learn: 0.0501013	total: 3.82s	remaining: 24.9s
133:	learn: 0.0488980	total: 3.85s	remaining: 24.9s
134:	learn: 0.0483605	total: 3.88s	remaining: 24.8s
135:	learn: 0.0473287	total: 3.91s	remaining: 24.8s
136:	learn: 0.0461053	total: 3.94s	remaining: 24.8s
137:	learn: 0.0451682	total: 3.97s	remaining: 24.8s
138:	learn: 0.0449803	total: 4s	remaining: 24.8s
139:	learn: 0.0447549	total: 4.03s	remaining: 24.8s
140:	learn: 0.0440777	total: 4.06s	remaining: 24.7s
141:	learn: 0.0429395	total: 4.09s	remaining: 24.7s
142:	learn: 0.0422571	total: 4.12s	remaining: 24.7s
143:	learn: 0.0413041	total: 4.15s	remaining: 24.7s
144:	learn: 0.0407530	total: 4.18s	remaining: 24.7s
145:	learn: 0.0398570	total: 4.21s	remaining: 24.6s
146:	learn: 0.0393693	total: 4.24s	remaining: 24.6s
147:	learn: 0.0386679	total: 4.27s	remaining: 24.6s
148:	learn: 0.0379667	total: 4.31s	remaining: 24.6s
149:	learn: 0.0377884	total: 4.34s	remaining: 24.6s
150:	learn: 0.0370937	total: 4.37s	remaining: 24.6s
151:	learn: 0.0365540	total: 4.4s	remaining: 24.5s
152:	learn: 0.0359177	total: 4.42s	remaining: 24.5s
153:	learn: 0.0351491	total: 4.45s	remaining: 24.5s
154:	learn: 0.0345828	total: 4.48s	remaining: 24.4s
155:	learn: 0.0343663	total: 4.49s	remaining: 24.3s
156:	learn: 0.0336827	total: 4.52s	remaining: 24.3s
157:	learn: 0.0333415	total: 4.55s	remaining: 24.3s
158:	learn: 0.0327721	total: 4.58s	remaining: 24.2s
159:	learn: 0.0325499	total: 4.61s	remaining: 24.2s
160:	learn: 0.0317381	total: 4.64s	remaining: 24.2s
161:	learn: 0.0310928	total: 4.67s	remaining: 24.2s
162:	learn: 0.0308594	total: 4.71s	remaining: 24.2s
163:	learn: 0.0303479	total: 4.74s	remaining: 24.2s
164:	learn: 0.0302977	total: 4.74s	remaining: 24s
165:	learn: 0.0298285	total: 4.77s	remaining: 24s
166:	learn: 0.0297052	total: 4.8s	remaining: 23.9s
167:	learn: 0.0290716	total: 4.83s	remaining: 23.9s
168:	learn: 0.0289495	total: 4.86s	remaining: 23.9s
169:	learn: 0.0283560	total: 4.89s	remaining: 23.9s
170:	learn: 0.0281739	total: 4.89s	remaining: 23.7s
171:	learn: 0.0278036	total: 4.92s	remaining: 23.7s
172:	learn: 0.0271844	total: 4.95s	remaining: 23.7s
173:	learn: 0.0265783	total: 4.98s	remaining: 23.6s
174:	learn: 0.0261676	total: 5.01s	remaining: 23.6s
175:	learn: 0.0256136	total: 5.04s	remaining: 23.6s
176:	learn: 0.0252523	total: 5.08s	remaining: 23.6s
177:	learn: 0.0251877	total: 5.08s	remaining: 23.4s
178:	learn: 0.0248703	total: 5.11s	remaining: 23.4s
179:	learn: 0.0245281	total: 5.14s	remaining: 23.4s
180:	learn: 0.0240062	total: 5.17s	remaining: 23.4s
181:	learn: 0.0235661	total: 5.2s	remaining: 23.4s
182:	learn: 0.0231396	total: 5.23s	remaining: 23.3s
183:	learn: 0.0226729	total: 5.27s	remaining: 23.4s
184:	learn: 0.0221019	total: 5.3s	remaining: 23.3s
185:	learn: 0.0217393	total: 5.33s	remaining: 23.3s
186:	learn: 0.0215654	total: 5.36s	remaining: 23.3s
187:	learn: 0.0212532	total: 5.38s	remaining: 23.3s
188:	learn: 0.0208536	total: 5.41s	remaining: 23.2s
189:	learn: 0.0203636	total: 5.45s	remaining: 23.2s
190:	learn: 0.0200504	total: 5.48s	remaining: 23.2s
191:	learn: 0.0197733	total: 5.51s	remaining: 23.2s
192:	learn: 0.0193822	total: 5.54s	remaining: 23.2s
193:	learn: 0.0190697	total: 5.57s	remaining: 23.1s
194:	learn: 0.0188286	total: 5.6s	remaining: 23.1s
195:	learn: 0.0186758	total: 5.63s	remaining: 23.1s
196:	learn: 0.0182801	total: 5.66s	remaining: 23.1s
197:	learn: 0.0179758	total: 5.69s	remaining: 23.1s
198:	learn: 0.0175368	total: 5.72s	remaining: 23s
199:	learn: 0.0172905	total: 5.75s	remaining: 23s
200:	learn: 0.0169862	total: 5.78s	remaining: 23s
201:	learn: 0.0166444	total: 5.82s	remaining: 23s
202:	learn: 0.0165120	total: 5.85s	remaining: 23s
203:	learn: 0.0162490	total: 5.88s	remaining: 22.9s
204:	learn: 0.0159894	total: 5.91s	remaining: 22.9s
205:	learn: 0.0158462	total: 5.94s	remaining: 22.9s
206:	learn: 0.0154834	total: 5.97s	remaining: 22.9s
207:	learn: 0.0152587	total: 6s	remaining: 22.8s
208:	learn: 0.0149529	total: 6.03s	remaining: 22.8s
209:	learn: 0.0148412	total: 6.06s	remaining: 22.8s
210:	learn: 0.0145050	total: 6.09s	remaining: 22.8s
211:	learn: 0.0143628	total: 6.12s	remaining: 22.7s
212:	learn: 0.0142020	total: 6.15s	remaining: 22.7s
213:	learn: 0.0139223	total: 6.18s	remaining: 22.7s
214:	learn: 0.0136194	total: 6.21s	remaining: 22.7s
215:	learn: 0.0133136	total: 6.25s	remaining: 22.7s
216:	learn: 0.0131125	total: 6.28s	remaining: 22.6s
217:	learn: 0.0128171	total: 6.31s	remaining: 22.6s
218:	learn: 0.0125982	total: 6.33s	remaining: 22.6s
219:	learn: 0.0122928	total: 6.37s	remaining: 22.6s
220:	learn: 0.0121176	total: 6.4s	remaining: 22.6s
221:	learn: 0.0118726	total: 6.44s	remaining: 22.6s
222:	learn: 0.0117042	total: 6.46s	remaining: 22.5s
223:	learn: 0.0115277	total: 6.5s	remaining: 22.5s
224:	learn: 0.0113166	total: 6.52s	remaining: 22.5s
225:	learn: 0.0110801	total: 6.55s	remaining: 22.4s
226:	learn: 0.0108339	total: 6.59s	remaining: 22.4s
227:	learn: 0.0106696	total: 6.62s	remaining: 22.4s
228:	learn: 0.0104258	total: 6.65s	remaining: 22.4s
229:	learn: 0.0102358	total: 6.68s	remaining: 22.4s
230:	learn: 0.0100657	total: 6.71s	remaining: 22.3s
231:	learn: 0.0099834	total: 6.74s	remaining: 22.3s
232:	learn: 0.0097597	total: 6.77s	remaining: 22.3s
233:	learn: 0.0096530	total: 6.8s	remaining: 22.3s
234:	learn: 0.0094668	total: 6.83s	remaining: 22.2s
235:	learn: 0.0093155	total: 6.86s	remaining: 22.2s
236:	learn: 0.0090971	total: 6.89s	remaining: 22.2s
237:	learn: 0.0090118	total: 6.92s	remaining: 22.2s
238:	learn: 0.0088556	total: 6.96s	remaining: 22.1s
239:	learn: 0.0087524	total: 6.99s	remaining: 22.1s
240:	learn: 0.0085487	total: 7.01s	remaining: 22.1s
241:	learn: 0.0084706	total: 7.04s	remaining: 22.1s
242:	learn: 0.0083757	total: 7.07s	remaining: 22s
243:	learn: 0.0081654	total: 7.1s	remaining: 22s
244:	learn: 0.0079986	total: 7.14s	remaining: 22s
245:	learn: 0.0079283	total: 7.17s	remaining: 22s
246:	learn: 0.0078868	total: 7.2s	remaining: 21.9s
247:	learn: 0.0077255	total: 7.23s	remaining: 21.9s
248:	learn: 0.0076149	total: 7.26s	remaining: 21.9s
249:	learn: 0.0074621	total: 7.29s	remaining: 21.9s
250:	learn: 0.0073911	total: 7.33s	remaining: 21.9s
251:	learn: 0.0072066	total: 7.36s	remaining: 21.8s
252:	learn: 0.0070869	total: 7.39s	remaining: 21.8s
253:	learn: 0.0069951	total: 7.42s	remaining: 21.8s
254:	learn: 0.0068524	total: 7.45s	remaining: 21.8s
255:	learn: 0.0067020	total: 7.48s	remaining: 21.7s
256:	learn: 0.0065652	total: 7.51s	remaining: 21.7s
257:	learn: 0.0064077	total: 7.54s	remaining: 21.7s
258:	learn: 0.0062871	total: 7.57s	remaining: 21.7s
259:	learn: 0.0061299	total: 7.61s	remaining: 21.6s
260:	learn: 0.0060232	total: 7.63s	remaining: 21.6s
261:	learn: 0.0059700	total: 7.66s	remaining: 21.6s
262:	learn: 0.0058928	total: 7.7s	remaining: 21.6s
263:	learn: 0.0057784	total: 7.73s	remaining: 21.6s
264:	learn: 0.0056315	total: 7.76s	remaining: 21.5s
265:	learn: 0.0055474	total: 7.79s	remaining: 21.5s
266:	learn: 0.0054461	total: 7.82s	remaining: 21.5s
267:	learn: 0.0054006	total: 7.85s	remaining: 21.4s
268:	learn: 0.0053040	total: 7.88s	remaining: 21.4s
269:	learn: 0.0052326	total: 7.91s	remaining: 21.4s
270:	learn: 0.0052101	total: 7.94s	remaining: 21.4s
271:	learn: 0.0051314	total: 7.97s	remaining: 21.3s
272:	learn: 0.0049996	total: 8s	remaining: 21.3s
273:	learn: 0.0048823	total: 8.03s	remaining: 21.3s
274:	learn: 0.0048220	total: 8.07s	remaining: 21.3s
275:	learn: 0.0047049	total: 8.1s	remaining: 21.2s
276:	learn: 0.0046649	total: 8.13s	remaining: 21.2s
277:	learn: 0.0045762	total: 8.16s	remaining: 21.2s
278:	learn: 0.0045006	total: 8.19s	remaining: 21.2s
279:	learn: 0.0044052	total: 8.22s	remaining: 21.1s
280:	learn: 0.0043279	total: 8.25s	remaining: 21.1s
281:	learn: 0.0042540	total: 8.28s	remaining: 21.1s
282:	learn: 0.0042187	total: 8.31s	remaining: 21.1s
283:	learn: 0.0041840	total: 8.34s	remaining: 21s
284:	learn: 0.0041203	total: 8.37s	remaining: 21s
285:	learn: 0.0040898	total: 8.4s	remaining: 21s
286:	learn: 0.0040732	total: 8.41s	remaining: 20.9s
287:	learn: 0.0039785	total: 8.45s	remaining: 20.9s
288:	learn: 0.0039051	total: 8.48s	remaining: 20.9s
289:	learn: 0.0038603	total: 8.51s	remaining: 20.8s
290:	learn: 0.0038200	total: 8.54s	remaining: 20.8s
291:	learn: 0.0037876	total: 8.56s	remaining: 20.8s
292:	learn: 0.0037511	total: 8.59s	remaining: 20.7s
293:	learn: 0.0036885	total: 8.63s	remaining: 20.7s
294:	learn: 0.0036272	total: 8.66s	remaining: 20.7s
295:	learn: 0.0035484	total: 8.69s	remaining: 20.7s
296:	learn: 0.0035307	total: 8.72s	remaining: 20.6s
297:	learn: 0.0034472	total: 8.74s	remaining: 20.6s
298:	learn: 0.0033790	total: 8.77s	remaining: 20.6s
299:	learn: 0.0033023	total: 8.81s	remaining: 20.6s
300:	learn: 0.0032605	total: 8.84s	remaining: 20.5s
301:	learn: 0.0031877	total: 8.87s	remaining: 20.5s
302:	learn: 0.0031771	total: 8.9s	remaining: 20.5s
303:	learn: 0.0031249	total: 8.93s	remaining: 20.4s
304:	learn: 0.0030818	total: 8.95s	remaining: 20.4s
305:	learn: 0.0030040	total: 8.98s	remaining: 20.4s
306:	learn: 0.0029440	total: 9.02s	remaining: 20.4s
307:	learn: 0.0028918	total: 9.05s	remaining: 20.3s
308:	learn: 0.0028424	total: 9.08s	remaining: 20.3s
309:	learn: 0.0027895	total: 9.11s	remaining: 20.3s
310:	learn: 0.0027712	total: 9.13s	remaining: 20.2s
311:	learn: 0.0027272	total: 9.16s	remaining: 20.2s
312:	learn: 0.0026811	total: 9.21s	remaining: 20.2s
313:	learn: 0.0026354	total: 9.24s	remaining: 20.2s
314:	learn: 0.0025991	total: 9.27s	remaining: 20.1s
315:	learn: 0.0025435	total: 9.3s	remaining: 20.1s
316:	learn: 0.0024944	total: 9.32s	remaining: 20.1s
317:	learn: 0.0024690	total: 9.35s	remaining: 20.1s
318:	learn: 0.0024214	total: 9.39s	remaining: 20s
319:	learn: 0.0023684	total: 9.42s	remaining: 20s
320:	learn: 0.0023401	total: 9.45s	remaining: 20s
321:	learn: 0.0022931	total: 9.48s	remaining: 20s
322:	learn: 0.0022481	total: 9.51s	remaining: 19.9s
323:	learn: 0.0022006	total: 9.54s	remaining: 19.9s
324:	learn: 0.0021462	total: 9.57s	remaining: 19.9s
325:	learn: 0.0020987	total: 9.61s	remaining: 19.9s
326:	learn: 0.0020619	total: 9.63s	remaining: 19.8s
327:	learn: 0.0020439	total: 9.66s	remaining: 19.8s
328:	learn: 0.0020031	total: 9.69s	remaining: 19.8s
329:	learn: 0.0019616	total: 9.72s	remaining: 19.7s
330:	learn: 0.0019182	total: 9.76s	remaining: 19.7s
331:	learn: 0.0018936	total: 9.79s	remaining: 19.7s
332:	learn: 0.0018666	total: 9.82s	remaining: 19.7s
333:	learn: 0.0018493	total: 9.85s	remaining: 19.6s
334:	learn: 0.0018082	total: 9.88s	remaining: 19.6s
335:	learn: 0.0017849	total: 9.9s	remaining: 19.6s
336:	learn: 0.0017632	total: 9.94s	remaining: 19.6s
337:	learn: 0.0017264	total: 9.97s	remaining: 19.5s
338:	learn: 0.0016885	total: 10s	remaining: 19.5s
339:	learn: 0.0016469	total: 10s	remaining: 19.5s
340:	learn: 0.0016234	total: 10.1s	remaining: 19.4s
341:	learn: 0.0016105	total: 10.1s	remaining: 19.4s
342:	learn: 0.0015788	total: 10.1s	remaining: 19.4s
343:	learn: 0.0015633	total: 10.2s	remaining: 19.4s
344:	learn: 0.0015268	total: 10.2s	remaining: 19.3s
345:	learn: 0.0014926	total: 10.2s	remaining: 19.3s
346:	learn: 0.0014726	total: 10.2s	remaining: 19.3s
347:	learn: 0.0014427	total: 10.3s	remaining: 19.2s
348:	learn: 0.0014299	total: 10.3s	remaining: 19.2s
349:	learn: 0.0014133	total: 10.3s	remaining: 19.2s
350:	learn: 0.0013927	total: 10.4s	remaining: 19.2s
351:	learn: 0.0013869	total: 10.4s	remaining: 19.1s
352:	learn: 0.0013691	total: 10.4s	remaining: 19.1s
353:	learn: 0.0013438	total: 10.5s	remaining: 19.1s
354:	learn: 0.0013243	total: 10.5s	remaining: 19.1s
355:	learn: 0.0012934	total: 10.5s	remaining: 19s
356:	learn: 0.0012651	total: 10.6s	remaining: 19s
357:	learn: 0.0012599	total: 10.6s	remaining: 19s
358:	learn: 0.0012345	total: 10.6s	remaining: 19s
359:	learn: 0.0012096	total: 10.6s	remaining: 18.9s
360:	learn: 0.0011886	total: 10.7s	remaining: 18.9s
361:	learn: 0.0011770	total: 10.7s	remaining: 18.9s
362:	learn: 0.0011611	total: 10.7s	remaining: 18.9s
363:	learn: 0.0011365	total: 10.8s	remaining: 18.8s
364:	learn: 0.0011167	total: 10.8s	remaining: 18.8s
365:	learn: 0.0010985	total: 10.8s	remaining: 18.8s
366:	learn: 0.0010927	total: 10.9s	remaining: 18.7s
367:	learn: 0.0010696	total: 10.9s	remaining: 18.7s
368:	learn: 0.0010486	total: 10.9s	remaining: 18.7s
369:	learn: 0.0010328	total: 11s	remaining: 18.6s
370:	learn: 0.0010171	total: 11s	remaining: 18.6s
371:	learn: 0.0010037	total: 11s	remaining: 18.6s
372:	learn: 0.0009889	total: 11s	remaining: 18.6s
373:	learn: 0.0009747	total: 11.1s	remaining: 18.5s
374:	learn: 0.0009612	total: 11.1s	remaining: 18.5s
375:	learn: 0.0009461	total: 11.1s	remaining: 18.5s
376:	learn: 0.0009312	total: 11.2s	remaining: 18.5s
377:	learn: 0.0009169	total: 11.2s	remaining: 18.4s
378:	learn: 0.0009039	total: 11.2s	remaining: 18.4s
379:	learn: 0.0008825	total: 11.3s	remaining: 18.4s
380:	learn: 0.0008654	total: 11.3s	remaining: 18.3s
381:	learn: 0.0008519	total: 11.3s	remaining: 18.3s
382:	learn: 0.0008408	total: 11.4s	remaining: 18.3s
383:	learn: 0.0008256	total: 11.4s	remaining: 18.3s
384:	learn: 0.0008111	total: 11.4s	remaining: 18.2s
385:	learn: 0.0007945	total: 11.5s	remaining: 18.2s
386:	learn: 0.0007879	total: 11.5s	remaining: 18.2s
387:	learn: 0.0007814	total: 11.5s	remaining: 18.2s
388:	learn: 0.0007680	total: 11.5s	remaining: 18.1s
389:	learn: 0.0007509	total: 11.6s	remaining: 18.1s
390:	learn: 0.0007435	total: 11.6s	remaining: 18.1s
391:	learn: 0.0007326	total: 11.6s	remaining: 18s
392:	learn: 0.0007177	total: 11.7s	remaining: 18s
393:	learn: 0.0007107	total: 11.7s	remaining: 18s
394:	learn: 0.0006984	total: 11.7s	remaining: 18s
395:	learn: 0.0006844	total: 11.8s	remaining: 17.9s
396:	learn: 0.0006764	total: 11.8s	remaining: 17.9s
397:	learn: 0.0006629	total: 11.8s	remaining: 17.9s
398:	learn: 0.0006482	total: 11.8s	remaining: 17.8s
399:	learn: 0.0006363	total: 11.9s	remaining: 17.8s
400:	learn: 0.0006249	total: 11.9s	remaining: 17.8s
401:	learn: 0.0006187	total: 11.9s	remaining: 17.8s
402:	learn: 0.0006032	total: 12s	remaining: 17.7s
403:	learn: 0.0005904	total: 12s	remaining: 17.7s
404:	learn: 0.0005812	total: 12s	remaining: 17.7s
405:	learn: 0.0005702	total: 12.1s	remaining: 17.6s
406:	learn: 0.0005601	total: 12.1s	remaining: 17.6s
407:	learn: 0.0005526	total: 12.1s	remaining: 17.6s
408:	learn: 0.0005446	total: 12.2s	remaining: 17.6s
409:	learn: 0.0005365	total: 12.2s	remaining: 17.5s
410:	learn: 0.0005342	total: 12.2s	remaining: 17.5s
411:	learn: 0.0005286	total: 12.2s	remaining: 17.5s
412:	learn: 0.0005162	total: 12.3s	remaining: 17.5s
413:	learn: 0.0005100	total: 12.3s	remaining: 17.4s
414:	learn: 0.0005023	total: 12.3s	remaining: 17.4s
415:	learn: 0.0004938	total: 12.4s	remaining: 17.4s
416:	learn: 0.0004854	total: 12.4s	remaining: 17.3s
417:	learn: 0.0004816	total: 12.4s	remaining: 17.3s
418:	learn: 0.0004774	total: 12.5s	remaining: 17.3s
419:	learn: 0.0004684	total: 12.5s	remaining: 17.3s
420:	learn: 0.0004615	total: 12.5s	remaining: 17.2s
421:	learn: 0.0004593	total: 12.6s	remaining: 17.2s
422:	learn: 0.0004506	total: 12.6s	remaining: 17.2s
423:	learn: 0.0004419	total: 12.6s	remaining: 17.1s
424:	learn: 0.0004345	total: 12.7s	remaining: 17.1s
425:	learn: 0.0004243	total: 12.7s	remaining: 17.1s
426:	learn: 0.0004178	total: 12.7s	remaining: 17.1s
427:	learn: 0.0004113	total: 12.7s	remaining: 17s
428:	learn: 0.0004028	total: 12.8s	remaining: 17s
429:	learn: 0.0003974	total: 12.8s	remaining: 17s
430:	learn: 0.0003900	total: 12.8s	remaining: 16.9s
431:	learn: 0.0003839	total: 12.9s	remaining: 16.9s
432:	learn: 0.0003801	total: 12.9s	remaining: 16.9s
433:	learn: 0.0003784	total: 12.9s	remaining: 16.9s
434:	learn: 0.0003743	total: 13s	remaining: 16.8s
435:	learn: 0.0003706	total: 13s	remaining: 16.8s
436:	learn: 0.0003637	total: 13s	remaining: 16.8s
437:	learn: 0.0003623	total: 13s	remaining: 16.7s
438:	learn: 0.0003550	total: 13.1s	remaining: 16.7s
439:	learn: 0.0003483	total: 13.1s	remaining: 16.7s
440:	learn: 0.0003420	total: 13.1s	remaining: 16.7s
441:	learn: 0.0003355	total: 13.2s	remaining: 16.6s
442:	learn: 0.0003288	total: 13.2s	remaining: 16.6s
443:	learn: 0.0003241	total: 13.2s	remaining: 16.6s
444:	learn: 0.0003168	total: 13.3s	remaining: 16.5s
445:	learn: 0.0003112	total: 13.3s	remaining: 16.5s
446:	learn: 0.0003060	total: 13.3s	remaining: 16.5s
447:	learn: 0.0003010	total: 13.4s	remaining: 16.5s
448:	learn: 0.0002952	total: 13.4s	remaining: 16.4s
449:	learn: 0.0002918	total: 13.4s	remaining: 16.4s
450:	learn: 0.0002868	total: 13.4s	remaining: 16.4s
451:	learn: 0.0002801	total: 13.5s	remaining: 16.3s
452:	learn: 0.0002746	total: 13.5s	remaining: 16.3s
453:	learn: 0.0002717	total: 13.5s	remaining: 16.3s
454:	learn: 0.0002670	total: 13.6s	remaining: 16.2s
455:	learn: 0.0002651	total: 13.6s	remaining: 16.2s
456:	learn: 0.0002599	total: 13.6s	remaining: 16.2s
457:	learn: 0.0002555	total: 13.7s	remaining: 16.2s
458:	learn: 0.0002503	total: 13.7s	remaining: 16.1s
459:	learn: 0.0002450	total: 13.7s	remaining: 16.1s
460:	learn: 0.0002407	total: 13.8s	remaining: 16.1s
461:	learn: 0.0002380	total: 13.8s	remaining: 16s
462:	learn: 0.0002352	total: 13.8s	remaining: 16s
463:	learn: 0.0002299	total: 13.8s	remaining: 16s
464:	learn: 0.0002268	total: 13.9s	remaining: 16s
465:	learn: 0.0002242	total: 13.9s	remaining: 15.9s
466:	learn: 0.0002195	total: 13.9s	remaining: 15.9s
467:	learn: 0.0002142	total: 14s	remaining: 15.9s
468:	learn: 0.0002096	total: 14s	remaining: 15.8s
469:	learn: 0.0002059	total: 14s	remaining: 15.8s
470:	learn: 0.0002026	total: 14.1s	remaining: 15.8s
471:	learn: 0.0002001	total: 14.1s	remaining: 15.8s
472:	learn: 0.0001960	total: 14.1s	remaining: 15.7s
473:	learn: 0.0001927	total: 14.1s	remaining: 15.7s
474:	learn: 0.0001897	total: 14.2s	remaining: 15.7s
475:	learn: 0.0001863	total: 14.2s	remaining: 15.6s
476:	learn: 0.0001835	total: 14.2s	remaining: 15.6s
477:	learn: 0.0001797	total: 14.3s	remaining: 15.6s
478:	learn: 0.0001754	total: 14.3s	remaining: 15.6s
479:	learn: 0.0001714	total: 14.3s	remaining: 15.5s
480:	learn: 0.0001692	total: 14.4s	remaining: 15.5s
481:	learn: 0.0001653	total: 14.4s	remaining: 15.5s
482:	learn: 0.0001618	total: 14.4s	remaining: 15.4s
483:	learn: 0.0001584	total: 14.5s	remaining: 15.4s
484:	learn: 0.0001562	total: 14.5s	remaining: 15.4s
485:	learn: 0.0001540	total: 14.5s	remaining: 15.4s
486:	learn: 0.0001503	total: 14.5s	remaining: 15.3s
487:	learn: 0.0001467	total: 14.6s	remaining: 15.3s
488:	learn: 0.0001436	total: 14.6s	remaining: 15.3s
489:	learn: 0.0001428	total: 14.6s	remaining: 15.2s
490:	learn: 0.0001404	total: 14.7s	remaining: 15.2s
491:	learn: 0.0001382	total: 14.7s	remaining: 15.2s
492:	learn: 0.0001366	total: 14.7s	remaining: 15.2s
493:	learn: 0.0001352	total: 14.8s	remaining: 15.1s
494:	learn: 0.0001324	total: 14.8s	remaining: 15.1s
495:	learn: 0.0001312	total: 14.8s	remaining: 15.1s
496:	learn: 0.0001291	total: 14.9s	remaining: 15s
497:	learn: 0.0001271	total: 14.9s	remaining: 15s
498:	learn: 0.0001251	total: 14.9s	remaining: 15s
499:	learn: 0.0001224	total: 14.9s	remaining: 14.9s
500:	learn: 0.0001208	total: 15s	remaining: 14.9s
501:	learn: 0.0001202	total: 15s	remaining: 14.9s
502:	learn: 0.0001178	total: 15s	remaining: 14.9s
503:	learn: 0.0001157	total: 15.1s	remaining: 14.8s
504:	learn: 0.0001139	total: 15.1s	remaining: 14.8s
505:	learn: 0.0001123	total: 15.1s	remaining: 14.8s
506:	learn: 0.0001100	total: 15.2s	remaining: 14.7s
507:	learn: 0.0001074	total: 15.2s	remaining: 14.7s
508:	learn: 0.0001056	total: 15.2s	remaining: 14.7s
509:	learn: 0.0001039	total: 15.3s	remaining: 14.7s
510:	learn: 0.0001025	total: 15.3s	remaining: 14.6s
511:	learn: 0.0001005	total: 15.3s	remaining: 14.6s
512:	learn: 0.0000988	total: 15.3s	remaining: 14.6s
513:	learn: 0.0000975	total: 15.4s	remaining: 14.5s
514:	learn: 0.0000954	total: 15.4s	remaining: 14.5s
515:	learn: 0.0000940	total: 15.4s	remaining: 14.5s
516:	learn: 0.0000923	total: 15.5s	remaining: 14.4s
517:	learn: 0.0000912	total: 15.5s	remaining: 14.4s
518:	learn: 0.0000899	total: 15.5s	remaining: 14.4s
519:	learn: 0.0000884	total: 15.6s	remaining: 14.4s
520:	learn: 0.0000867	total: 15.6s	remaining: 14.3s
521:	learn: 0.0000853	total: 15.6s	remaining: 14.3s
522:	learn: 0.0000832	total: 15.6s	remaining: 14.3s
523:	learn: 0.0000824	total: 15.7s	remaining: 14.2s
524:	learn: 0.0000808	total: 15.7s	remaining: 14.2s
525:	learn: 0.0000796	total: 15.7s	remaining: 14.2s
526:	learn: 0.0000781	total: 15.8s	remaining: 14.2s
527:	learn: 0.0000769	total: 15.8s	remaining: 14.1s
528:	learn: 0.0000760	total: 15.8s	remaining: 14.1s
529:	learn: 0.0000745	total: 15.9s	remaining: 14.1s
530:	learn: 0.0000732	total: 15.9s	remaining: 14s
531:	learn: 0.0000718	total: 15.9s	remaining: 14s
532:	learn: 0.0000716	total: 15.9s	remaining: 14s
533:	learn: 0.0000704	total: 16s	remaining: 13.9s
534:	learn: 0.0000698	total: 16s	remaining: 13.9s
535:	learn: 0.0000685	total: 16s	remaining: 13.9s
536:	learn: 0.0000672	total: 16s	remaining: 13.8s
537:	learn: 0.0000662	total: 16.1s	remaining: 13.8s
538:	learn: 0.0000646	total: 16.1s	remaining: 13.8s
539:	learn: 0.0000635	total: 16.1s	remaining: 13.8s
540:	learn: 0.0000631	total: 16.2s	remaining: 13.7s
541:	learn: 0.0000623	total: 16.2s	remaining: 13.7s
542:	learn: 0.0000610	total: 16.2s	remaining: 13.7s
543:	learn: 0.0000602	total: 16.3s	remaining: 13.6s
544:	learn: 0.0000591	total: 16.3s	remaining: 13.6s
545:	learn: 0.0000583	total: 16.3s	remaining: 13.6s
546:	learn: 0.0000578	total: 16.4s	remaining: 13.5s
547:	learn: 0.0000568	total: 16.4s	remaining: 13.5s
548:	learn: 0.0000561	total: 16.4s	remaining: 13.5s
549:	learn: 0.0000553	total: 16.4s	remaining: 13.5s
550:	learn: 0.0000541	total: 16.5s	remaining: 13.4s
551:	learn: 0.0000531	total: 16.5s	remaining: 13.4s
552:	learn: 0.0000523	total: 16.5s	remaining: 13.4s
553:	learn: 0.0000519	total: 16.6s	remaining: 13.3s
554:	learn: 0.0000512	total: 16.6s	remaining: 13.3s
555:	learn: 0.0000505	total: 16.6s	remaining: 13.3s
556:	learn: 0.0000502	total: 16.7s	remaining: 13.3s
557:	learn: 0.0000497	total: 16.7s	remaining: 13.2s
558:	learn: 0.0000491	total: 16.7s	remaining: 13.2s
559:	learn: 0.0000485	total: 16.8s	remaining: 13.2s
560:	learn: 0.0000481	total: 16.8s	remaining: 13.1s
561:	learn: 0.0000475	total: 16.8s	remaining: 13.1s
562:	learn: 0.0000466	total: 16.9s	remaining: 13.1s
563:	learn: 0.0000457	total: 16.9s	remaining: 13.1s
564:	learn: 0.0000448	total: 16.9s	remaining: 13s
565:	learn: 0.0000443	total: 16.9s	remaining: 13s
566:	learn: 0.0000437	total: 17s	remaining: 13s
567:	learn: 0.0000432	total: 17s	remaining: 12.9s
568:	learn: 0.0000424	total: 17s	remaining: 12.9s
569:	learn: 0.0000417	total: 17.1s	remaining: 12.9s
570:	learn: 0.0000414	total: 17.1s	remaining: 12.9s
571:	learn: 0.0000406	total: 17.1s	remaining: 12.8s
572:	learn: 0.0000398	total: 17.2s	remaining: 12.8s
573:	learn: 0.0000392	total: 17.2s	remaining: 12.8s
574:	learn: 0.0000389	total: 17.2s	remaining: 12.7s
575:	learn: 0.0000385	total: 17.3s	remaining: 12.7s
576:	learn: 0.0000380	total: 17.3s	remaining: 12.7s
577:	learn: 0.0000371	total: 17.3s	remaining: 12.6s
578:	learn: 0.0000366	total: 17.3s	remaining: 12.6s
579:	learn: 0.0000361	total: 17.4s	remaining: 12.6s
580:	learn: 0.0000353	total: 17.4s	remaining: 12.6s
581:	learn: 0.0000348	total: 17.4s	remaining: 12.5s
582:	learn: 0.0000346	total: 17.5s	remaining: 12.5s
583:	learn: 0.0000341	total: 17.5s	remaining: 12.5s
584:	learn: 0.0000338	total: 17.5s	remaining: 12.4s
585:	learn: 0.0000334	total: 17.6s	remaining: 12.4s
586:	learn: 0.0000328	total: 17.6s	remaining: 12.4s
587:	learn: 0.0000321	total: 17.6s	remaining: 12.3s
588:	learn: 0.0000316	total: 17.7s	remaining: 12.3s
589:	learn: 0.0000311	total: 17.7s	remaining: 12.3s
590:	learn: 0.0000308	total: 17.7s	remaining: 12.3s
591:	learn: 0.0000305	total: 17.7s	remaining: 12.2s
592:	learn: 0.0000303	total: 17.8s	remaining: 12.2s
593:	learn: 0.0000299	total: 17.8s	remaining: 12.2s
594:	learn: 0.0000296	total: 17.8s	remaining: 12.1s
595:	learn: 0.0000293	total: 17.9s	remaining: 12.1s
596:	learn: 0.0000290	total: 17.9s	remaining: 12.1s
597:	learn: 0.0000285	total: 17.9s	remaining: 12s
598:	learn: 0.0000280	total: 18s	remaining: 12s
599:	learn: 0.0000277	total: 18s	remaining: 12s
600:	learn: 0.0000272	total: 18s	remaining: 12s
601:	learn: 0.0000269	total: 18.1s	remaining: 11.9s
602:	learn: 0.0000265	total: 18.1s	remaining: 11.9s
603:	learn: 0.0000260	total: 18.1s	remaining: 11.9s
604:	learn: 0.0000255	total: 18.1s	remaining: 11.8s
605:	learn: 0.0000253	total: 18.2s	remaining: 11.8s
606:	learn: 0.0000248	total: 18.2s	remaining: 11.8s
607:	learn: 0.0000247	total: 18.2s	remaining: 11.8s
608:	learn: 0.0000242	total: 18.3s	remaining: 11.7s
609:	learn: 0.0000238	total: 18.3s	remaining: 11.7s
610:	learn: 0.0000235	total: 18.3s	remaining: 11.7s
611:	learn: 0.0000231	total: 18.4s	remaining: 11.6s
612:	learn: 0.0000227	total: 18.4s	remaining: 11.6s
613:	learn: 0.0000224	total: 18.4s	remaining: 11.6s
614:	learn: 0.0000219	total: 18.4s	remaining: 11.5s
615:	learn: 0.0000216	total: 18.5s	remaining: 11.5s
616:	learn: 0.0000212	total: 18.5s	remaining: 11.5s
617:	learn: 0.0000209	total: 18.5s	remaining: 11.5s
618:	learn: 0.0000207	total: 18.6s	remaining: 11.4s
619:	learn: 0.0000205	total: 18.6s	remaining: 11.4s
620:	learn: 0.0000203	total: 18.6s	remaining: 11.4s
621:	learn: 0.0000199	total: 18.7s	remaining: 11.3s
622:	learn: 0.0000196	total: 18.7s	remaining: 11.3s
623:	learn: 0.0000192	total: 18.7s	remaining: 11.3s
624:	learn: 0.0000187	total: 18.7s	remaining: 11.2s
625:	learn: 0.0000185	total: 18.8s	remaining: 11.2s
626:	learn: 0.0000184	total: 18.8s	remaining: 11.2s
627:	learn: 0.0000182	total: 18.8s	remaining: 11.2s
628:	learn: 0.0000180	total: 18.9s	remaining: 11.1s
629:	learn: 0.0000177	total: 18.9s	remaining: 11.1s
630:	learn: 0.0000174	total: 18.9s	remaining: 11.1s
631:	learn: 0.0000171	total: 19s	remaining: 11s
632:	learn: 0.0000170	total: 19s	remaining: 11s
633:	learn: 0.0000168	total: 19s	remaining: 11s
634:	learn: 0.0000165	total: 19s	remaining: 10.9s
635:	learn: 0.0000163	total: 19.1s	remaining: 10.9s
636:	learn: 0.0000162	total: 19.1s	remaining: 10.9s
637:	learn: 0.0000159	total: 19.1s	remaining: 10.8s
638:	learn: 0.0000159	total: 19.2s	remaining: 10.8s
639:	learn: 0.0000158	total: 19.2s	remaining: 10.8s
640:	learn: 0.0000154	total: 19.2s	remaining: 10.8s
641:	learn: 0.0000152	total: 19.2s	remaining: 10.7s
642:	learn: 0.0000148	total: 19.3s	remaining: 10.7s
643:	learn: 0.0000146	total: 19.3s	remaining: 10.7s
644:	learn: 0.0000145	total: 19.3s	remaining: 10.6s
645:	learn: 0.0000143	total: 19.4s	remaining: 10.6s
646:	learn: 0.0000140	total: 19.4s	remaining: 10.6s
647:	learn: 0.0000138	total: 19.4s	remaining: 10.5s
648:	learn: 0.0000136	total: 19.4s	remaining: 10.5s
649:	learn: 0.0000134	total: 19.5s	remaining: 10.5s
650:	learn: 0.0000131	total: 19.5s	remaining: 10.5s
651:	learn: 0.0000129	total: 19.5s	remaining: 10.4s
652:	learn: 0.0000126	total: 19.6s	remaining: 10.4s
653:	learn: 0.0000125	total: 19.6s	remaining: 10.4s
654:	learn: 0.0000122	total: 19.6s	remaining: 10.3s
655:	learn: 0.0000120	total: 19.7s	remaining: 10.3s
656:	learn: 0.0000119	total: 19.7s	remaining: 10.3s
657:	learn: 0.0000118	total: 19.7s	remaining: 10.2s
658:	learn: 0.0000115	total: 19.7s	remaining: 10.2s
659:	learn: 0.0000115	total: 19.8s	remaining: 10.2s
660:	learn: 0.0000113	total: 19.8s	remaining: 10.1s
661:	learn: 0.0000112	total: 19.8s	remaining: 10.1s
662:	learn: 0.0000110	total: 19.8s	remaining: 10.1s
663:	learn: 0.0000108	total: 19.9s	remaining: 10.1s
664:	learn: 0.0000108	total: 19.9s	remaining: 10s
665:	learn: 0.0000105	total: 19.9s	remaining: 9.98s
666:	learn: 0.0000104	total: 19.9s	remaining: 9.95s
667:	learn: 0.0000102	total: 20s	remaining: 9.92s
668:	learn: 0.0000100	total: 20s	remaining: 9.89s
669:	learn: 0.0000098	total: 20s	remaining: 9.86s
670:	learn: 0.0000096	total: 20.1s	remaining: 9.84s
671:	learn: 0.0000096	total: 20.1s	remaining: 9.81s
672:	learn: 0.0000094	total: 20.1s	remaining: 9.78s
673:	learn: 0.0000094	total: 20.1s	remaining: 9.73s
674:	learn: 0.0000092	total: 20.2s	remaining: 9.7s
675:	learn: 0.0000090	total: 20.2s	remaining: 9.67s
676:	learn: 0.0000089	total: 20.2s	remaining: 9.64s
677:	learn: 0.0000088	total: 20.2s	remaining: 9.62s
678:	learn: 0.0000087	total: 20.3s	remaining: 9.59s
679:	learn: 0.0000085	total: 20.3s	remaining: 9.56s
680:	learn: 0.0000084	total: 20.3s	remaining: 9.53s
681:	learn: 0.0000083	total: 20.4s	remaining: 9.49s
682:	learn: 0.0000082	total: 20.4s	remaining: 9.46s
683:	learn: 0.0000080	total: 20.4s	remaining: 9.44s
684:	learn: 0.0000079	total: 20.5s	remaining: 9.41s
685:	learn: 0.0000077	total: 20.5s	remaining: 9.38s
686:	learn: 0.0000077	total: 20.5s	remaining: 9.35s
687:	learn: 0.0000077	total: 20.5s	remaining: 9.32s
688:	learn: 0.0000076	total: 20.6s	remaining: 9.29s
689:	learn: 0.0000075	total: 20.6s	remaining: 9.25s
690:	learn: 0.0000074	total: 20.6s	remaining: 9.22s
691:	learn: 0.0000073	total: 20.7s	remaining: 9.2s
692:	learn: 0.0000072	total: 20.7s	remaining: 9.16s
693:	learn: 0.0000071	total: 20.7s	remaining: 9.13s
694:	learn: 0.0000070	total: 20.7s	remaining: 9.09s
695:	learn: 0.0000069	total: 20.8s	remaining: 9.06s
696:	learn: 0.0000068	total: 20.8s	remaining: 9.04s
697:	learn: 0.0000067	total: 20.8s	remaining: 9.01s
698:	learn: 0.0000065	total: 20.8s	remaining: 8.98s
699:	learn: 0.0000064	total: 20.9s	remaining: 8.95s
700:	learn: 0.0000064	total: 20.9s	remaining: 8.92s
701:	learn: 0.0000063	total: 20.9s	remaining: 8.89s
702:	learn: 0.0000062	total: 21s	remaining: 8.86s
703:	learn: 0.0000061	total: 21s	remaining: 8.83s
704:	learn: 0.0000060	total: 21s	remaining: 8.8s
705:	learn: 0.0000059	total: 21.1s	remaining: 8.77s
706:	learn: 0.0000059	total: 21.1s	remaining: 8.74s
707:	learn: 0.0000058	total: 21.1s	remaining: 8.71s
708:	learn: 0.0000057	total: 21.1s	remaining: 8.68s
709:	learn: 0.0000056	total: 21.2s	remaining: 8.65s
710:	learn: 0.0000055	total: 21.2s	remaining: 8.62s
711:	learn: 0.0000054	total: 21.2s	remaining: 8.59s
712:	learn: 0.0000053	total: 21.3s	remaining: 8.56s
713:	learn: 0.0000052	total: 21.3s	remaining: 8.53s
714:	learn: 0.0000051	total: 21.3s	remaining: 8.5s
715:	learn: 0.0000050	total: 21.4s	remaining: 8.47s
716:	learn: 0.0000049	total: 21.4s	remaining: 8.45s
717:	learn: 0.0000049	total: 21.4s	remaining: 8.41s
718:	learn: 0.0000048	total: 21.5s	remaining: 8.38s
719:	learn: 0.0000048	total: 21.5s	remaining: 8.36s
720:	learn: 0.0000048	total: 21.5s	remaining: 8.32s
721:	learn: 0.0000047	total: 21.6s	remaining: 8.3s
722:	learn: 0.0000046	total: 21.6s	remaining: 8.27s
723:	learn: 0.0000046	total: 21.6s	remaining: 8.24s
724:	learn: 0.0000045	total: 21.6s	remaining: 8.21s
725:	learn: 0.0000045	total: 21.7s	remaining: 8.18s
726:	learn: 0.0000044	total: 21.7s	remaining: 8.15s
727:	learn: 0.0000044	total: 21.7s	remaining: 8.12s
728:	learn: 0.0000043	total: 21.8s	remaining: 8.09s
729:	learn: 0.0000042	total: 21.8s	remaining: 8.06s
730:	learn: 0.0000042	total: 21.8s	remaining: 8.03s
731:	learn: 0.0000041	total: 21.9s	remaining: 8s
732:	learn: 0.0000040	total: 21.9s	remaining: 7.97s
733:	learn: 0.0000039	total: 21.9s	remaining: 7.94s
734:	learn: 0.0000039	total: 21.9s	remaining: 7.91s
735:	learn: 0.0000038	total: 22s	remaining: 7.88s
736:	learn: 0.0000037	total: 22s	remaining: 7.85s
737:	learn: 0.0000037	total: 22s	remaining: 7.82s
738:	learn: 0.0000036	total: 22.1s	remaining: 7.79s
739:	learn: 0.0000036	total: 22.1s	remaining: 7.76s
740:	learn: 0.0000035	total: 22.1s	remaining: 7.74s
741:	learn: 0.0000035	total: 22.2s	remaining: 7.71s
742:	learn: 0.0000035	total: 22.2s	remaining: 7.67s
743:	learn: 0.0000034	total: 22.2s	remaining: 7.64s
744:	learn: 0.0000033	total: 22.2s	remaining: 7.62s
745:	learn: 0.0000033	total: 22.3s	remaining: 7.59s
746:	learn: 0.0000032	total: 22.3s	remaining: 7.56s
747:	learn: 0.0000031	total: 22.3s	remaining: 7.53s
748:	learn: 0.0000031	total: 22.4s	remaining: 7.5s
749:	learn: 0.0000030	total: 22.4s	remaining: 7.47s
750:	learn: 0.0000030	total: 22.4s	remaining: 7.44s
751:	learn: 0.0000030	total: 22.5s	remaining: 7.41s
752:	learn: 0.0000029	total: 22.5s	remaining: 7.38s
753:	learn: 0.0000029	total: 22.5s	remaining: 7.35s
754:	learn: 0.0000029	total: 22.5s	remaining: 7.32s
755:	learn: 0.0000028	total: 22.6s	remaining: 7.28s
756:	learn: 0.0000028	total: 22.6s	remaining: 7.25s
757:	learn: 0.0000028	total: 22.6s	remaining: 7.22s
758:	learn: 0.0000027	total: 22.7s	remaining: 7.2s
759:	learn: 0.0000027	total: 22.7s	remaining: 7.17s
760:	learn: 0.0000027	total: 22.7s	remaining: 7.13s
761:	learn: 0.0000026	total: 22.7s	remaining: 7.1s
762:	learn: 0.0000025	total: 22.8s	remaining: 7.07s
763:	learn: 0.0000025	total: 22.8s	remaining: 7.04s
764:	learn: 0.0000025	total: 22.8s	remaining: 7.01s
765:	learn: 0.0000024	total: 22.9s	remaining: 6.98s
766:	learn: 0.0000024	total: 22.9s	remaining: 6.95s
767:	learn: 0.0000024	total: 22.9s	remaining: 6.92s
768:	learn: 0.0000024	total: 22.9s	remaining: 6.89s
769:	learn: 0.0000023	total: 23s	remaining: 6.86s
770:	learn: 0.0000023	total: 23s	remaining: 6.83s
771:	learn: 0.0000023	total: 23s	remaining: 6.8s
772:	learn: 0.0000022	total: 23.1s	remaining: 6.78s
773:	learn: 0.0000022	total: 23.1s	remaining: 6.75s
774:	learn: 0.0000021	total: 23.1s	remaining: 6.71s
775:	learn: 0.0000021	total: 23.2s	remaining: 6.68s
776:	learn: 0.0000021	total: 23.2s	remaining: 6.66s
777:	learn: 0.0000021	total: 23.2s	remaining: 6.63s
778:	learn: 0.0000020	total: 23.3s	remaining: 6.6s
779:	learn: 0.0000020	total: 23.3s	remaining: 6.57s
780:	learn: 0.0000020	total: 23.3s	remaining: 6.54s
781:	learn: 0.0000019	total: 23.3s	remaining: 6.51s
782:	learn: 0.0000019	total: 23.4s	remaining: 6.48s
783:	learn: 0.0000019	total: 23.4s	remaining: 6.45s
784:	learn: 0.0000019	total: 23.4s	remaining: 6.42s
785:	learn: 0.0000018	total: 23.5s	remaining: 6.39s
786:	learn: 0.0000018	total: 23.5s	remaining: 6.36s
787:	learn: 0.0000018	total: 23.5s	remaining: 6.33s
788:	learn: 0.0000018	total: 23.6s	remaining: 6.3s
789:	learn: 0.0000018	total: 23.6s	remaining: 6.26s
790:	learn: 0.0000017	total: 23.6s	remaining: 6.23s
791:	learn: 0.0000017	total: 23.6s	remaining: 6.2s
792:	learn: 0.0000017	total: 23.7s	remaining: 6.17s
793:	learn: 0.0000017	total: 23.7s	remaining: 6.14s
794:	learn: 0.0000017	total: 23.7s	remaining: 6.11s
795:	learn: 0.0000016	total: 23.7s	remaining: 6.08s
796:	learn: 0.0000016	total: 23.8s	remaining: 6.06s
797:	learn: 0.0000016	total: 23.8s	remaining: 6.03s
798:	learn: 0.0000015	total: 23.8s	remaining: 6s
799:	learn: 0.0000015	total: 23.9s	remaining: 5.97s
800:	learn: 0.0000015	total: 23.9s	remaining: 5.94s
801:	learn: 0.0000015	total: 23.9s	remaining: 5.91s
802:	learn: 0.0000014	total: 24s	remaining: 5.88s
803:	learn: 0.0000014	total: 24s	remaining: 5.85s
804:	learn: 0.0000014	total: 24s	remaining: 5.82s
805:	learn: 0.0000014	total: 24.1s	remaining: 5.79s
806:	learn: 0.0000014	total: 24.1s	remaining: 5.76s
807:	learn: 0.0000013	total: 24.1s	remaining: 5.73s
808:	learn: 0.0000013	total: 24.1s	remaining: 5.7s
809:	learn: 0.0000013	total: 24.2s	remaining: 5.67s
810:	learn: 0.0000013	total: 24.2s	remaining: 5.64s
811:	learn: 0.0000012	total: 24.2s	remaining: 5.61s
812:	learn: 0.0000012	total: 24.3s	remaining: 5.58s
813:	learn: 0.0000012	total: 24.3s	remaining: 5.55s
814:	learn: 0.0000012	total: 24.3s	remaining: 5.52s
815:	learn: 0.0000012	total: 24.4s	remaining: 5.49s
816:	learn: 0.0000012	total: 24.4s	remaining: 5.46s
817:	learn: 0.0000011	total: 24.4s	remaining: 5.43s
818:	learn: 0.0000011	total: 24.4s	remaining: 5.4s
819:	learn: 0.0000011	total: 24.5s	remaining: 5.37s
820:	learn: 0.0000011	total: 24.5s	remaining: 5.34s
821:	learn: 0.0000011	total: 24.5s	remaining: 5.31s
822:	learn: 0.0000011	total: 24.6s	remaining: 5.28s
823:	learn: 0.0000010	total: 24.6s	remaining: 5.25s
824:	learn: 0.0000010	total: 24.6s	remaining: 5.22s
825:	learn: 0.0000010	total: 24.7s	remaining: 5.19s
826:	learn: 0.0000010	total: 24.7s	remaining: 5.16s
827:	learn: 0.0000010	total: 24.7s	remaining: 5.13s
828:	learn: 0.0000010	total: 24.8s	remaining: 5.11s
829:	learn: 0.0000009	total: 24.8s	remaining: 5.08s
830:	learn: 0.0000009	total: 24.8s	remaining: 5.04s
831:	learn: 0.0000009	total: 24.8s	remaining: 5.01s
832:	learn: 0.0000009	total: 24.9s	remaining: 4.99s
833:	learn: 0.0000009	total: 24.9s	remaining: 4.96s
834:	learn: 0.0000009	total: 24.9s	remaining: 4.93s
835:	learn: 0.0000009	total: 25s	remaining: 4.9s
836:	learn: 0.0000009	total: 25s	remaining: 4.87s
837:	learn: 0.0000008	total: 25s	remaining: 4.84s
838:	learn: 0.0000008	total: 25.1s	remaining: 4.81s
839:	learn: 0.0000008	total: 25.1s	remaining: 4.78s
840:	learn: 0.0000008	total: 25.1s	remaining: 4.75s
841:	learn: 0.0000008	total: 25.1s	remaining: 4.71s
842:	learn: 0.0000008	total: 25.2s	remaining: 4.68s
843:	learn: 0.0000008	total: 25.2s	remaining: 4.66s
844:	learn: 0.0000008	total: 25.2s	remaining: 4.63s
845:	learn: 0.0000008	total: 25.2s	remaining: 4.59s
846:	learn: 0.0000008	total: 25.3s	remaining: 4.57s
847:	learn: 0.0000008	total: 25.3s	remaining: 4.53s
848:	learn: 0.0000007	total: 25.3s	remaining: 4.5s
849:	learn: 0.0000007	total: 25.3s	remaining: 4.47s
850:	learn: 0.0000007	total: 25.4s	remaining: 4.44s
851:	learn: 0.0000007	total: 25.4s	remaining: 4.41s
852:	learn: 0.0000007	total: 25.4s	remaining: 4.38s
853:	learn: 0.0000007	total: 25.4s	remaining: 4.35s
854:	learn: 0.0000007	total: 25.5s	remaining: 4.32s
855:	learn: 0.0000007	total: 25.5s	remaining: 4.29s
856:	learn: 0.0000007	total: 25.5s	remaining: 4.26s
857:	learn: 0.0000007	total: 25.6s	remaining: 4.23s
858:	learn: 0.0000006	total: 25.6s	remaining: 4.2s
859:	learn: 0.0000006	total: 25.6s	remaining: 4.17s
860:	learn: 0.0000006	total: 25.7s	remaining: 4.14s
861:	learn: 0.0000006	total: 25.7s	remaining: 4.11s
862:	learn: 0.0000006	total: 25.7s	remaining: 4.08s
863:	learn: 0.0000006	total: 25.8s	remaining: 4.05s
864:	learn: 0.0000006	total: 25.8s	remaining: 4.03s
865:	learn: 0.0000006	total: 25.8s	remaining: 4s
866:	learn: 0.0000006	total: 25.9s	remaining: 3.97s
867:	learn: 0.0000006	total: 25.9s	remaining: 3.94s
868:	learn: 0.0000006	total: 25.9s	remaining: 3.91s
869:	learn: 0.0000006	total: 25.9s	remaining: 3.88s
870:	learn: 0.0000005	total: 26s	remaining: 3.85s
871:	learn: 0.0000005	total: 26s	remaining: 3.82s
872:	learn: 0.0000005	total: 26s	remaining: 3.79s
873:	learn: 0.0000005	total: 26.1s	remaining: 3.76s
874:	learn: 0.0000005	total: 26.1s	remaining: 3.73s
875:	learn: 0.0000005	total: 26.1s	remaining: 3.7s
876:	learn: 0.0000005	total: 26.2s	remaining: 3.67s
877:	learn: 0.0000005	total: 26.2s	remaining: 3.64s
878:	learn: 0.0000005	total: 26.2s	remaining: 3.61s
879:	learn: 0.0000005	total: 26.3s	remaining: 3.58s
880:	learn: 0.0000005	total: 26.3s	remaining: 3.55s
881:	learn: 0.0000005	total: 26.3s	remaining: 3.51s
882:	learn: 0.0000005	total: 26.3s	remaining: 3.48s
883:	learn: 0.0000005	total: 26.3s	remaining: 3.45s
884:	learn: 0.0000005	total: 26.3s	remaining: 3.42s
885:	learn: 0.0000005	total: 26.4s	remaining: 3.39s
886:	learn: 0.0000005	total: 26.4s	remaining: 3.36s
887:	learn: 0.0000004	total: 26.4s	remaining: 3.33s
888:	learn: 0.0000004	total: 26.4s	remaining: 3.3s
889:	learn: 0.0000004	total: 26.5s	remaining: 3.27s
890:	learn: 0.0000004	total: 26.5s	remaining: 3.24s
891:	learn: 0.0000004	total: 26.5s	remaining: 3.21s
892:	learn: 0.0000004	total: 26.6s	remaining: 3.18s
893:	learn: 0.0000004	total: 26.6s	remaining: 3.15s
894:	learn: 0.0000004	total: 26.6s	remaining: 3.12s
895:	learn: 0.0000004	total: 26.6s	remaining: 3.09s
896:	learn: 0.0000004	total: 26.7s	remaining: 3.06s
897:	learn: 0.0000004	total: 26.7s	remaining: 3.03s
898:	learn: 0.0000004	total: 26.7s	remaining: 3s
899:	learn: 0.0000004	total: 26.8s	remaining: 2.97s
900:	learn: 0.0000004	total: 26.8s	remaining: 2.94s
901:	learn: 0.0000004	total: 26.8s	remaining: 2.92s
902:	learn: 0.0000004	total: 26.9s	remaining: 2.88s
903:	learn: 0.0000004	total: 26.9s	remaining: 2.85s
904:	learn: 0.0000004	total: 26.9s	remaining: 2.83s
905:	learn: 0.0000004	total: 26.9s	remaining: 2.79s
906:	learn: 0.0000004	total: 27s	remaining: 2.77s
907:	learn: 0.0000003	total: 27s	remaining: 2.74s
908:	learn: 0.0000003	total: 27s	remaining: 2.71s
909:	learn: 0.0000003	total: 27.1s	remaining: 2.68s
910:	learn: 0.0000003	total: 27.1s	remaining: 2.65s
911:	learn: 0.0000003	total: 27.1s	remaining: 2.62s
912:	learn: 0.0000003	total: 27.2s	remaining: 2.59s
913:	learn: 0.0000003	total: 27.2s	remaining: 2.56s
914:	learn: 0.0000003	total: 27.2s	remaining: 2.53s
915:	learn: 0.0000003	total: 27.3s	remaining: 2.5s
916:	learn: 0.0000003	total: 27.3s	remaining: 2.47s
917:	learn: 0.0000003	total: 27.3s	remaining: 2.44s
918:	learn: 0.0000003	total: 27.3s	remaining: 2.41s
919:	learn: 0.0000003	total: 27.4s	remaining: 2.38s
920:	learn: 0.0000003	total: 27.4s	remaining: 2.35s
921:	learn: 0.0000003	total: 27.4s	remaining: 2.32s
922:	learn: 0.0000003	total: 27.5s	remaining: 2.29s
923:	learn: 0.0000003	total: 27.5s	remaining: 2.26s
924:	learn: 0.0000003	total: 27.5s	remaining: 2.23s
925:	learn: 0.0000003	total: 27.6s	remaining: 2.2s
926:	learn: 0.0000003	total: 27.6s	remaining: 2.17s
927:	learn: 0.0000003	total: 27.6s	remaining: 2.14s
928:	learn: 0.0000003	total: 27.6s	remaining: 2.11s
929:	learn: 0.0000003	total: 27.7s	remaining: 2.08s
930:	learn: 0.0000003	total: 27.7s	remaining: 2.05s
931:	learn: 0.0000003	total: 27.7s	remaining: 2.02s
932:	learn: 0.0000002	total: 27.8s	remaining: 1.99s
933:	learn: 0.0000002	total: 27.8s	remaining: 1.96s
934:	learn: 0.0000002	total: 27.8s	remaining: 1.93s
935:	learn: 0.0000002	total: 27.8s	remaining: 1.9s
936:	learn: 0.0000002	total: 27.9s	remaining: 1.87s
937:	learn: 0.0000002	total: 27.9s	remaining: 1.84s
938:	learn: 0.0000002	total: 27.9s	remaining: 1.81s
939:	learn: 0.0000002	total: 28s	remaining: 1.78s
940:	learn: 0.0000002	total: 28s	remaining: 1.75s
941:	learn: 0.0000002	total: 28s	remaining: 1.73s
942:	learn: 0.0000002	total: 28.1s	remaining: 1.7s
943:	learn: 0.0000002	total: 28.1s	remaining: 1.67s
944:	learn: 0.0000002	total: 28.1s	remaining: 1.64s
945:	learn: 0.0000002	total: 28.2s	remaining: 1.61s
946:	learn: 0.0000002	total: 28.2s	remaining: 1.58s
947:	learn: 0.0000002	total: 28.2s	remaining: 1.55s
948:	learn: 0.0000002	total: 28.2s	remaining: 1.52s
949:	learn: 0.0000002	total: 28.3s	remaining: 1.49s
950:	learn: 0.0000002	total: 28.3s	remaining: 1.46s
951:	learn: 0.0000002	total: 28.3s	remaining: 1.43s
952:	learn: 0.0000002	total: 28.4s	remaining: 1.4s
953:	learn: 0.0000002	total: 28.4s	remaining: 1.37s
954:	learn: 0.0000002	total: 28.4s	remaining: 1.34s
955:	learn: 0.0000002	total: 28.5s	remaining: 1.31s
956:	learn: 0.0000002	total: 28.5s	remaining: 1.28s
957:	learn: 0.0000002	total: 28.5s	remaining: 1.25s
958:	learn: 0.0000002	total: 28.6s	remaining: 1.22s
959:	learn: 0.0000002	total: 28.6s	remaining: 1.19s
960:	learn: 0.0000002	total: 28.6s	remaining: 1.16s
961:	learn: 0.0000002	total: 28.6s	remaining: 1.13s
962:	learn: 0.0000002	total: 28.7s	remaining: 1.1s
963:	learn: 0.0000002	total: 28.7s	remaining: 1.07s
964:	learn: 0.0000002	total: 28.7s	remaining: 1.04s
965:	learn: 0.0000002	total: 28.7s	remaining: 1.01s
966:	learn: 0.0000002	total: 28.8s	remaining: 982ms
967:	learn: 0.0000002	total: 28.8s	remaining: 952ms
968:	learn: 0.0000002	total: 28.8s	remaining: 922ms
969:	learn: 0.0000002	total: 28.8s	remaining: 892ms
970:	learn: 0.0000002	total: 28.9s	remaining: 863ms
971:	learn: 0.0000002	total: 28.9s	remaining: 833ms
972:	learn: 0.0000001	total: 28.9s	remaining: 803ms
973:	learn: 0.0000001	total: 29s	remaining: 774ms
974:	learn: 0.0000001	total: 29s	remaining: 744ms
975:	learn: 0.0000001	total: 29s	remaining: 714ms
976:	learn: 0.0000001	total: 29.1s	remaining: 684ms
977:	learn: 0.0000001	total: 29.1s	remaining: 655ms
978:	learn: 0.0000001	total: 29.1s	remaining: 625ms
979:	learn: 0.0000001	total: 29.2s	remaining: 595ms
980:	learn: 0.0000001	total: 29.2s	remaining: 565ms
981:	learn: 0.0000001	total: 29.2s	remaining: 536ms
982:	learn: 0.0000001	total: 29.3s	remaining: 506ms
983:	learn: 0.0000001	total: 29.3s	remaining: 476ms
984:	learn: 0.0000001	total: 29.3s	remaining: 446ms
985:	learn: 0.0000001	total: 29.3s	remaining: 417ms
986:	learn: 0.0000001	total: 29.4s	remaining: 387ms
987:	learn: 0.0000001	total: 29.4s	remaining: 357ms
988:	learn: 0.0000001	total: 29.4s	remaining: 327ms
989:	learn: 0.0000001	total: 29.5s	remaining: 298ms
990:	learn: 0.0000001	total: 29.5s	remaining: 268ms
991:	learn: 0.0000001	total: 29.5s	remaining: 238ms
992:	learn: 0.0000001	total: 29.6s	remaining: 208ms
993:	learn: 0.0000001	total: 29.6s	remaining: 179ms
994:	learn: 0.0000001	total: 29.6s	remaining: 149ms
995:	learn: 0.0000001	total: 29.6s	remaining: 119ms
996:	learn: 0.0000001	total: 29.7s	remaining: 89.3ms
997:	learn: 0.0000001	total: 29.7s	remaining: 59.5ms
998:	learn: 0.0000001	total: 29.7s	remaining: 29.8ms
999:	learn: 0.0000001	total: 29.8s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=3, depth=10, total=  30.6s
[CV] learning_rate=0.1, l2_leaf_reg=3, depth=10 ......................
0:	learn: 0.8399306	total: 48.7ms	remaining: 48.6s
1:	learn: 0.8040906	total: 87.3ms	remaining: 43.6s
2:	learn: 0.7654250	total: 89.9ms	remaining: 29.9s
3:	learn: 0.7303852	total: 128ms	remaining: 31.9s
4:	learn: 0.6961912	total: 176ms	remaining: 35.1s
5:	learn: 0.6710988	total: 224ms	remaining: 37s
6:	learn: 0.6441535	total: 266ms	remaining: 37.8s
7:	learn: 0.6193685	total: 304ms	remaining: 37.7s
8:	learn: 0.5987557	total: 344ms	remaining: 37.8s
9:	learn: 0.5741594	total: 393ms	remaining: 38.9s
10:	learn: 0.5532339	total: 435ms	remaining: 39.1s
11:	learn: 0.5345146	total: 478ms	remaining: 39.3s
12:	learn: 0.5146826	total: 517ms	remaining: 39.3s
13:	learn: 0.4976537	total: 558ms	remaining: 39.3s
14:	learn: 0.4791459	total: 612ms	remaining: 40.2s
15:	learn: 0.4598104	total: 647ms	remaining: 39.8s
16:	learn: 0.4437776	total: 690ms	remaining: 39.9s
17:	learn: 0.4290777	total: 732ms	remaining: 39.9s
18:	learn: 0.4167031	total: 775ms	remaining: 40s
19:	learn: 0.4024805	total: 823ms	remaining: 40.3s
20:	learn: 0.3888936	total: 855ms	remaining: 39.9s
21:	learn: 0.3790688	total: 894ms	remaining: 39.7s
22:	learn: 0.3669932	total: 932ms	remaining: 39.6s
23:	learn: 0.3559783	total: 976ms	remaining: 39.7s
24:	learn: 0.3466685	total: 1.02s	remaining: 39.8s
25:	learn: 0.3383340	total: 1.06s	remaining: 39.6s
26:	learn: 0.3299958	total: 1.09s	remaining: 39.3s
27:	learn: 0.3228046	total: 1.12s	remaining: 39s
28:	learn: 0.3147215	total: 1.16s	remaining: 38.7s
29:	learn: 0.3071762	total: 1.2s	remaining: 38.8s
30:	learn: 0.2996367	total: 1.23s	remaining: 38.6s
31:	learn: 0.2918955	total: 1.27s	remaining: 38.4s
32:	learn: 0.2857030	total: 1.3s	remaining: 38.2s
33:	learn: 0.2793482	total: 1.33s	remaining: 37.9s
34:	learn: 0.2728598	total: 1.37s	remaining: 37.7s
35:	learn: 0.2667086	total: 1.41s	remaining: 37.6s
36:	learn: 0.2607210	total: 1.45s	remaining: 37.6s
37:	learn: 0.2554316	total: 1.48s	remaining: 37.4s
38:	learn: 0.2487899	total: 1.51s	remaining: 37.2s
39:	learn: 0.2427890	total: 1.54s	remaining: 37s
40:	learn: 0.2379826	total: 1.57s	remaining: 36.8s
41:	learn: 0.2336077	total: 1.61s	remaining: 36.7s
42:	learn: 0.2280159	total: 1.64s	remaining: 36.5s
43:	learn: 0.2226702	total: 1.67s	remaining: 36.3s
44:	learn: 0.2181517	total: 1.7s	remaining: 36.1s
45:	learn: 0.2135070	total: 1.73s	remaining: 35.8s
46:	learn: 0.2093629	total: 1.75s	remaining: 35.6s
47:	learn: 0.2058472	total: 1.79s	remaining: 35.5s
48:	learn: 0.2014350	total: 1.82s	remaining: 35.4s
49:	learn: 0.1978243	total: 1.85s	remaining: 35.2s
50:	learn: 0.1938256	total: 1.88s	remaining: 35s
51:	learn: 0.1898468	total: 1.91s	remaining: 34.8s
52:	learn: 0.1858130	total: 1.94s	remaining: 34.6s
53:	learn: 0.1815767	total: 1.97s	remaining: 34.6s
54:	learn: 0.1782866	total: 2s	remaining: 34.4s
55:	learn: 0.1750789	total: 2.03s	remaining: 34.3s
56:	learn: 0.1721852	total: 2.06s	remaining: 34.1s
57:	learn: 0.1696561	total: 2.09s	remaining: 33.9s
58:	learn: 0.1667566	total: 2.12s	remaining: 33.8s
59:	learn: 0.1636762	total: 2.15s	remaining: 33.7s
60:	learn: 0.1603213	total: 2.19s	remaining: 33.7s
61:	learn: 0.1572911	total: 2.22s	remaining: 33.6s
62:	learn: 0.1543843	total: 2.25s	remaining: 33.4s
63:	learn: 0.1517202	total: 2.28s	remaining: 33.3s
64:	learn: 0.1482574	total: 2.3s	remaining: 33.2s
65:	learn: 0.1459507	total: 2.33s	remaining: 33s
66:	learn: 0.1428426	total: 2.37s	remaining: 33s
67:	learn: 0.1410150	total: 2.4s	remaining: 32.9s
68:	learn: 0.1392468	total: 2.43s	remaining: 32.8s
69:	learn: 0.1370814	total: 2.46s	remaining: 32.7s
70:	learn: 0.1356468	total: 2.49s	remaining: 32.6s
71:	learn: 0.1331688	total: 2.52s	remaining: 32.5s
72:	learn: 0.1310128	total: 2.56s	remaining: 32.5s
73:	learn: 0.1288281	total: 2.59s	remaining: 32.4s
74:	learn: 0.1272594	total: 2.62s	remaining: 32.3s
75:	learn: 0.1261485	total: 2.65s	remaining: 32.2s
76:	learn: 0.1238525	total: 2.68s	remaining: 32.1s
77:	learn: 0.1217680	total: 2.71s	remaining: 32s
78:	learn: 0.1193996	total: 2.74s	remaining: 32s
79:	learn: 0.1165948	total: 2.77s	remaining: 31.9s
80:	learn: 0.1145615	total: 2.8s	remaining: 31.8s
81:	learn: 0.1118782	total: 2.83s	remaining: 31.7s
82:	learn: 0.1100418	total: 2.86s	remaining: 31.6s
83:	learn: 0.1084098	total: 2.89s	remaining: 31.5s
84:	learn: 0.1065977	total: 2.92s	remaining: 31.4s
85:	learn: 0.1043783	total: 2.96s	remaining: 31.4s
86:	learn: 0.1030451	total: 2.99s	remaining: 31.3s
87:	learn: 0.1008195	total: 3.02s	remaining: 31.3s
88:	learn: 0.0990666	total: 3.05s	remaining: 31.2s
89:	learn: 0.0965289	total: 3.08s	remaining: 31.1s
90:	learn: 0.0945066	total: 3.1s	remaining: 31s
91:	learn: 0.0935366	total: 3.14s	remaining: 31s
92:	learn: 0.0927143	total: 3.17s	remaining: 30.9s
93:	learn: 0.0914843	total: 3.2s	remaining: 30.9s
94:	learn: 0.0902797	total: 3.23s	remaining: 30.8s
95:	learn: 0.0885563	total: 3.26s	remaining: 30.7s
96:	learn: 0.0876826	total: 3.29s	remaining: 30.6s
97:	learn: 0.0856145	total: 3.32s	remaining: 30.6s
98:	learn: 0.0838667	total: 3.35s	remaining: 30.5s
99:	learn: 0.0824150	total: 3.38s	remaining: 30.4s
100:	learn: 0.0804381	total: 3.41s	remaining: 30.4s
101:	learn: 0.0789681	total: 3.44s	remaining: 30.3s
102:	learn: 0.0776652	total: 3.47s	remaining: 30.2s
103:	learn: 0.0765798	total: 3.5s	remaining: 30.2s
104:	learn: 0.0749456	total: 3.54s	remaining: 30.1s
105:	learn: 0.0732066	total: 3.56s	remaining: 30.1s
106:	learn: 0.0720571	total: 3.59s	remaining: 30s
107:	learn: 0.0707403	total: 3.62s	remaining: 29.9s
108:	learn: 0.0696946	total: 3.65s	remaining: 29.9s
109:	learn: 0.0682542	total: 3.69s	remaining: 29.9s
110:	learn: 0.0668286	total: 3.72s	remaining: 29.8s
111:	learn: 0.0653808	total: 3.75s	remaining: 29.7s
112:	learn: 0.0646207	total: 3.78s	remaining: 29.7s
113:	learn: 0.0633299	total: 3.81s	remaining: 29.6s
114:	learn: 0.0622546	total: 3.83s	remaining: 29.5s
115:	learn: 0.0613102	total: 3.87s	remaining: 29.5s
116:	learn: 0.0601437	total: 3.9s	remaining: 29.5s
117:	learn: 0.0588922	total: 3.93s	remaining: 29.4s
118:	learn: 0.0578638	total: 3.96s	remaining: 29.3s
119:	learn: 0.0570535	total: 3.99s	remaining: 29.3s
120:	learn: 0.0567265	total: 4.02s	remaining: 29.2s
121:	learn: 0.0559134	total: 4.06s	remaining: 29.2s
122:	learn: 0.0548458	total: 4.09s	remaining: 29.2s
123:	learn: 0.0537199	total: 4.12s	remaining: 29.1s
124:	learn: 0.0531895	total: 4.15s	remaining: 29.1s
125:	learn: 0.0520119	total: 4.18s	remaining: 29s
126:	learn: 0.0516258	total: 4.21s	remaining: 28.9s
127:	learn: 0.0506758	total: 4.25s	remaining: 28.9s
128:	learn: 0.0498369	total: 4.28s	remaining: 28.9s
129:	learn: 0.0493538	total: 4.31s	remaining: 28.8s
130:	learn: 0.0483749	total: 4.34s	remaining: 28.8s
131:	learn: 0.0473657	total: 4.37s	remaining: 28.7s
132:	learn: 0.0464280	total: 4.4s	remaining: 28.7s
133:	learn: 0.0453899	total: 4.42s	remaining: 28.6s
134:	learn: 0.0448167	total: 4.45s	remaining: 28.5s
135:	learn: 0.0441423	total: 4.49s	remaining: 28.5s
136:	learn: 0.0433214	total: 4.52s	remaining: 28.5s
137:	learn: 0.0422912	total: 4.55s	remaining: 28.4s
138:	learn: 0.0415385	total: 4.58s	remaining: 28.4s
139:	learn: 0.0408913	total: 4.61s	remaining: 28.3s
140:	learn: 0.0401242	total: 4.64s	remaining: 28.3s
141:	learn: 0.0391408	total: 4.67s	remaining: 28.2s
142:	learn: 0.0381800	total: 4.7s	remaining: 28.2s
143:	learn: 0.0372563	total: 4.73s	remaining: 28.1s
144:	learn: 0.0362565	total: 4.76s	remaining: 28.1s
145:	learn: 0.0356563	total: 4.8s	remaining: 28.1s
146:	learn: 0.0348890	total: 4.83s	remaining: 28s
147:	learn: 0.0341448	total: 4.86s	remaining: 28s
148:	learn: 0.0335373	total: 4.89s	remaining: 27.9s
149:	learn: 0.0331329	total: 4.92s	remaining: 27.9s
150:	learn: 0.0327093	total: 4.95s	remaining: 27.8s
151:	learn: 0.0322143	total: 4.99s	remaining: 27.8s
152:	learn: 0.0316656	total: 5.03s	remaining: 27.8s
153:	learn: 0.0313302	total: 5.05s	remaining: 27.8s
154:	learn: 0.0307403	total: 5.08s	remaining: 27.7s
155:	learn: 0.0302495	total: 5.11s	remaining: 27.7s
156:	learn: 0.0297095	total: 5.14s	remaining: 27.6s
157:	learn: 0.0293808	total: 5.18s	remaining: 27.6s
158:	learn: 0.0287666	total: 5.21s	remaining: 27.6s
159:	learn: 0.0286691	total: 5.21s	remaining: 27.4s
160:	learn: 0.0281723	total: 5.24s	remaining: 27.3s
161:	learn: 0.0276067	total: 5.27s	remaining: 27.3s
162:	learn: 0.0270693	total: 5.3s	remaining: 27.2s
163:	learn: 0.0265085	total: 5.33s	remaining: 27.1s
164:	learn: 0.0261215	total: 5.36s	remaining: 27.1s
165:	learn: 0.0257998	total: 5.39s	remaining: 27.1s
166:	learn: 0.0252549	total: 5.42s	remaining: 27s
167:	learn: 0.0247356	total: 5.45s	remaining: 27s
168:	learn: 0.0242593	total: 5.48s	remaining: 26.9s
169:	learn: 0.0239010	total: 5.51s	remaining: 26.9s
170:	learn: 0.0234404	total: 5.55s	remaining: 26.9s
171:	learn: 0.0229798	total: 5.58s	remaining: 26.9s
172:	learn: 0.0226917	total: 5.61s	remaining: 26.8s
173:	learn: 0.0223134	total: 5.64s	remaining: 26.8s
174:	learn: 0.0218085	total: 5.67s	remaining: 26.7s
175:	learn: 0.0213794	total: 5.7s	remaining: 26.7s
176:	learn: 0.0213303	total: 5.7s	remaining: 26.5s
177:	learn: 0.0212721	total: 5.7s	remaining: 26.3s
178:	learn: 0.0209970	total: 5.73s	remaining: 26.3s
179:	learn: 0.0205062	total: 5.77s	remaining: 26.3s
180:	learn: 0.0204447	total: 5.78s	remaining: 26.2s
181:	learn: 0.0200442	total: 5.81s	remaining: 26.1s
182:	learn: 0.0197236	total: 5.84s	remaining: 26.1s
183:	learn: 0.0195985	total: 5.87s	remaining: 26s
184:	learn: 0.0192540	total: 5.9s	remaining: 26s
185:	learn: 0.0191514	total: 5.93s	remaining: 26s
186:	learn: 0.0190412	total: 5.96s	remaining: 25.9s
187:	learn: 0.0188326	total: 5.99s	remaining: 25.9s
188:	learn: 0.0184868	total: 6.02s	remaining: 25.8s
189:	learn: 0.0181546	total: 6.05s	remaining: 25.8s
190:	learn: 0.0177253	total: 6.09s	remaining: 25.8s
191:	learn: 0.0173956	total: 6.12s	remaining: 25.8s
192:	learn: 0.0170612	total: 6.15s	remaining: 25.7s
193:	learn: 0.0170068	total: 6.15s	remaining: 25.6s
194:	learn: 0.0166564	total: 6.18s	remaining: 25.5s
195:	learn: 0.0165064	total: 6.21s	remaining: 25.5s
196:	learn: 0.0164707	total: 6.21s	remaining: 25.3s
197:	learn: 0.0164296	total: 6.21s	remaining: 25.1s
198:	learn: 0.0161470	total: 6.24s	remaining: 25.1s
199:	learn: 0.0158094	total: 6.27s	remaining: 25.1s
200:	learn: 0.0155836	total: 6.3s	remaining: 25.1s
201:	learn: 0.0153847	total: 6.33s	remaining: 25s
202:	learn: 0.0152449	total: 6.36s	remaining: 25s
203:	learn: 0.0148824	total: 6.39s	remaining: 24.9s
204:	learn: 0.0148010	total: 6.42s	remaining: 24.9s
205:	learn: 0.0144343	total: 6.46s	remaining: 24.9s
206:	learn: 0.0141615	total: 6.49s	remaining: 24.9s
207:	learn: 0.0138727	total: 6.52s	remaining: 24.8s
208:	learn: 0.0136562	total: 6.55s	remaining: 24.8s
209:	learn: 0.0133899	total: 6.58s	remaining: 24.7s
210:	learn: 0.0131536	total: 6.61s	remaining: 24.7s
211:	learn: 0.0129255	total: 6.64s	remaining: 24.7s
212:	learn: 0.0128606	total: 6.65s	remaining: 24.6s
213:	learn: 0.0126655	total: 6.68s	remaining: 24.5s
214:	learn: 0.0124911	total: 6.71s	remaining: 24.5s
215:	learn: 0.0122414	total: 6.74s	remaining: 24.5s
216:	learn: 0.0120067	total: 6.76s	remaining: 24.4s
217:	learn: 0.0118340	total: 6.79s	remaining: 24.4s
218:	learn: 0.0116705	total: 6.83s	remaining: 24.4s
219:	learn: 0.0116429	total: 6.83s	remaining: 24.2s
220:	learn: 0.0114291	total: 6.85s	remaining: 24.1s
221:	learn: 0.0111774	total: 6.88s	remaining: 24.1s
222:	learn: 0.0109646	total: 6.91s	remaining: 24.1s
223:	learn: 0.0106902	total: 6.94s	remaining: 24s
224:	learn: 0.0106277	total: 6.95s	remaining: 23.9s
225:	learn: 0.0105049	total: 6.98s	remaining: 23.9s
226:	learn: 0.0102895	total: 7.01s	remaining: 23.9s
227:	learn: 0.0100184	total: 7.05s	remaining: 23.9s
228:	learn: 0.0099900	total: 7.08s	remaining: 23.8s
229:	learn: 0.0097658	total: 7.1s	remaining: 23.8s
230:	learn: 0.0096535	total: 7.13s	remaining: 23.7s
231:	learn: 0.0094331	total: 7.16s	remaining: 23.7s
232:	learn: 0.0091903	total: 7.2s	remaining: 23.7s
233:	learn: 0.0089754	total: 7.23s	remaining: 23.7s
234:	learn: 0.0089531	total: 7.26s	remaining: 23.6s
235:	learn: 0.0087500	total: 7.29s	remaining: 23.6s
236:	learn: 0.0085479	total: 7.32s	remaining: 23.6s
237:	learn: 0.0083274	total: 7.34s	remaining: 23.5s
238:	learn: 0.0083055	total: 7.38s	remaining: 23.5s
239:	learn: 0.0081799	total: 7.41s	remaining: 23.5s
240:	learn: 0.0081649	total: 7.42s	remaining: 23.4s
241:	learn: 0.0079901	total: 7.45s	remaining: 23.3s
242:	learn: 0.0078253	total: 7.47s	remaining: 23.3s
243:	learn: 0.0076808	total: 7.5s	remaining: 23.3s
244:	learn: 0.0076370	total: 7.53s	remaining: 23.2s
245:	learn: 0.0074903	total: 7.57s	remaining: 23.2s
246:	learn: 0.0074732	total: 7.57s	remaining: 23.1s
247:	learn: 0.0073507	total: 7.6s	remaining: 23s
248:	learn: 0.0072349	total: 7.63s	remaining: 23s
249:	learn: 0.0071305	total: 7.66s	remaining: 23s
250:	learn: 0.0070609	total: 7.68s	remaining: 22.9s
251:	learn: 0.0069129	total: 7.71s	remaining: 22.9s
252:	learn: 0.0067716	total: 7.75s	remaining: 22.9s
253:	learn: 0.0066517	total: 7.78s	remaining: 22.9s
254:	learn: 0.0066047	total: 7.81s	remaining: 22.8s
255:	learn: 0.0064681	total: 7.84s	remaining: 22.8s
256:	learn: 0.0063680	total: 7.87s	remaining: 22.7s
257:	learn: 0.0062241	total: 7.9s	remaining: 22.7s
258:	learn: 0.0061378	total: 7.92s	remaining: 22.7s
259:	learn: 0.0060074	total: 7.95s	remaining: 22.6s
260:	learn: 0.0059160	total: 7.99s	remaining: 22.6s
261:	learn: 0.0059036	total: 8s	remaining: 22.5s
262:	learn: 0.0057776	total: 8.03s	remaining: 22.5s
263:	learn: 0.0056832	total: 8.06s	remaining: 22.5s
264:	learn: 0.0055606	total: 8.09s	remaining: 22.4s
265:	learn: 0.0055034	total: 8.11s	remaining: 22.4s
266:	learn: 0.0053923	total: 8.14s	remaining: 22.4s
267:	learn: 0.0052993	total: 8.18s	remaining: 22.3s
268:	learn: 0.0052536	total: 8.21s	remaining: 22.3s
269:	learn: 0.0052098	total: 8.24s	remaining: 22.3s
270:	learn: 0.0051503	total: 8.27s	remaining: 22.2s
271:	learn: 0.0050451	total: 8.3s	remaining: 22.2s
272:	learn: 0.0050294	total: 8.33s	remaining: 22.2s
273:	learn: 0.0049590	total: 8.36s	remaining: 22.2s
274:	learn: 0.0049469	total: 8.37s	remaining: 22.1s
275:	learn: 0.0048642	total: 8.4s	remaining: 22s
276:	learn: 0.0048142	total: 8.43s	remaining: 22s
277:	learn: 0.0047486	total: 8.46s	remaining: 22s
278:	learn: 0.0046651	total: 8.49s	remaining: 21.9s
279:	learn: 0.0046317	total: 8.52s	remaining: 21.9s
280:	learn: 0.0045347	total: 8.55s	remaining: 21.9s
281:	learn: 0.0044370	total: 8.58s	remaining: 21.8s
282:	learn: 0.0043401	total: 8.61s	remaining: 21.8s
283:	learn: 0.0042610	total: 8.64s	remaining: 21.8s
284:	learn: 0.0041956	total: 8.67s	remaining: 21.7s
285:	learn: 0.0041332	total: 8.7s	remaining: 21.7s
286:	learn: 0.0040747	total: 8.73s	remaining: 21.7s
287:	learn: 0.0040624	total: 8.76s	remaining: 21.7s
288:	learn: 0.0040491	total: 8.79s	remaining: 21.6s
289:	learn: 0.0039858	total: 8.82s	remaining: 21.6s
290:	learn: 0.0038965	total: 8.85s	remaining: 21.6s
291:	learn: 0.0038271	total: 8.88s	remaining: 21.5s
292:	learn: 0.0037756	total: 8.91s	remaining: 21.5s
293:	learn: 0.0037055	total: 8.94s	remaining: 21.5s
294:	learn: 0.0036364	total: 8.97s	remaining: 21.4s
295:	learn: 0.0035798	total: 9s	remaining: 21.4s
296:	learn: 0.0034992	total: 9.03s	remaining: 21.4s
297:	learn: 0.0034517	total: 9.06s	remaining: 21.3s
298:	learn: 0.0034230	total: 9.09s	remaining: 21.3s
299:	learn: 0.0033588	total: 9.13s	remaining: 21.3s
300:	learn: 0.0032943	total: 9.16s	remaining: 21.3s
301:	learn: 0.0032266	total: 9.19s	remaining: 21.2s
302:	learn: 0.0031763	total: 9.21s	remaining: 21.2s
303:	learn: 0.0031518	total: 9.24s	remaining: 21.2s
304:	learn: 0.0030942	total: 9.27s	remaining: 21.1s
305:	learn: 0.0030536	total: 9.31s	remaining: 21.1s
306:	learn: 0.0029989	total: 9.34s	remaining: 21.1s
307:	learn: 0.0029361	total: 9.37s	remaining: 21s
308:	learn: 0.0028669	total: 9.4s	remaining: 21s
309:	learn: 0.0028054	total: 9.43s	remaining: 21s
310:	learn: 0.0027612	total: 9.46s	remaining: 21s
311:	learn: 0.0027183	total: 9.49s	remaining: 20.9s
312:	learn: 0.0027009	total: 9.53s	remaining: 20.9s
313:	learn: 0.0026639	total: 9.55s	remaining: 20.9s
314:	learn: 0.0026156	total: 9.58s	remaining: 20.8s
315:	learn: 0.0025927	total: 9.61s	remaining: 20.8s
316:	learn: 0.0025609	total: 9.64s	remaining: 20.8s
317:	learn: 0.0025169	total: 9.68s	remaining: 20.8s
318:	learn: 0.0024603	total: 9.71s	remaining: 20.7s
319:	learn: 0.0024509	total: 9.74s	remaining: 20.7s
320:	learn: 0.0024102	total: 9.76s	remaining: 20.7s
321:	learn: 0.0023881	total: 9.79s	remaining: 20.6s
322:	learn: 0.0023649	total: 9.82s	remaining: 20.6s
323:	learn: 0.0023200	total: 9.86s	remaining: 20.6s
324:	learn: 0.0023013	total: 9.89s	remaining: 20.5s
325:	learn: 0.0022686	total: 9.92s	remaining: 20.5s
326:	learn: 0.0022199	total: 9.95s	remaining: 20.5s
327:	learn: 0.0021828	total: 9.98s	remaining: 20.4s
328:	learn: 0.0021384	total: 10s	remaining: 20.4s
329:	learn: 0.0021164	total: 10s	remaining: 20.4s
330:	learn: 0.0020901	total: 10.1s	remaining: 20.4s
331:	learn: 0.0020479	total: 10.1s	remaining: 20.3s
332:	learn: 0.0020199	total: 10.1s	remaining: 20.3s
333:	learn: 0.0019697	total: 10.2s	remaining: 20.3s
334:	learn: 0.0019209	total: 10.2s	remaining: 20.2s
335:	learn: 0.0018805	total: 10.2s	remaining: 20.2s
336:	learn: 0.0018503	total: 10.3s	remaining: 20.2s
337:	learn: 0.0018200	total: 10.3s	remaining: 20.1s
338:	learn: 0.0017936	total: 10.3s	remaining: 20.1s
339:	learn: 0.0017871	total: 10.3s	remaining: 20.1s
340:	learn: 0.0017523	total: 10.4s	remaining: 20s
341:	learn: 0.0017143	total: 10.4s	remaining: 20s
342:	learn: 0.0017057	total: 10.4s	remaining: 20s
343:	learn: 0.0016844	total: 10.5s	remaining: 20s
344:	learn: 0.0016799	total: 10.5s	remaining: 19.9s
345:	learn: 0.0016403	total: 10.5s	remaining: 19.9s
346:	learn: 0.0016330	total: 10.6s	remaining: 19.9s
347:	learn: 0.0016306	total: 10.6s	remaining: 19.8s
348:	learn: 0.0016127	total: 10.6s	remaining: 19.8s
349:	learn: 0.0015880	total: 10.6s	remaining: 19.7s
350:	learn: 0.0015545	total: 10.7s	remaining: 19.7s
351:	learn: 0.0015207	total: 10.7s	remaining: 19.7s
352:	learn: 0.0015010	total: 10.7s	remaining: 19.6s
353:	learn: 0.0014851	total: 10.7s	remaining: 19.6s
354:	learn: 0.0014758	total: 10.8s	remaining: 19.5s
355:	learn: 0.0014641	total: 10.8s	remaining: 19.5s
356:	learn: 0.0014535	total: 10.8s	remaining: 19.5s
357:	learn: 0.0014402	total: 10.9s	remaining: 19.5s
358:	learn: 0.0014087	total: 10.9s	remaining: 19.4s
359:	learn: 0.0013818	total: 10.9s	remaining: 19.4s
360:	learn: 0.0013799	total: 10.9s	remaining: 19.3s
361:	learn: 0.0013597	total: 10.9s	remaining: 19.3s
362:	learn: 0.0013307	total: 11s	remaining: 19.3s
363:	learn: 0.0013144	total: 11s	remaining: 19.2s
364:	learn: 0.0012948	total: 11s	remaining: 19.2s
365:	learn: 0.0012874	total: 11.1s	remaining: 19.2s
366:	learn: 0.0012607	total: 11.1s	remaining: 19.2s
367:	learn: 0.0012366	total: 11.1s	remaining: 19.1s
368:	learn: 0.0012258	total: 11.2s	remaining: 19.1s
369:	learn: 0.0012075	total: 11.2s	remaining: 19.1s
370:	learn: 0.0011808	total: 11.2s	remaining: 19.1s
371:	learn: 0.0011651	total: 11.3s	remaining: 19s
372:	learn: 0.0011441	total: 11.3s	remaining: 19s
373:	learn: 0.0011327	total: 11.4s	remaining: 19s
374:	learn: 0.0011177	total: 11.4s	remaining: 19s
375:	learn: 0.0011047	total: 11.4s	remaining: 18.9s
376:	learn: 0.0010892	total: 11.4s	remaining: 18.9s
377:	learn: 0.0010690	total: 11.5s	remaining: 18.9s
378:	learn: 0.0010595	total: 11.5s	remaining: 18.9s
379:	learn: 0.0010347	total: 11.6s	remaining: 18.8s
380:	learn: 0.0010213	total: 11.6s	remaining: 18.8s
381:	learn: 0.0010034	total: 11.6s	remaining: 18.8s
382:	learn: 0.0009885	total: 11.7s	remaining: 18.8s
383:	learn: 0.0009696	total: 11.7s	remaining: 18.7s
384:	learn: 0.0009610	total: 11.7s	remaining: 18.7s
385:	learn: 0.0009493	total: 11.7s	remaining: 18.7s
386:	learn: 0.0009343	total: 11.8s	remaining: 18.7s
387:	learn: 0.0009278	total: 11.8s	remaining: 18.6s
388:	learn: 0.0009231	total: 11.8s	remaining: 18.6s
389:	learn: 0.0009020	total: 11.9s	remaining: 18.6s
390:	learn: 0.0008809	total: 11.9s	remaining: 18.6s
391:	learn: 0.0008698	total: 11.9s	remaining: 18.5s
392:	learn: 0.0008554	total: 12s	remaining: 18.5s
393:	learn: 0.0008455	total: 12s	remaining: 18.5s
394:	learn: 0.0008327	total: 12s	remaining: 18.4s
395:	learn: 0.0008220	total: 12.1s	remaining: 18.4s
396:	learn: 0.0008019	total: 12.1s	remaining: 18.4s
397:	learn: 0.0007906	total: 12.1s	remaining: 18.4s
398:	learn: 0.0007790	total: 12.2s	remaining: 18.3s
399:	learn: 0.0007688	total: 12.2s	remaining: 18.3s
400:	learn: 0.0007500	total: 12.2s	remaining: 18.3s
401:	learn: 0.0007359	total: 12.3s	remaining: 18.2s
402:	learn: 0.0007270	total: 12.3s	remaining: 18.2s
403:	learn: 0.0007227	total: 12.3s	remaining: 18.2s
404:	learn: 0.0007075	total: 12.4s	remaining: 18.2s
405:	learn: 0.0006922	total: 12.4s	remaining: 18.2s
406:	learn: 0.0006782	total: 12.5s	remaining: 18.2s
407:	learn: 0.0006735	total: 12.5s	remaining: 18.2s
408:	learn: 0.0006658	total: 12.5s	remaining: 18.1s
409:	learn: 0.0006562	total: 12.6s	remaining: 18.1s
410:	learn: 0.0006535	total: 12.6s	remaining: 18.1s
411:	learn: 0.0006441	total: 12.7s	remaining: 18.1s
412:	learn: 0.0006303	total: 12.7s	remaining: 18.1s
413:	learn: 0.0006220	total: 12.7s	remaining: 18s
414:	learn: 0.0006116	total: 12.8s	remaining: 18s
415:	learn: 0.0006057	total: 12.8s	remaining: 18s
416:	learn: 0.0006006	total: 12.8s	remaining: 17.9s
417:	learn: 0.0005953	total: 12.9s	remaining: 17.9s
418:	learn: 0.0005862	total: 12.9s	remaining: 17.9s
419:	learn: 0.0005773	total: 12.9s	remaining: 17.8s
420:	learn: 0.0005704	total: 13s	remaining: 17.8s
421:	learn: 0.0005545	total: 13s	remaining: 17.8s
422:	learn: 0.0005461	total: 13s	remaining: 17.7s
423:	learn: 0.0005364	total: 13s	remaining: 17.7s
424:	learn: 0.0005312	total: 13s	remaining: 17.6s
425:	learn: 0.0005196	total: 13.1s	remaining: 17.6s
426:	learn: 0.0005116	total: 13.1s	remaining: 17.6s
427:	learn: 0.0005033	total: 13.1s	remaining: 17.6s
428:	learn: 0.0004987	total: 13.2s	remaining: 17.5s
429:	learn: 0.0004916	total: 13.2s	remaining: 17.5s
430:	learn: 0.0004817	total: 13.2s	remaining: 17.5s
431:	learn: 0.0004770	total: 13.3s	remaining: 17.4s
432:	learn: 0.0004656	total: 13.3s	remaining: 17.4s
433:	learn: 0.0004577	total: 13.3s	remaining: 17.4s
434:	learn: 0.0004519	total: 13.4s	remaining: 17.3s
435:	learn: 0.0004468	total: 13.4s	remaining: 17.3s
436:	learn: 0.0004366	total: 13.4s	remaining: 17.3s
437:	learn: 0.0004293	total: 13.4s	remaining: 17.3s
438:	learn: 0.0004228	total: 13.5s	remaining: 17.2s
439:	learn: 0.0004166	total: 13.5s	remaining: 17.2s
440:	learn: 0.0004139	total: 13.5s	remaining: 17.1s
441:	learn: 0.0004086	total: 13.6s	remaining: 17.1s
442:	learn: 0.0004046	total: 13.6s	remaining: 17.1s
443:	learn: 0.0004004	total: 13.6s	remaining: 17.1s
444:	learn: 0.0003944	total: 13.6s	remaining: 17s
445:	learn: 0.0003913	total: 13.7s	remaining: 17s
446:	learn: 0.0003878	total: 13.7s	remaining: 17s
447:	learn: 0.0003868	total: 13.7s	remaining: 16.9s
448:	learn: 0.0003798	total: 13.8s	remaining: 16.9s
449:	learn: 0.0003746	total: 13.8s	remaining: 16.9s
450:	learn: 0.0003700	total: 13.8s	remaining: 16.8s
451:	learn: 0.0003615	total: 13.9s	remaining: 16.8s
452:	learn: 0.0003608	total: 13.9s	remaining: 16.7s
453:	learn: 0.0003545	total: 13.9s	remaining: 16.7s
454:	learn: 0.0003473	total: 13.9s	remaining: 16.7s
455:	learn: 0.0003417	total: 14s	remaining: 16.6s
456:	learn: 0.0003360	total: 14s	remaining: 16.6s
457:	learn: 0.0003327	total: 14s	remaining: 16.6s
458:	learn: 0.0003269	total: 14s	remaining: 16.6s
459:	learn: 0.0003219	total: 14.1s	remaining: 16.5s
460:	learn: 0.0003180	total: 14.1s	remaining: 16.5s
461:	learn: 0.0003155	total: 14.1s	remaining: 16.4s
462:	learn: 0.0003149	total: 14.1s	remaining: 16.4s
463:	learn: 0.0003138	total: 14.1s	remaining: 16.3s
464:	learn: 0.0003058	total: 14.2s	remaining: 16.3s
465:	learn: 0.0003046	total: 14.2s	remaining: 16.2s
466:	learn: 0.0003014	total: 14.2s	remaining: 16.2s
467:	learn: 0.0002949	total: 14.2s	remaining: 16.2s
468:	learn: 0.0002896	total: 14.3s	remaining: 16.2s
469:	learn: 0.0002839	total: 14.3s	remaining: 16.1s
470:	learn: 0.0002781	total: 14.3s	remaining: 16.1s
471:	learn: 0.0002743	total: 14.4s	remaining: 16.1s
472:	learn: 0.0002730	total: 14.4s	remaining: 16s
473:	learn: 0.0002688	total: 14.4s	remaining: 16s
474:	learn: 0.0002625	total: 14.5s	remaining: 16s
475:	learn: 0.0002592	total: 14.5s	remaining: 16s
476:	learn: 0.0002560	total: 14.5s	remaining: 15.9s
477:	learn: 0.0002532	total: 14.6s	remaining: 15.9s
478:	learn: 0.0002500	total: 14.6s	remaining: 15.9s
479:	learn: 0.0002473	total: 14.6s	remaining: 15.8s
480:	learn: 0.0002449	total: 14.7s	remaining: 15.8s
481:	learn: 0.0002409	total: 14.7s	remaining: 15.8s
482:	learn: 0.0002385	total: 14.7s	remaining: 15.7s
483:	learn: 0.0002344	total: 14.7s	remaining: 15.7s
484:	learn: 0.0002331	total: 14.8s	remaining: 15.7s
485:	learn: 0.0002278	total: 14.8s	remaining: 15.7s
486:	learn: 0.0002246	total: 14.8s	remaining: 15.6s
487:	learn: 0.0002201	total: 14.9s	remaining: 15.6s
488:	learn: 0.0002175	total: 14.9s	remaining: 15.6s
489:	learn: 0.0002162	total: 14.9s	remaining: 15.5s
490:	learn: 0.0002126	total: 15s	remaining: 15.5s
491:	learn: 0.0002101	total: 15s	remaining: 15.5s
492:	learn: 0.0002075	total: 15s	remaining: 15.4s
493:	learn: 0.0002039	total: 15.1s	remaining: 15.4s
494:	learn: 0.0002008	total: 15.1s	remaining: 15.4s
495:	learn: 0.0001979	total: 15.1s	remaining: 15.4s
496:	learn: 0.0001965	total: 15.1s	remaining: 15.3s
497:	learn: 0.0001950	total: 15.2s	remaining: 15.3s
498:	learn: 0.0001922	total: 15.2s	remaining: 15.3s
499:	learn: 0.0001901	total: 15.2s	remaining: 15.2s
500:	learn: 0.0001876	total: 15.3s	remaining: 15.2s
501:	learn: 0.0001855	total: 15.3s	remaining: 15.2s
502:	learn: 0.0001827	total: 15.3s	remaining: 15.1s
503:	learn: 0.0001815	total: 15.4s	remaining: 15.1s
504:	learn: 0.0001779	total: 15.4s	remaining: 15.1s
505:	learn: 0.0001747	total: 15.4s	remaining: 15.1s
506:	learn: 0.0001714	total: 15.5s	remaining: 15s
507:	learn: 0.0001688	total: 15.5s	remaining: 15s
508:	learn: 0.0001649	total: 15.5s	remaining: 15s
509:	learn: 0.0001634	total: 15.5s	remaining: 14.9s
510:	learn: 0.0001599	total: 15.6s	remaining: 14.9s
511:	learn: 0.0001578	total: 15.6s	remaining: 14.9s
512:	learn: 0.0001543	total: 15.6s	remaining: 14.8s
513:	learn: 0.0001536	total: 15.7s	remaining: 14.8s
514:	learn: 0.0001501	total: 15.7s	remaining: 14.8s
515:	learn: 0.0001474	total: 15.7s	remaining: 14.8s
516:	learn: 0.0001451	total: 15.8s	remaining: 14.7s
517:	learn: 0.0001434	total: 15.8s	remaining: 14.7s
518:	learn: 0.0001411	total: 15.8s	remaining: 14.7s
519:	learn: 0.0001398	total: 15.8s	remaining: 14.6s
520:	learn: 0.0001366	total: 15.9s	remaining: 14.6s
521:	learn: 0.0001350	total: 15.9s	remaining: 14.6s
522:	learn: 0.0001322	total: 15.9s	remaining: 14.5s
523:	learn: 0.0001301	total: 16s	remaining: 14.5s
524:	learn: 0.0001270	total: 16s	remaining: 14.5s
525:	learn: 0.0001253	total: 16s	remaining: 14.4s
526:	learn: 0.0001241	total: 16.1s	remaining: 14.4s
527:	learn: 0.0001214	total: 16.1s	remaining: 14.4s
528:	learn: 0.0001212	total: 16.1s	remaining: 14.4s
529:	learn: 0.0001187	total: 16.2s	remaining: 14.3s
530:	learn: 0.0001163	total: 16.2s	remaining: 14.3s
531:	learn: 0.0001137	total: 16.2s	remaining: 14.3s
532:	learn: 0.0001128	total: 16.2s	remaining: 14.2s
533:	learn: 0.0001105	total: 16.3s	remaining: 14.2s
534:	learn: 0.0001081	total: 16.3s	remaining: 14.2s
535:	learn: 0.0001078	total: 16.3s	remaining: 14.1s
536:	learn: 0.0001065	total: 16.4s	remaining: 14.1s
537:	learn: 0.0001046	total: 16.4s	remaining: 14.1s
538:	learn: 0.0001021	total: 16.4s	remaining: 14.1s
539:	learn: 0.0000997	total: 16.5s	remaining: 14s
540:	learn: 0.0000983	total: 16.5s	remaining: 14s
541:	learn: 0.0000967	total: 16.5s	remaining: 14s
542:	learn: 0.0000950	total: 16.6s	remaining: 13.9s
543:	learn: 0.0000941	total: 16.6s	remaining: 13.9s
544:	learn: 0.0000937	total: 16.6s	remaining: 13.9s
545:	learn: 0.0000922	total: 16.6s	remaining: 13.8s
546:	learn: 0.0000906	total: 16.7s	remaining: 13.8s
547:	learn: 0.0000889	total: 16.7s	remaining: 13.8s
548:	learn: 0.0000867	total: 16.7s	remaining: 13.8s
549:	learn: 0.0000855	total: 16.8s	remaining: 13.7s
550:	learn: 0.0000835	total: 16.8s	remaining: 13.7s
551:	learn: 0.0000822	total: 16.8s	remaining: 13.7s
552:	learn: 0.0000817	total: 16.9s	remaining: 13.6s
553:	learn: 0.0000797	total: 16.9s	remaining: 13.6s
554:	learn: 0.0000785	total: 16.9s	remaining: 13.6s
555:	learn: 0.0000766	total: 17s	remaining: 13.5s
556:	learn: 0.0000755	total: 17s	remaining: 13.5s
557:	learn: 0.0000747	total: 17s	remaining: 13.5s
558:	learn: 0.0000741	total: 17s	remaining: 13.4s
559:	learn: 0.0000724	total: 17.1s	remaining: 13.4s
560:	learn: 0.0000715	total: 17.1s	remaining: 13.4s
561:	learn: 0.0000702	total: 17.1s	remaining: 13.4s
562:	learn: 0.0000687	total: 17.2s	remaining: 13.3s
563:	learn: 0.0000678	total: 17.2s	remaining: 13.3s
564:	learn: 0.0000664	total: 17.2s	remaining: 13.3s
565:	learn: 0.0000656	total: 17.3s	remaining: 13.2s
566:	learn: 0.0000648	total: 17.3s	remaining: 13.2s
567:	learn: 0.0000642	total: 17.3s	remaining: 13.2s
568:	learn: 0.0000630	total: 17.3s	remaining: 13.1s
569:	learn: 0.0000626	total: 17.4s	remaining: 13.1s
570:	learn: 0.0000611	total: 17.4s	remaining: 13.1s
571:	learn: 0.0000600	total: 17.4s	remaining: 13s
572:	learn: 0.0000588	total: 17.5s	remaining: 13s
573:	learn: 0.0000577	total: 17.5s	remaining: 13s
574:	learn: 0.0000575	total: 17.5s	remaining: 12.9s
575:	learn: 0.0000564	total: 17.5s	remaining: 12.9s
576:	learn: 0.0000557	total: 17.6s	remaining: 12.9s
577:	learn: 0.0000546	total: 17.6s	remaining: 12.9s
578:	learn: 0.0000540	total: 17.6s	remaining: 12.8s
579:	learn: 0.0000530	total: 17.7s	remaining: 12.8s
580:	learn: 0.0000524	total: 17.7s	remaining: 12.8s
581:	learn: 0.0000512	total: 17.7s	remaining: 12.7s
582:	learn: 0.0000504	total: 17.8s	remaining: 12.7s
583:	learn: 0.0000501	total: 17.8s	remaining: 12.7s
584:	learn: 0.0000496	total: 17.8s	remaining: 12.6s
585:	learn: 0.0000486	total: 17.9s	remaining: 12.6s
586:	learn: 0.0000477	total: 17.9s	remaining: 12.6s
587:	learn: 0.0000471	total: 17.9s	remaining: 12.6s
588:	learn: 0.0000464	total: 17.9s	remaining: 12.5s
589:	learn: 0.0000457	total: 18s	remaining: 12.5s
590:	learn: 0.0000454	total: 18s	remaining: 12.5s
591:	learn: 0.0000452	total: 18s	remaining: 12.4s
592:	learn: 0.0000446	total: 18.1s	remaining: 12.4s
593:	learn: 0.0000435	total: 18.1s	remaining: 12.4s
594:	learn: 0.0000431	total: 18.1s	remaining: 12.3s
595:	learn: 0.0000427	total: 18.2s	remaining: 12.3s
596:	learn: 0.0000425	total: 18.2s	remaining: 12.3s
597:	learn: 0.0000418	total: 18.2s	remaining: 12.2s
598:	learn: 0.0000412	total: 18.2s	remaining: 12.2s
599:	learn: 0.0000404	total: 18.3s	remaining: 12.2s
600:	learn: 0.0000402	total: 18.3s	remaining: 12.1s
601:	learn: 0.0000394	total: 18.3s	remaining: 12.1s
602:	learn: 0.0000388	total: 18.4s	remaining: 12.1s
603:	learn: 0.0000381	total: 18.4s	remaining: 12.1s
604:	learn: 0.0000376	total: 18.4s	remaining: 12s
605:	learn: 0.0000369	total: 18.5s	remaining: 12s
606:	learn: 0.0000364	total: 18.5s	remaining: 12s
607:	learn: 0.0000362	total: 18.5s	remaining: 11.9s
608:	learn: 0.0000360	total: 18.5s	remaining: 11.9s
609:	learn: 0.0000358	total: 18.6s	remaining: 11.9s
610:	learn: 0.0000352	total: 18.6s	remaining: 11.8s
611:	learn: 0.0000350	total: 18.6s	remaining: 11.8s
612:	learn: 0.0000346	total: 18.7s	remaining: 11.8s
613:	learn: 0.0000342	total: 18.7s	remaining: 11.8s
614:	learn: 0.0000337	total: 18.7s	remaining: 11.7s
615:	learn: 0.0000335	total: 18.8s	remaining: 11.7s
616:	learn: 0.0000332	total: 18.8s	remaining: 11.7s
617:	learn: 0.0000327	total: 18.8s	remaining: 11.6s
618:	learn: 0.0000322	total: 18.8s	remaining: 11.6s
619:	learn: 0.0000320	total: 18.9s	remaining: 11.6s
620:	learn: 0.0000317	total: 18.9s	remaining: 11.5s
621:	learn: 0.0000315	total: 18.9s	remaining: 11.5s
622:	learn: 0.0000309	total: 18.9s	remaining: 11.5s
623:	learn: 0.0000303	total: 19s	remaining: 11.4s
624:	learn: 0.0000296	total: 19s	remaining: 11.4s
625:	learn: 0.0000292	total: 19s	remaining: 11.4s
626:	learn: 0.0000287	total: 19s	remaining: 11.3s
627:	learn: 0.0000283	total: 19.1s	remaining: 11.3s
628:	learn: 0.0000279	total: 19.1s	remaining: 11.3s
629:	learn: 0.0000278	total: 19.1s	remaining: 11.2s
630:	learn: 0.0000272	total: 19.2s	remaining: 11.2s
631:	learn: 0.0000267	total: 19.2s	remaining: 11.2s
632:	learn: 0.0000263	total: 19.2s	remaining: 11.1s
633:	learn: 0.0000259	total: 19.3s	remaining: 11.1s
634:	learn: 0.0000258	total: 19.3s	remaining: 11.1s
635:	learn: 0.0000257	total: 19.3s	remaining: 11.1s
636:	learn: 0.0000255	total: 19.3s	remaining: 11s
637:	learn: 0.0000253	total: 19.4s	remaining: 11s
638:	learn: 0.0000250	total: 19.4s	remaining: 11s
639:	learn: 0.0000245	total: 19.4s	remaining: 10.9s
640:	learn: 0.0000240	total: 19.5s	remaining: 10.9s
641:	learn: 0.0000237	total: 19.5s	remaining: 10.9s
642:	learn: 0.0000231	total: 19.5s	remaining: 10.8s
643:	learn: 0.0000230	total: 19.6s	remaining: 10.8s
644:	learn: 0.0000227	total: 19.6s	remaining: 10.8s
645:	learn: 0.0000223	total: 19.6s	remaining: 10.8s
646:	learn: 0.0000220	total: 19.7s	remaining: 10.7s
647:	learn: 0.0000217	total: 19.7s	remaining: 10.7s
648:	learn: 0.0000212	total: 19.7s	remaining: 10.7s
649:	learn: 0.0000208	total: 19.7s	remaining: 10.6s
650:	learn: 0.0000204	total: 19.8s	remaining: 10.6s
651:	learn: 0.0000202	total: 19.8s	remaining: 10.6s
652:	learn: 0.0000198	total: 19.8s	remaining: 10.5s
653:	learn: 0.0000196	total: 19.8s	remaining: 10.5s
654:	learn: 0.0000195	total: 19.9s	remaining: 10.5s
655:	learn: 0.0000193	total: 19.9s	remaining: 10.4s
656:	learn: 0.0000190	total: 19.9s	remaining: 10.4s
657:	learn: 0.0000188	total: 19.9s	remaining: 10.3s
658:	learn: 0.0000187	total: 19.9s	remaining: 10.3s
659:	learn: 0.0000186	total: 20s	remaining: 10.3s
660:	learn: 0.0000183	total: 20s	remaining: 10.3s
661:	learn: 0.0000182	total: 20s	remaining: 10.2s
662:	learn: 0.0000179	total: 20.1s	remaining: 10.2s
663:	learn: 0.0000175	total: 20.1s	remaining: 10.2s
664:	learn: 0.0000174	total: 20.1s	remaining: 10.1s
665:	learn: 0.0000173	total: 20.2s	remaining: 10.1s
666:	learn: 0.0000173	total: 20.2s	remaining: 10.1s
667:	learn: 0.0000171	total: 20.2s	remaining: 10.1s
668:	learn: 0.0000169	total: 20.3s	remaining: 10s
669:	learn: 0.0000166	total: 20.3s	remaining: 9.99s
670:	learn: 0.0000165	total: 20.3s	remaining: 9.96s
671:	learn: 0.0000162	total: 20.4s	remaining: 9.93s
672:	learn: 0.0000162	total: 20.4s	remaining: 9.9s
673:	learn: 0.0000159	total: 20.4s	remaining: 9.87s
674:	learn: 0.0000158	total: 20.4s	remaining: 9.84s
675:	learn: 0.0000156	total: 20.5s	remaining: 9.81s
676:	learn: 0.0000153	total: 20.5s	remaining: 9.78s
677:	learn: 0.0000150	total: 20.5s	remaining: 9.75s
678:	learn: 0.0000148	total: 20.6s	remaining: 9.72s
679:	learn: 0.0000146	total: 20.6s	remaining: 9.69s
680:	learn: 0.0000145	total: 20.6s	remaining: 9.66s
681:	learn: 0.0000142	total: 20.7s	remaining: 9.63s
682:	learn: 0.0000139	total: 20.7s	remaining: 9.6s
683:	learn: 0.0000137	total: 20.7s	remaining: 9.57s
684:	learn: 0.0000135	total: 20.8s	remaining: 9.54s
685:	learn: 0.0000133	total: 20.8s	remaining: 9.51s
686:	learn: 0.0000132	total: 20.8s	remaining: 9.48s
687:	learn: 0.0000131	total: 20.8s	remaining: 9.45s
688:	learn: 0.0000130	total: 20.9s	remaining: 9.42s
689:	learn: 0.0000129	total: 20.9s	remaining: 9.39s
690:	learn: 0.0000127	total: 20.9s	remaining: 9.36s
691:	learn: 0.0000125	total: 21s	remaining: 9.33s
692:	learn: 0.0000123	total: 21s	remaining: 9.3s
693:	learn: 0.0000121	total: 21s	remaining: 9.27s
694:	learn: 0.0000120	total: 21.1s	remaining: 9.24s
695:	learn: 0.0000118	total: 21.1s	remaining: 9.21s
696:	learn: 0.0000116	total: 21.1s	remaining: 9.18s
697:	learn: 0.0000115	total: 21.1s	remaining: 9.15s
698:	learn: 0.0000114	total: 21.2s	remaining: 9.12s
699:	learn: 0.0000112	total: 21.2s	remaining: 9.09s
700:	learn: 0.0000111	total: 21.2s	remaining: 9.05s
701:	learn: 0.0000109	total: 21.2s	remaining: 9.02s
702:	learn: 0.0000107	total: 21.3s	remaining: 8.99s
703:	learn: 0.0000105	total: 21.3s	remaining: 8.96s
704:	learn: 0.0000104	total: 21.3s	remaining: 8.93s
705:	learn: 0.0000104	total: 21.4s	remaining: 8.9s
706:	learn: 0.0000102	total: 21.4s	remaining: 8.87s
707:	learn: 0.0000100	total: 21.4s	remaining: 8.83s
708:	learn: 0.0000098	total: 21.4s	remaining: 8.8s
709:	learn: 0.0000097	total: 21.5s	remaining: 8.77s
710:	learn: 0.0000097	total: 21.5s	remaining: 8.74s
711:	learn: 0.0000095	total: 21.5s	remaining: 8.71s
712:	learn: 0.0000095	total: 21.6s	remaining: 8.68s
713:	learn: 0.0000094	total: 21.6s	remaining: 8.65s
714:	learn: 0.0000093	total: 21.6s	remaining: 8.62s
715:	learn: 0.0000093	total: 21.7s	remaining: 8.59s
716:	learn: 0.0000091	total: 21.7s	remaining: 8.56s
717:	learn: 0.0000090	total: 21.7s	remaining: 8.53s
718:	learn: 0.0000089	total: 21.7s	remaining: 8.5s
719:	learn: 0.0000088	total: 21.8s	remaining: 8.47s
720:	learn: 0.0000087	total: 21.8s	remaining: 8.44s
721:	learn: 0.0000086	total: 21.8s	remaining: 8.41s
722:	learn: 0.0000085	total: 21.9s	remaining: 8.38s
723:	learn: 0.0000084	total: 21.9s	remaining: 8.35s
724:	learn: 0.0000083	total: 21.9s	remaining: 8.32s
725:	learn: 0.0000081	total: 22s	remaining: 8.29s
726:	learn: 0.0000080	total: 22s	remaining: 8.26s
727:	learn: 0.0000078	total: 22s	remaining: 8.23s
728:	learn: 0.0000077	total: 22s	remaining: 8.2s
729:	learn: 0.0000075	total: 22.1s	remaining: 8.16s
730:	learn: 0.0000074	total: 22.1s	remaining: 8.14s
731:	learn: 0.0000072	total: 22.1s	remaining: 8.11s
732:	learn: 0.0000071	total: 22.2s	remaining: 8.08s
733:	learn: 0.0000070	total: 22.2s	remaining: 8.05s
734:	learn: 0.0000069	total: 22.2s	remaining: 8.02s
735:	learn: 0.0000069	total: 22.3s	remaining: 7.99s
736:	learn: 0.0000068	total: 22.3s	remaining: 7.96s
737:	learn: 0.0000068	total: 22.3s	remaining: 7.92s
738:	learn: 0.0000067	total: 22.3s	remaining: 7.89s
739:	learn: 0.0000067	total: 22.4s	remaining: 7.86s
740:	learn: 0.0000065	total: 22.4s	remaining: 7.83s
741:	learn: 0.0000065	total: 22.4s	remaining: 7.8s
742:	learn: 0.0000064	total: 22.5s	remaining: 7.77s
743:	learn: 0.0000064	total: 22.5s	remaining: 7.74s
744:	learn: 0.0000063	total: 22.5s	remaining: 7.71s
745:	learn: 0.0000062	total: 22.6s	remaining: 7.68s
746:	learn: 0.0000061	total: 22.6s	remaining: 7.65s
747:	learn: 0.0000061	total: 22.6s	remaining: 7.62s
748:	learn: 0.0000059	total: 22.6s	remaining: 7.59s
749:	learn: 0.0000058	total: 22.7s	remaining: 7.56s
750:	learn: 0.0000057	total: 22.7s	remaining: 7.53s
751:	learn: 0.0000057	total: 22.7s	remaining: 7.5s
752:	learn: 0.0000056	total: 22.8s	remaining: 7.47s
753:	learn: 0.0000055	total: 22.8s	remaining: 7.43s
754:	learn: 0.0000054	total: 22.8s	remaining: 7.41s
755:	learn: 0.0000054	total: 22.9s	remaining: 7.38s
756:	learn: 0.0000054	total: 22.9s	remaining: 7.35s
757:	learn: 0.0000053	total: 22.9s	remaining: 7.32s
758:	learn: 0.0000051	total: 22.9s	remaining: 7.29s
759:	learn: 0.0000051	total: 23s	remaining: 7.25s
760:	learn: 0.0000050	total: 23s	remaining: 7.22s
761:	learn: 0.0000050	total: 23s	remaining: 7.19s
762:	learn: 0.0000049	total: 23.1s	remaining: 7.17s
763:	learn: 0.0000048	total: 23.1s	remaining: 7.13s
764:	learn: 0.0000048	total: 23.1s	remaining: 7.1s
765:	learn: 0.0000047	total: 23.2s	remaining: 7.07s
766:	learn: 0.0000046	total: 23.2s	remaining: 7.04s
767:	learn: 0.0000046	total: 23.2s	remaining: 7.01s
768:	learn: 0.0000045	total: 23.3s	remaining: 6.99s
769:	learn: 0.0000044	total: 23.3s	remaining: 6.96s
770:	learn: 0.0000044	total: 23.3s	remaining: 6.92s
771:	learn: 0.0000043	total: 23.3s	remaining: 6.89s
772:	learn: 0.0000042	total: 23.4s	remaining: 6.86s
773:	learn: 0.0000041	total: 23.4s	remaining: 6.83s
774:	learn: 0.0000040	total: 23.4s	remaining: 6.8s
775:	learn: 0.0000040	total: 23.5s	remaining: 6.77s
776:	learn: 0.0000039	total: 23.5s	remaining: 6.74s
777:	learn: 0.0000039	total: 23.5s	remaining: 6.71s
778:	learn: 0.0000038	total: 23.5s	remaining: 6.68s
779:	learn: 0.0000038	total: 23.6s	remaining: 6.65s
780:	learn: 0.0000037	total: 23.6s	remaining: 6.62s
781:	learn: 0.0000037	total: 23.6s	remaining: 6.59s
782:	learn: 0.0000036	total: 23.7s	remaining: 6.56s
783:	learn: 0.0000035	total: 23.7s	remaining: 6.53s
784:	learn: 0.0000035	total: 23.7s	remaining: 6.5s
785:	learn: 0.0000034	total: 23.8s	remaining: 6.47s
786:	learn: 0.0000034	total: 23.8s	remaining: 6.44s
787:	learn: 0.0000034	total: 23.8s	remaining: 6.41s
788:	learn: 0.0000033	total: 23.8s	remaining: 6.38s
789:	learn: 0.0000033	total: 23.9s	remaining: 6.35s
790:	learn: 0.0000032	total: 23.9s	remaining: 6.32s
791:	learn: 0.0000031	total: 23.9s	remaining: 6.29s
792:	learn: 0.0000031	total: 24s	remaining: 6.26s
793:	learn: 0.0000031	total: 24s	remaining: 6.23s
794:	learn: 0.0000030	total: 24s	remaining: 6.2s
795:	learn: 0.0000030	total: 24.1s	remaining: 6.17s
796:	learn: 0.0000029	total: 24.1s	remaining: 6.13s
797:	learn: 0.0000029	total: 24.1s	remaining: 6.1s
798:	learn: 0.0000028	total: 24.1s	remaining: 6.07s
799:	learn: 0.0000028	total: 24.2s	remaining: 6.04s
800:	learn: 0.0000027	total: 24.2s	remaining: 6.01s
801:	learn: 0.0000027	total: 24.2s	remaining: 5.98s
802:	learn: 0.0000026	total: 24.3s	remaining: 5.95s
803:	learn: 0.0000026	total: 24.3s	remaining: 5.92s
804:	learn: 0.0000026	total: 24.3s	remaining: 5.89s
805:	learn: 0.0000025	total: 24.4s	remaining: 5.86s
806:	learn: 0.0000025	total: 24.4s	remaining: 5.83s
807:	learn: 0.0000025	total: 24.4s	remaining: 5.8s
808:	learn: 0.0000024	total: 24.4s	remaining: 5.77s
809:	learn: 0.0000024	total: 24.5s	remaining: 5.74s
810:	learn: 0.0000023	total: 24.5s	remaining: 5.71s
811:	learn: 0.0000023	total: 24.5s	remaining: 5.68s
812:	learn: 0.0000023	total: 24.6s	remaining: 5.65s
813:	learn: 0.0000023	total: 24.6s	remaining: 5.62s
814:	learn: 0.0000023	total: 24.6s	remaining: 5.59s
815:	learn: 0.0000022	total: 24.7s	remaining: 5.56s
816:	learn: 0.0000022	total: 24.7s	remaining: 5.53s
817:	learn: 0.0000022	total: 24.7s	remaining: 5.5s
818:	learn: 0.0000021	total: 24.8s	remaining: 5.47s
819:	learn: 0.0000021	total: 24.8s	remaining: 5.44s
820:	learn: 0.0000020	total: 24.8s	remaining: 5.41s
821:	learn: 0.0000020	total: 24.8s	remaining: 5.38s
822:	learn: 0.0000020	total: 24.9s	remaining: 5.35s
823:	learn: 0.0000020	total: 24.9s	remaining: 5.32s
824:	learn: 0.0000019	total: 24.9s	remaining: 5.29s
825:	learn: 0.0000019	total: 25s	remaining: 5.26s
826:	learn: 0.0000019	total: 25s	remaining: 5.23s
827:	learn: 0.0000019	total: 25s	remaining: 5.2s
828:	learn: 0.0000019	total: 25.1s	remaining: 5.17s
829:	learn: 0.0000019	total: 25.1s	remaining: 5.14s
830:	learn: 0.0000019	total: 25.1s	remaining: 5.11s
831:	learn: 0.0000019	total: 25.1s	remaining: 5.08s
832:	learn: 0.0000018	total: 25.2s	remaining: 5.05s
833:	learn: 0.0000018	total: 25.2s	remaining: 5.02s
834:	learn: 0.0000018	total: 25.2s	remaining: 4.99s
835:	learn: 0.0000018	total: 25.2s	remaining: 4.95s
836:	learn: 0.0000017	total: 25.3s	remaining: 4.92s
837:	learn: 0.0000017	total: 25.3s	remaining: 4.89s
838:	learn: 0.0000017	total: 25.3s	remaining: 4.86s
839:	learn: 0.0000017	total: 25.4s	remaining: 4.83s
840:	learn: 0.0000017	total: 25.4s	remaining: 4.8s
841:	learn: 0.0000017	total: 25.4s	remaining: 4.77s
842:	learn: 0.0000016	total: 25.4s	remaining: 4.74s
843:	learn: 0.0000016	total: 25.5s	remaining: 4.71s
844:	learn: 0.0000016	total: 25.5s	remaining: 4.68s
845:	learn: 0.0000016	total: 25.5s	remaining: 4.65s
846:	learn: 0.0000015	total: 25.6s	remaining: 4.62s
847:	learn: 0.0000015	total: 25.6s	remaining: 4.58s
848:	learn: 0.0000015	total: 25.6s	remaining: 4.55s
849:	learn: 0.0000015	total: 25.6s	remaining: 4.52s
850:	learn: 0.0000015	total: 25.7s	remaining: 4.49s
851:	learn: 0.0000015	total: 25.7s	remaining: 4.46s
852:	learn: 0.0000015	total: 25.7s	remaining: 4.43s
853:	learn: 0.0000014	total: 25.8s	remaining: 4.4s
854:	learn: 0.0000014	total: 25.8s	remaining: 4.37s
855:	learn: 0.0000014	total: 25.8s	remaining: 4.34s
856:	learn: 0.0000014	total: 25.9s	remaining: 4.31s
857:	learn: 0.0000014	total: 25.9s	remaining: 4.28s
858:	learn: 0.0000013	total: 25.9s	remaining: 4.25s
859:	learn: 0.0000013	total: 25.9s	remaining: 4.22s
860:	learn: 0.0000013	total: 26s	remaining: 4.19s
861:	learn: 0.0000013	total: 26s	remaining: 4.16s
862:	learn: 0.0000013	total: 26s	remaining: 4.13s
863:	learn: 0.0000013	total: 26.1s	remaining: 4.1s
864:	learn: 0.0000012	total: 26.1s	remaining: 4.07s
865:	learn: 0.0000012	total: 26.1s	remaining: 4.04s
866:	learn: 0.0000012	total: 26.2s	remaining: 4.01s
867:	learn: 0.0000012	total: 26.2s	remaining: 3.98s
868:	learn: 0.0000012	total: 26.2s	remaining: 3.95s
869:	learn: 0.0000012	total: 26.2s	remaining: 3.92s
870:	learn: 0.0000011	total: 26.3s	remaining: 3.89s
871:	learn: 0.0000011	total: 26.3s	remaining: 3.86s
872:	learn: 0.0000011	total: 26.3s	remaining: 3.83s
873:	learn: 0.0000011	total: 26.4s	remaining: 3.8s
874:	learn: 0.0000011	total: 26.4s	remaining: 3.77s
875:	learn: 0.0000011	total: 26.4s	remaining: 3.74s
876:	learn: 0.0000011	total: 26.4s	remaining: 3.71s
877:	learn: 0.0000010	total: 26.5s	remaining: 3.68s
878:	learn: 0.0000010	total: 26.5s	remaining: 3.65s
879:	learn: 0.0000010	total: 26.5s	remaining: 3.62s
880:	learn: 0.0000010	total: 26.6s	remaining: 3.59s
881:	learn: 0.0000010	total: 26.6s	remaining: 3.56s
882:	learn: 0.0000010	total: 26.6s	remaining: 3.53s
883:	learn: 0.0000010	total: 26.7s	remaining: 3.5s
884:	learn: 0.0000009	total: 26.7s	remaining: 3.47s
885:	learn: 0.0000009	total: 26.7s	remaining: 3.44s
886:	learn: 0.0000009	total: 26.8s	remaining: 3.41s
887:	learn: 0.0000009	total: 26.8s	remaining: 3.38s
888:	learn: 0.0000009	total: 26.8s	remaining: 3.35s
889:	learn: 0.0000009	total: 26.9s	remaining: 3.32s
890:	learn: 0.0000008	total: 26.9s	remaining: 3.29s
891:	learn: 0.0000008	total: 26.9s	remaining: 3.26s
892:	learn: 0.0000008	total: 27s	remaining: 3.23s
893:	learn: 0.0000008	total: 27s	remaining: 3.2s
894:	learn: 0.0000008	total: 27s	remaining: 3.17s
895:	learn: 0.0000008	total: 27.1s	remaining: 3.14s
896:	learn: 0.0000008	total: 27.1s	remaining: 3.11s
897:	learn: 0.0000008	total: 27.1s	remaining: 3.08s
898:	learn: 0.0000007	total: 27.1s	remaining: 3.05s
899:	learn: 0.0000007	total: 27.2s	remaining: 3.02s
900:	learn: 0.0000007	total: 27.2s	remaining: 2.99s
901:	learn: 0.0000007	total: 27.2s	remaining: 2.96s
902:	learn: 0.0000007	total: 27.3s	remaining: 2.93s
903:	learn: 0.0000007	total: 27.3s	remaining: 2.9s
904:	learn: 0.0000007	total: 27.3s	remaining: 2.87s
905:	learn: 0.0000007	total: 27.4s	remaining: 2.84s
906:	learn: 0.0000007	total: 27.4s	remaining: 2.81s
907:	learn: 0.0000007	total: 27.4s	remaining: 2.78s
908:	learn: 0.0000006	total: 27.5s	remaining: 2.75s
909:	learn: 0.0000006	total: 27.5s	remaining: 2.72s
910:	learn: 0.0000006	total: 27.5s	remaining: 2.69s
911:	learn: 0.0000006	total: 27.5s	remaining: 2.66s
912:	learn: 0.0000006	total: 27.6s	remaining: 2.63s
913:	learn: 0.0000006	total: 27.6s	remaining: 2.6s
914:	learn: 0.0000006	total: 27.6s	remaining: 2.57s
915:	learn: 0.0000006	total: 27.7s	remaining: 2.54s
916:	learn: 0.0000006	total: 27.7s	remaining: 2.51s
917:	learn: 0.0000006	total: 27.7s	remaining: 2.47s
918:	learn: 0.0000006	total: 27.7s	remaining: 2.44s
919:	learn: 0.0000005	total: 27.8s	remaining: 2.41s
920:	learn: 0.0000005	total: 27.8s	remaining: 2.38s
921:	learn: 0.0000005	total: 27.8s	remaining: 2.35s
922:	learn: 0.0000005	total: 27.9s	remaining: 2.32s
923:	learn: 0.0000005	total: 27.9s	remaining: 2.29s
924:	learn: 0.0000005	total: 27.9s	remaining: 2.26s
925:	learn: 0.0000005	total: 27.9s	remaining: 2.23s
926:	learn: 0.0000005	total: 28s	remaining: 2.2s
927:	learn: 0.0000005	total: 28s	remaining: 2.17s
928:	learn: 0.0000005	total: 28s	remaining: 2.14s
929:	learn: 0.0000005	total: 28.1s	remaining: 2.11s
930:	learn: 0.0000005	total: 28.1s	remaining: 2.08s
931:	learn: 0.0000005	total: 28.1s	remaining: 2.05s
932:	learn: 0.0000004	total: 28.1s	remaining: 2.02s
933:	learn: 0.0000004	total: 28.1s	remaining: 1.99s
934:	learn: 0.0000004	total: 28.2s	remaining: 1.96s
935:	learn: 0.0000004	total: 28.2s	remaining: 1.93s
936:	learn: 0.0000004	total: 28.2s	remaining: 1.9s
937:	learn: 0.0000004	total: 28.3s	remaining: 1.87s
938:	learn: 0.0000004	total: 28.3s	remaining: 1.84s
939:	learn: 0.0000004	total: 28.3s	remaining: 1.81s
940:	learn: 0.0000004	total: 28.4s	remaining: 1.78s
941:	learn: 0.0000004	total: 28.4s	remaining: 1.75s
942:	learn: 0.0000004	total: 28.4s	remaining: 1.72s
943:	learn: 0.0000004	total: 28.5s	remaining: 1.69s
944:	learn: 0.0000004	total: 28.5s	remaining: 1.66s
945:	learn: 0.0000004	total: 28.5s	remaining: 1.63s
946:	learn: 0.0000004	total: 28.6s	remaining: 1.6s
947:	learn: 0.0000004	total: 28.6s	remaining: 1.57s
948:	learn: 0.0000004	total: 28.6s	remaining: 1.54s
949:	learn: 0.0000004	total: 28.7s	remaining: 1.51s
950:	learn: 0.0000004	total: 28.7s	remaining: 1.48s
951:	learn: 0.0000004	total: 28.7s	remaining: 1.45s
952:	learn: 0.0000004	total: 28.8s	remaining: 1.42s
953:	learn: 0.0000004	total: 28.8s	remaining: 1.39s
954:	learn: 0.0000003	total: 28.9s	remaining: 1.36s
955:	learn: 0.0000003	total: 28.9s	remaining: 1.33s
956:	learn: 0.0000003	total: 28.9s	remaining: 1.3s
957:	learn: 0.0000003	total: 28.9s	remaining: 1.27s
958:	learn: 0.0000003	total: 29s	remaining: 1.24s
959:	learn: 0.0000003	total: 29s	remaining: 1.21s
960:	learn: 0.0000003	total: 29.1s	remaining: 1.18s
961:	learn: 0.0000003	total: 29.1s	remaining: 1.15s
962:	learn: 0.0000003	total: 29.1s	remaining: 1.12s
963:	learn: 0.0000003	total: 29.2s	remaining: 1.09s
964:	learn: 0.0000003	total: 29.2s	remaining: 1.06s
965:	learn: 0.0000003	total: 29.2s	remaining: 1.03s
966:	learn: 0.0000003	total: 29.3s	remaining: 999ms
967:	learn: 0.0000003	total: 29.3s	remaining: 968ms
968:	learn: 0.0000003	total: 29.3s	remaining: 938ms
969:	learn: 0.0000003	total: 29.4s	remaining: 909ms
970:	learn: 0.0000003	total: 29.4s	remaining: 878ms
971:	learn: 0.0000003	total: 29.4s	remaining: 848ms
972:	learn: 0.0000003	total: 29.5s	remaining: 818ms
973:	learn: 0.0000003	total: 29.5s	remaining: 787ms
974:	learn: 0.0000003	total: 29.5s	remaining: 757ms
975:	learn: 0.0000003	total: 29.6s	remaining: 727ms
976:	learn: 0.0000003	total: 29.6s	remaining: 697ms
977:	learn: 0.0000002	total: 29.6s	remaining: 667ms
978:	learn: 0.0000002	total: 29.7s	remaining: 636ms
979:	learn: 0.0000002	total: 29.7s	remaining: 606ms
980:	learn: 0.0000002	total: 29.7s	remaining: 576ms
981:	learn: 0.0000002	total: 29.8s	remaining: 546ms
982:	learn: 0.0000002	total: 29.8s	remaining: 515ms
983:	learn: 0.0000002	total: 29.8s	remaining: 485ms
984:	learn: 0.0000002	total: 29.9s	remaining: 455ms
985:	learn: 0.0000002	total: 29.9s	remaining: 424ms
986:	learn: 0.0000002	total: 29.9s	remaining: 394ms
987:	learn: 0.0000002	total: 30s	remaining: 364ms
988:	learn: 0.0000002	total: 30s	remaining: 334ms
989:	learn: 0.0000002	total: 30s	remaining: 303ms
990:	learn: 0.0000002	total: 30.1s	remaining: 273ms
991:	learn: 0.0000002	total: 30.1s	remaining: 243ms
992:	learn: 0.0000002	total: 30.1s	remaining: 212ms
993:	learn: 0.0000002	total: 30.2s	remaining: 182ms
994:	learn: 0.0000002	total: 30.2s	remaining: 152ms
995:	learn: 0.0000002	total: 30.2s	remaining: 121ms
996:	learn: 0.0000002	total: 30.2s	remaining: 91ms
997:	learn: 0.0000002	total: 30.3s	remaining: 60.6ms
998:	learn: 0.0000002	total: 30.3s	remaining: 30.3ms
999:	learn: 0.0000002	total: 30.3s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=3, depth=10, total=  31.3s
[CV] learning_rate=0.1, l2_leaf_reg=3, depth=10 ......................
0:	learn: 0.8365810	total: 30.7ms	remaining: 30.7s
1:	learn: 0.7995952	total: 60.5ms	remaining: 30.2s
2:	learn: 0.7710846	total: 89.5ms	remaining: 29.7s
3:	learn: 0.7466743	total: 118ms	remaining: 29.4s
4:	learn: 0.7124219	total: 146ms	remaining: 29s
5:	learn: 0.6884966	total: 183ms	remaining: 30.2s
6:	learn: 0.6651905	total: 218ms	remaining: 30.9s
7:	learn: 0.6352718	total: 255ms	remaining: 31.6s
8:	learn: 0.6133528	total: 288ms	remaining: 31.7s
9:	learn: 0.5921816	total: 321ms	remaining: 31.7s
10:	learn: 0.5641385	total: 355ms	remaining: 31.9s
11:	learn: 0.5439673	total: 390ms	remaining: 32.1s
12:	learn: 0.5222206	total: 421ms	remaining: 31.9s
13:	learn: 0.5070525	total: 451ms	remaining: 31.8s
14:	learn: 0.4922645	total: 480ms	remaining: 31.5s
15:	learn: 0.4768862	total: 509ms	remaining: 31.3s
16:	learn: 0.4615812	total: 538ms	remaining: 31.1s
17:	learn: 0.4462786	total: 569ms	remaining: 31s
18:	learn: 0.4355879	total: 606ms	remaining: 31.3s
19:	learn: 0.4208984	total: 639ms	remaining: 31.3s
20:	learn: 0.4080646	total: 669ms	remaining: 31.2s
21:	learn: 0.3975605	total: 701ms	remaining: 31.2s
22:	learn: 0.3845154	total: 736ms	remaining: 31.3s
23:	learn: 0.3757654	total: 773ms	remaining: 31.4s
24:	learn: 0.3640427	total: 817ms	remaining: 31.8s
25:	learn: 0.3537734	total: 850ms	remaining: 31.8s
26:	learn: 0.3442240	total: 880ms	remaining: 31.7s
27:	learn: 0.3340025	total: 910ms	remaining: 31.6s
28:	learn: 0.3256655	total: 938ms	remaining: 31.4s
29:	learn: 0.3172519	total: 967ms	remaining: 31.3s
30:	learn: 0.3095389	total: 1s	remaining: 31.3s
31:	learn: 0.3036266	total: 1.03s	remaining: 31.3s
32:	learn: 0.2959730	total: 1.06s	remaining: 31.1s
33:	learn: 0.2907853	total: 1.09s	remaining: 31s
34:	learn: 0.2843831	total: 1.12s	remaining: 30.9s
35:	learn: 0.2774960	total: 1.15s	remaining: 30.8s
36:	learn: 0.2696621	total: 1.2s	remaining: 31.1s
37:	learn: 0.2631052	total: 1.25s	remaining: 31.6s
38:	learn: 0.2584980	total: 1.25s	remaining: 30.9s
39:	learn: 0.2521476	total: 1.29s	remaining: 31s
40:	learn: 0.2457453	total: 1.33s	remaining: 31.1s
41:	learn: 0.2400557	total: 1.37s	remaining: 31.2s
42:	learn: 0.2349390	total: 1.4s	remaining: 31.2s
43:	learn: 0.2296281	total: 1.43s	remaining: 31.1s
44:	learn: 0.2242190	total: 1.46s	remaining: 31s
45:	learn: 0.2193192	total: 1.49s	remaining: 30.9s
46:	learn: 0.2148574	total: 1.52s	remaining: 30.8s
47:	learn: 0.2099910	total: 1.55s	remaining: 30.8s
48:	learn: 0.2060282	total: 1.58s	remaining: 30.7s
49:	learn: 0.2015514	total: 1.61s	remaining: 30.7s
50:	learn: 0.1977386	total: 1.64s	remaining: 30.6s
51:	learn: 0.1943990	total: 1.67s	remaining: 30.5s
52:	learn: 0.1905825	total: 1.7s	remaining: 30.4s
53:	learn: 0.1870747	total: 1.74s	remaining: 30.4s
54:	learn: 0.1829878	total: 1.78s	remaining: 30.5s
55:	learn: 0.1798615	total: 1.81s	remaining: 30.6s
56:	learn: 0.1777785	total: 1.84s	remaining: 30.5s
57:	learn: 0.1747460	total: 1.88s	remaining: 30.5s
58:	learn: 0.1714695	total: 1.92s	remaining: 30.6s
59:	learn: 0.1703128	total: 1.92s	remaining: 30.1s
60:	learn: 0.1668664	total: 1.95s	remaining: 30s
61:	learn: 0.1630793	total: 1.98s	remaining: 29.9s
62:	learn: 0.1601984	total: 2.02s	remaining: 30s
63:	learn: 0.1569849	total: 2.05s	remaining: 30.1s
64:	learn: 0.1535578	total: 2.09s	remaining: 30.1s
65:	learn: 0.1511110	total: 2.14s	remaining: 30.3s
66:	learn: 0.1485066	total: 2.17s	remaining: 30.2s
67:	learn: 0.1452203	total: 2.2s	remaining: 30.1s
68:	learn: 0.1419986	total: 2.23s	remaining: 30.1s
69:	learn: 0.1406791	total: 2.24s	remaining: 29.7s
70:	learn: 0.1393718	total: 2.27s	remaining: 29.7s
71:	learn: 0.1365043	total: 2.32s	remaining: 29.9s
72:	learn: 0.1343434	total: 2.36s	remaining: 29.9s
73:	learn: 0.1316474	total: 2.39s	remaining: 29.9s
74:	learn: 0.1290975	total: 2.42s	remaining: 29.9s
75:	learn: 0.1263702	total: 2.45s	remaining: 29.8s
76:	learn: 0.1246467	total: 2.49s	remaining: 29.8s
77:	learn: 0.1218388	total: 2.52s	remaining: 29.8s
78:	learn: 0.1192396	total: 2.55s	remaining: 29.7s
79:	learn: 0.1180490	total: 2.59s	remaining: 29.7s
80:	learn: 0.1166602	total: 2.62s	remaining: 29.8s
81:	learn: 0.1148795	total: 2.66s	remaining: 29.8s
82:	learn: 0.1125426	total: 2.7s	remaining: 29.8s
83:	learn: 0.1098659	total: 2.73s	remaining: 29.7s
84:	learn: 0.1077525	total: 2.75s	remaining: 29.7s
85:	learn: 0.1064011	total: 2.78s	remaining: 29.6s
86:	learn: 0.1043554	total: 2.81s	remaining: 29.5s
87:	learn: 0.1025917	total: 2.84s	remaining: 29.5s
88:	learn: 0.1006957	total: 2.87s	remaining: 29.4s
89:	learn: 0.0990172	total: 2.91s	remaining: 29.4s
90:	learn: 0.0985678	total: 2.91s	remaining: 29.1s
91:	learn: 0.0965317	total: 2.94s	remaining: 29s
92:	learn: 0.0947216	total: 2.97s	remaining: 29s
93:	learn: 0.0933519	total: 3s	remaining: 28.9s
94:	learn: 0.0922565	total: 3.03s	remaining: 28.9s
95:	learn: 0.0901375	total: 3.06s	remaining: 28.8s
96:	learn: 0.0897858	total: 3.06s	remaining: 28.5s
97:	learn: 0.0894363	total: 3.06s	remaining: 28.2s
98:	learn: 0.0881114	total: 3.1s	remaining: 28.2s
99:	learn: 0.0870204	total: 3.13s	remaining: 28.2s
100:	learn: 0.0849984	total: 3.16s	remaining: 28.1s
101:	learn: 0.0836516	total: 3.17s	remaining: 27.9s
102:	learn: 0.0832366	total: 3.18s	remaining: 27.7s
103:	learn: 0.0812771	total: 3.21s	remaining: 27.7s
104:	learn: 0.0796466	total: 3.24s	remaining: 27.6s
105:	learn: 0.0783707	total: 3.28s	remaining: 27.7s
106:	learn: 0.0775959	total: 3.31s	remaining: 27.6s
107:	learn: 0.0768324	total: 3.34s	remaining: 27.6s
108:	learn: 0.0760218	total: 3.37s	remaining: 27.6s
109:	learn: 0.0757838	total: 3.37s	remaining: 27.3s
110:	learn: 0.0745555	total: 3.4s	remaining: 27.2s
111:	learn: 0.0739234	total: 3.43s	remaining: 27.2s
112:	learn: 0.0732034	total: 3.46s	remaining: 27.2s
113:	learn: 0.0729863	total: 3.47s	remaining: 26.9s
114:	learn: 0.0714306	total: 3.5s	remaining: 26.9s
115:	learn: 0.0702030	total: 3.53s	remaining: 26.9s
116:	learn: 0.0694670	total: 3.56s	remaining: 26.8s
117:	learn: 0.0681763	total: 3.59s	remaining: 26.8s
118:	learn: 0.0673280	total: 3.62s	remaining: 26.8s
119:	learn: 0.0667470	total: 3.65s	remaining: 26.8s
120:	learn: 0.0657772	total: 3.68s	remaining: 26.8s
121:	learn: 0.0649930	total: 3.71s	remaining: 26.7s
122:	learn: 0.0643855	total: 3.74s	remaining: 26.7s
123:	learn: 0.0628594	total: 3.77s	remaining: 26.6s
124:	learn: 0.0617822	total: 3.8s	remaining: 26.6s
125:	learn: 0.0608146	total: 3.84s	remaining: 26.6s
126:	learn: 0.0604651	total: 3.87s	remaining: 26.6s
127:	learn: 0.0598731	total: 3.9s	remaining: 26.6s
128:	learn: 0.0593899	total: 3.93s	remaining: 26.5s
129:	learn: 0.0586724	total: 3.96s	remaining: 26.5s
130:	learn: 0.0581318	total: 3.99s	remaining: 26.4s
131:	learn: 0.0575037	total: 4.02s	remaining: 26.5s
132:	learn: 0.0566757	total: 4.05s	remaining: 26.4s
133:	learn: 0.0553745	total: 4.08s	remaining: 26.4s
134:	learn: 0.0544603	total: 4.11s	remaining: 26.3s
135:	learn: 0.0533624	total: 4.14s	remaining: 26.3s
136:	learn: 0.0522175	total: 4.17s	remaining: 26.3s
137:	learn: 0.0512619	total: 4.21s	remaining: 26.3s
138:	learn: 0.0499602	total: 4.24s	remaining: 26.3s
139:	learn: 0.0488270	total: 4.27s	remaining: 26.2s
140:	learn: 0.0479395	total: 4.3s	remaining: 26.2s
141:	learn: 0.0470135	total: 4.33s	remaining: 26.2s
142:	learn: 0.0463594	total: 4.36s	remaining: 26.1s
143:	learn: 0.0453177	total: 4.39s	remaining: 26.1s
144:	learn: 0.0445924	total: 4.43s	remaining: 26.1s
145:	learn: 0.0438847	total: 4.46s	remaining: 26.1s
146:	learn: 0.0431497	total: 4.49s	remaining: 26s
147:	learn: 0.0422606	total: 4.52s	remaining: 26s
148:	learn: 0.0414603	total: 4.55s	remaining: 26s
149:	learn: 0.0406214	total: 4.58s	remaining: 26s
150:	learn: 0.0397867	total: 4.62s	remaining: 26s
151:	learn: 0.0391538	total: 4.64s	remaining: 25.9s
152:	learn: 0.0387417	total: 4.67s	remaining: 25.9s
153:	learn: 0.0377867	total: 4.7s	remaining: 25.8s
154:	learn: 0.0371679	total: 4.73s	remaining: 25.8s
155:	learn: 0.0365287	total: 4.77s	remaining: 25.8s
156:	learn: 0.0358344	total: 4.8s	remaining: 25.8s
157:	learn: 0.0355054	total: 4.81s	remaining: 25.7s
158:	learn: 0.0348165	total: 4.84s	remaining: 25.6s
159:	learn: 0.0341143	total: 4.87s	remaining: 25.6s
160:	learn: 0.0332970	total: 4.9s	remaining: 25.5s
161:	learn: 0.0327167	total: 4.93s	remaining: 25.5s
162:	learn: 0.0320536	total: 4.97s	remaining: 25.5s
163:	learn: 0.0313660	total: 5s	remaining: 25.5s
164:	learn: 0.0311578	total: 5.03s	remaining: 25.4s
165:	learn: 0.0308105	total: 5.06s	remaining: 25.4s
166:	learn: 0.0303120	total: 5.09s	remaining: 25.4s
167:	learn: 0.0299231	total: 5.12s	remaining: 25.3s
168:	learn: 0.0297345	total: 5.15s	remaining: 25.3s
169:	learn: 0.0292333	total: 5.19s	remaining: 25.3s
170:	learn: 0.0287660	total: 5.21s	remaining: 25.3s
171:	learn: 0.0282308	total: 5.24s	remaining: 25.2s
172:	learn: 0.0276134	total: 5.27s	remaining: 25.2s
173:	learn: 0.0271660	total: 5.31s	remaining: 25.2s
174:	learn: 0.0265863	total: 5.34s	remaining: 25.2s
175:	learn: 0.0259844	total: 5.37s	remaining: 25.2s
176:	learn: 0.0254127	total: 5.41s	remaining: 25.1s
177:	learn: 0.0250463	total: 5.43s	remaining: 25.1s
178:	learn: 0.0246715	total: 5.46s	remaining: 25.1s
179:	learn: 0.0245756	total: 5.49s	remaining: 25s
180:	learn: 0.0244260	total: 5.53s	remaining: 25s
181:	learn: 0.0238201	total: 5.56s	remaining: 25s
182:	learn: 0.0233229	total: 5.59s	remaining: 25s
183:	learn: 0.0228808	total: 5.62s	remaining: 24.9s
184:	learn: 0.0226256	total: 5.65s	remaining: 24.9s
185:	learn: 0.0221912	total: 5.68s	remaining: 24.9s
186:	learn: 0.0219667	total: 5.71s	remaining: 24.8s
187:	learn: 0.0214276	total: 5.75s	remaining: 24.8s
188:	learn: 0.0210786	total: 5.78s	remaining: 24.8s
189:	learn: 0.0209775	total: 5.78s	remaining: 24.6s
190:	learn: 0.0206941	total: 5.81s	remaining: 24.6s
191:	learn: 0.0204581	total: 5.84s	remaining: 24.6s
192:	learn: 0.0201314	total: 5.84s	remaining: 24.4s
193:	learn: 0.0197976	total: 5.87s	remaining: 24.4s
194:	learn: 0.0195876	total: 5.91s	remaining: 24.4s
195:	learn: 0.0191709	total: 5.94s	remaining: 24.4s
196:	learn: 0.0187927	total: 5.98s	remaining: 24.4s
197:	learn: 0.0185369	total: 6.01s	remaining: 24.3s
198:	learn: 0.0182384	total: 6.04s	remaining: 24.3s
199:	learn: 0.0180249	total: 6.07s	remaining: 24.3s
200:	learn: 0.0176634	total: 6.11s	remaining: 24.3s
201:	learn: 0.0172328	total: 6.14s	remaining: 24.3s
202:	learn: 0.0169011	total: 6.18s	remaining: 24.2s
203:	learn: 0.0165481	total: 6.22s	remaining: 24.3s
204:	learn: 0.0162213	total: 6.25s	remaining: 24.3s
205:	learn: 0.0160398	total: 6.3s	remaining: 24.3s
206:	learn: 0.0158407	total: 6.33s	remaining: 24.3s
207:	learn: 0.0155647	total: 6.37s	remaining: 24.3s
208:	learn: 0.0152566	total: 6.4s	remaining: 24.2s
209:	learn: 0.0149008	total: 6.44s	remaining: 24.2s
210:	learn: 0.0148369	total: 6.45s	remaining: 24.1s
211:	learn: 0.0145033	total: 6.48s	remaining: 24.1s
212:	learn: 0.0142442	total: 6.51s	remaining: 24.1s
213:	learn: 0.0140280	total: 6.52s	remaining: 23.9s
214:	learn: 0.0138593	total: 6.55s	remaining: 23.9s
215:	learn: 0.0136704	total: 6.59s	remaining: 23.9s
216:	learn: 0.0134174	total: 6.62s	remaining: 23.9s
217:	learn: 0.0132387	total: 6.65s	remaining: 23.9s
218:	learn: 0.0131117	total: 6.69s	remaining: 23.9s
219:	learn: 0.0127905	total: 6.72s	remaining: 23.8s
220:	learn: 0.0127088	total: 6.75s	remaining: 23.8s
221:	learn: 0.0124205	total: 6.78s	remaining: 23.8s
222:	learn: 0.0122408	total: 6.81s	remaining: 23.7s
223:	learn: 0.0122045	total: 6.85s	remaining: 23.7s
224:	learn: 0.0119897	total: 6.89s	remaining: 23.7s
225:	learn: 0.0117362	total: 6.93s	remaining: 23.7s
226:	learn: 0.0115619	total: 6.97s	remaining: 23.7s
227:	learn: 0.0113809	total: 7.01s	remaining: 23.7s
228:	learn: 0.0112448	total: 7.04s	remaining: 23.7s
229:	learn: 0.0110641	total: 7.08s	remaining: 23.7s
230:	learn: 0.0108772	total: 7.12s	remaining: 23.7s
231:	learn: 0.0106520	total: 7.16s	remaining: 23.7s
232:	learn: 0.0104747	total: 7.21s	remaining: 23.7s
233:	learn: 0.0102217	total: 7.25s	remaining: 23.7s
234:	learn: 0.0100061	total: 7.29s	remaining: 23.7s
235:	learn: 0.0097906	total: 7.33s	remaining: 23.7s
236:	learn: 0.0096671	total: 7.36s	remaining: 23.7s
237:	learn: 0.0094550	total: 7.39s	remaining: 23.7s
238:	learn: 0.0093478	total: 7.42s	remaining: 23.6s
239:	learn: 0.0092007	total: 7.46s	remaining: 23.6s
240:	learn: 0.0091129	total: 7.49s	remaining: 23.6s
241:	learn: 0.0089151	total: 7.52s	remaining: 23.5s
242:	learn: 0.0087771	total: 7.55s	remaining: 23.5s
243:	learn: 0.0086780	total: 7.58s	remaining: 23.5s
244:	learn: 0.0085112	total: 7.62s	remaining: 23.5s
245:	learn: 0.0083993	total: 7.65s	remaining: 23.5s
246:	learn: 0.0082272	total: 7.69s	remaining: 23.5s
247:	learn: 0.0080995	total: 7.73s	remaining: 23.4s
248:	learn: 0.0079182	total: 7.76s	remaining: 23.4s
249:	learn: 0.0077081	total: 7.8s	remaining: 23.4s
250:	learn: 0.0075794	total: 7.84s	remaining: 23.4s
251:	learn: 0.0073994	total: 7.88s	remaining: 23.4s
252:	learn: 0.0073593	total: 7.91s	remaining: 23.4s
253:	learn: 0.0072576	total: 7.95s	remaining: 23.3s
254:	learn: 0.0071290	total: 7.98s	remaining: 23.3s
255:	learn: 0.0071160	total: 7.98s	remaining: 23.2s
256:	learn: 0.0070125	total: 8.01s	remaining: 23.2s
257:	learn: 0.0069158	total: 8.04s	remaining: 23.1s
258:	learn: 0.0067971	total: 8.08s	remaining: 23.1s
259:	learn: 0.0067849	total: 8.08s	remaining: 23s
260:	learn: 0.0066986	total: 8.11s	remaining: 23s
261:	learn: 0.0065703	total: 8.15s	remaining: 23s
262:	learn: 0.0065450	total: 8.19s	remaining: 22.9s
263:	learn: 0.0063867	total: 8.22s	remaining: 22.9s
264:	learn: 0.0062798	total: 8.26s	remaining: 22.9s
265:	learn: 0.0062576	total: 8.29s	remaining: 22.9s
266:	learn: 0.0061364	total: 8.33s	remaining: 22.9s
267:	learn: 0.0060669	total: 8.37s	remaining: 22.9s
268:	learn: 0.0059469	total: 8.4s	remaining: 22.8s
269:	learn: 0.0058235	total: 8.44s	remaining: 22.8s
270:	learn: 0.0057459	total: 8.47s	remaining: 22.8s
271:	learn: 0.0056025	total: 8.5s	remaining: 22.8s
272:	learn: 0.0055059	total: 8.53s	remaining: 22.7s
273:	learn: 0.0054397	total: 8.56s	remaining: 22.7s
274:	learn: 0.0053350	total: 8.59s	remaining: 22.6s
275:	learn: 0.0052211	total: 8.63s	remaining: 22.6s
276:	learn: 0.0051610	total: 8.66s	remaining: 22.6s
277:	learn: 0.0050702	total: 8.7s	remaining: 22.6s
278:	learn: 0.0049723	total: 8.74s	remaining: 22.6s
279:	learn: 0.0048797	total: 8.78s	remaining: 22.6s
280:	learn: 0.0047651	total: 8.81s	remaining: 22.6s
281:	learn: 0.0046961	total: 8.85s	remaining: 22.5s
282:	learn: 0.0046077	total: 8.89s	remaining: 22.5s
283:	learn: 0.0045341	total: 8.92s	remaining: 22.5s
284:	learn: 0.0044749	total: 8.96s	remaining: 22.5s
285:	learn: 0.0043843	total: 8.99s	remaining: 22.4s
286:	learn: 0.0043071	total: 9.02s	remaining: 22.4s
287:	learn: 0.0042311	total: 9.06s	remaining: 22.4s
288:	learn: 0.0041661	total: 9.09s	remaining: 22.4s
289:	learn: 0.0040912	total: 9.12s	remaining: 22.3s
290:	learn: 0.0040340	total: 9.15s	remaining: 22.3s
291:	learn: 0.0039518	total: 9.19s	remaining: 22.3s
292:	learn: 0.0038451	total: 9.22s	remaining: 22.3s
293:	learn: 0.0037959	total: 9.26s	remaining: 22.2s
294:	learn: 0.0037226	total: 9.3s	remaining: 22.2s
295:	learn: 0.0036646	total: 9.33s	remaining: 22.2s
296:	learn: 0.0035958	total: 9.36s	remaining: 22.2s
297:	learn: 0.0035425	total: 9.4s	remaining: 22.1s
298:	learn: 0.0034791	total: 9.44s	remaining: 22.1s
299:	learn: 0.0034527	total: 9.47s	remaining: 22.1s
300:	learn: 0.0033830	total: 9.51s	remaining: 22.1s
301:	learn: 0.0033339	total: 9.55s	remaining: 22.1s
302:	learn: 0.0032594	total: 9.59s	remaining: 22.1s
303:	learn: 0.0031911	total: 9.63s	remaining: 22s
304:	learn: 0.0031234	total: 9.65s	remaining: 22s
305:	learn: 0.0030999	total: 9.69s	remaining: 22s
306:	learn: 0.0030318	total: 9.72s	remaining: 22s
307:	learn: 0.0029719	total: 9.76s	remaining: 21.9s
308:	learn: 0.0029290	total: 9.8s	remaining: 21.9s
309:	learn: 0.0028837	total: 9.83s	remaining: 21.9s
310:	learn: 0.0028414	total: 9.87s	remaining: 21.9s
311:	learn: 0.0027936	total: 9.9s	remaining: 21.8s
312:	learn: 0.0027420	total: 9.94s	remaining: 21.8s
313:	learn: 0.0027161	total: 9.97s	remaining: 21.8s
314:	learn: 0.0026799	total: 10s	remaining: 21.8s
315:	learn: 0.0026362	total: 10s	remaining: 21.7s
316:	learn: 0.0025837	total: 10.1s	remaining: 21.7s
317:	learn: 0.0025343	total: 10.1s	remaining: 21.7s
318:	learn: 0.0025001	total: 10.1s	remaining: 21.6s
319:	learn: 0.0024777	total: 10.2s	remaining: 21.6s
320:	learn: 0.0024385	total: 10.2s	remaining: 21.6s
321:	learn: 0.0024240	total: 10.2s	remaining: 21.6s
322:	learn: 0.0023933	total: 10.3s	remaining: 21.5s
323:	learn: 0.0023462	total: 10.3s	remaining: 21.5s
324:	learn: 0.0023130	total: 10.3s	remaining: 21.5s
325:	learn: 0.0022768	total: 10.4s	remaining: 21.5s
326:	learn: 0.0022428	total: 10.4s	remaining: 21.4s
327:	learn: 0.0022187	total: 10.5s	remaining: 21.4s
328:	learn: 0.0021820	total: 10.5s	remaining: 21.4s
329:	learn: 0.0021409	total: 10.5s	remaining: 21.4s
330:	learn: 0.0021169	total: 10.6s	remaining: 21.3s
331:	learn: 0.0021069	total: 10.6s	remaining: 21.3s
332:	learn: 0.0020722	total: 10.6s	remaining: 21.3s
333:	learn: 0.0020434	total: 10.7s	remaining: 21.2s
334:	learn: 0.0020323	total: 10.7s	remaining: 21.2s
335:	learn: 0.0020028	total: 10.7s	remaining: 21.2s
336:	learn: 0.0019810	total: 10.8s	remaining: 21.2s
337:	learn: 0.0019419	total: 10.8s	remaining: 21.2s
338:	learn: 0.0019145	total: 10.8s	remaining: 21.2s
339:	learn: 0.0018715	total: 10.9s	remaining: 21.1s
340:	learn: 0.0018200	total: 10.9s	remaining: 21.1s
341:	learn: 0.0017859	total: 11s	remaining: 21.1s
342:	learn: 0.0017414	total: 11s	remaining: 21.1s
343:	learn: 0.0017099	total: 11s	remaining: 21s
344:	learn: 0.0016776	total: 11.1s	remaining: 21s
345:	learn: 0.0016498	total: 11.1s	remaining: 21s
346:	learn: 0.0016102	total: 11.1s	remaining: 21s
347:	learn: 0.0015871	total: 11.2s	remaining: 20.9s
348:	learn: 0.0015684	total: 11.2s	remaining: 20.9s
349:	learn: 0.0015465	total: 11.3s	remaining: 20.9s
350:	learn: 0.0015263	total: 11.3s	remaining: 20.9s
351:	learn: 0.0015209	total: 11.3s	remaining: 20.9s
352:	learn: 0.0014902	total: 11.4s	remaining: 20.8s
353:	learn: 0.0014691	total: 11.4s	remaining: 20.8s
354:	learn: 0.0014370	total: 11.4s	remaining: 20.8s
355:	learn: 0.0014271	total: 11.5s	remaining: 20.7s
356:	learn: 0.0014210	total: 11.5s	remaining: 20.7s
357:	learn: 0.0013876	total: 11.5s	remaining: 20.7s
358:	learn: 0.0013630	total: 11.6s	remaining: 20.7s
359:	learn: 0.0013498	total: 11.6s	remaining: 20.6s
360:	learn: 0.0013247	total: 11.6s	remaining: 20.6s
361:	learn: 0.0013115	total: 11.7s	remaining: 20.6s
362:	learn: 0.0012858	total: 11.7s	remaining: 20.5s
363:	learn: 0.0012580	total: 11.7s	remaining: 20.5s
364:	learn: 0.0012473	total: 11.8s	remaining: 20.5s
365:	learn: 0.0012455	total: 11.8s	remaining: 20.4s
366:	learn: 0.0012167	total: 11.8s	remaining: 20.4s
367:	learn: 0.0011925	total: 11.8s	remaining: 20.3s
368:	learn: 0.0011758	total: 11.9s	remaining: 20.3s
369:	learn: 0.0011711	total: 11.9s	remaining: 20.2s
370:	learn: 0.0011470	total: 11.9s	remaining: 20.2s
371:	learn: 0.0011172	total: 12s	remaining: 20.2s
372:	learn: 0.0010951	total: 12s	remaining: 20.2s
373:	learn: 0.0010757	total: 12s	remaining: 20.1s
374:	learn: 0.0010577	total: 12.1s	remaining: 20.1s
375:	learn: 0.0010445	total: 12.1s	remaining: 20.1s
376:	learn: 0.0010312	total: 12.1s	remaining: 20s
377:	learn: 0.0010173	total: 12.2s	remaining: 20s
378:	learn: 0.0010133	total: 12.2s	remaining: 20s
379:	learn: 0.0009921	total: 12.2s	remaining: 19.9s
380:	learn: 0.0009690	total: 12.3s	remaining: 19.9s
381:	learn: 0.0009491	total: 12.3s	remaining: 19.9s
382:	learn: 0.0009351	total: 12.3s	remaining: 19.9s
383:	learn: 0.0009195	total: 12.4s	remaining: 19.8s
384:	learn: 0.0009051	total: 12.4s	remaining: 19.8s
385:	learn: 0.0008873	total: 12.4s	remaining: 19.8s
386:	learn: 0.0008702	total: 12.5s	remaining: 19.7s
387:	learn: 0.0008565	total: 12.5s	remaining: 19.7s
388:	learn: 0.0008441	total: 12.5s	remaining: 19.7s
389:	learn: 0.0008311	total: 12.6s	remaining: 19.6s
390:	learn: 0.0008171	total: 12.6s	remaining: 19.6s
391:	learn: 0.0008037	total: 12.6s	remaining: 19.6s
392:	learn: 0.0007895	total: 12.6s	remaining: 19.5s
393:	learn: 0.0007726	total: 12.7s	remaining: 19.5s
394:	learn: 0.0007568	total: 12.7s	remaining: 19.5s
395:	learn: 0.0007469	total: 12.8s	remaining: 19.4s
396:	learn: 0.0007357	total: 12.8s	remaining: 19.4s
397:	learn: 0.0007259	total: 12.8s	remaining: 19.4s
398:	learn: 0.0007236	total: 12.8s	remaining: 19.3s
399:	learn: 0.0007080	total: 12.9s	remaining: 19.3s
400:	learn: 0.0007067	total: 12.9s	remaining: 19.3s
401:	learn: 0.0007030	total: 12.9s	remaining: 19.3s
402:	learn: 0.0007008	total: 13s	remaining: 19.2s
403:	learn: 0.0006885	total: 13s	remaining: 19.2s
404:	learn: 0.0006825	total: 13s	remaining: 19.1s
405:	learn: 0.0006787	total: 13.1s	remaining: 19.1s
406:	learn: 0.0006659	total: 13.1s	remaining: 19.1s
407:	learn: 0.0006612	total: 13.1s	remaining: 19s
408:	learn: 0.0006474	total: 13.2s	remaining: 19s
409:	learn: 0.0006330	total: 13.2s	remaining: 19s
410:	learn: 0.0006226	total: 13.2s	remaining: 18.9s
411:	learn: 0.0006119	total: 13.2s	remaining: 18.9s
412:	learn: 0.0006041	total: 13.3s	remaining: 18.9s
413:	learn: 0.0005948	total: 13.3s	remaining: 18.8s
414:	learn: 0.0005815	total: 13.3s	remaining: 18.8s
415:	learn: 0.0005704	total: 13.4s	remaining: 18.8s
416:	learn: 0.0005588	total: 13.4s	remaining: 18.7s
417:	learn: 0.0005501	total: 13.4s	remaining: 18.7s
418:	learn: 0.0005405	total: 13.5s	remaining: 18.7s
419:	learn: 0.0005344	total: 13.5s	remaining: 18.6s
420:	learn: 0.0005284	total: 13.5s	remaining: 18.6s
421:	learn: 0.0005220	total: 13.6s	remaining: 18.6s
422:	learn: 0.0005112	total: 13.6s	remaining: 18.5s
423:	learn: 0.0005037	total: 13.6s	remaining: 18.5s
424:	learn: 0.0004978	total: 13.7s	remaining: 18.5s
425:	learn: 0.0004911	total: 13.7s	remaining: 18.5s
426:	learn: 0.0004831	total: 13.7s	remaining: 18.4s
427:	learn: 0.0004822	total: 13.7s	remaining: 18.3s
428:	learn: 0.0004735	total: 13.8s	remaining: 18.3s
429:	learn: 0.0004633	total: 13.8s	remaining: 18.3s
430:	learn: 0.0004553	total: 13.8s	remaining: 18.2s
431:	learn: 0.0004490	total: 13.8s	remaining: 18.2s
432:	learn: 0.0004391	total: 13.9s	remaining: 18.2s
433:	learn: 0.0004338	total: 13.9s	remaining: 18.2s
434:	learn: 0.0004295	total: 13.9s	remaining: 18.1s
435:	learn: 0.0004192	total: 14s	remaining: 18.1s
436:	learn: 0.0004130	total: 14s	remaining: 18s
437:	learn: 0.0004100	total: 14s	remaining: 18s
438:	learn: 0.0004024	total: 14.1s	remaining: 18s
439:	learn: 0.0003987	total: 14.1s	remaining: 17.9s
440:	learn: 0.0003937	total: 14.1s	remaining: 17.9s
441:	learn: 0.0003848	total: 14.2s	remaining: 17.9s
442:	learn: 0.0003800	total: 14.2s	remaining: 17.8s
443:	learn: 0.0003735	total: 14.2s	remaining: 17.8s
444:	learn: 0.0003695	total: 14.3s	remaining: 17.8s
445:	learn: 0.0003652	total: 14.3s	remaining: 17.7s
446:	learn: 0.0003639	total: 14.3s	remaining: 17.7s
447:	learn: 0.0003572	total: 14.3s	remaining: 17.7s
448:	learn: 0.0003529	total: 14.4s	remaining: 17.6s
449:	learn: 0.0003476	total: 14.4s	remaining: 17.6s
450:	learn: 0.0003415	total: 14.4s	remaining: 17.6s
451:	learn: 0.0003347	total: 14.5s	remaining: 17.5s
452:	learn: 0.0003288	total: 14.5s	remaining: 17.5s
453:	learn: 0.0003229	total: 14.5s	remaining: 17.5s
454:	learn: 0.0003197	total: 14.5s	remaining: 17.4s
455:	learn: 0.0003184	total: 14.6s	remaining: 17.4s
456:	learn: 0.0003155	total: 14.6s	remaining: 17.4s
457:	learn: 0.0003128	total: 14.6s	remaining: 17.3s
458:	learn: 0.0003069	total: 14.7s	remaining: 17.3s
459:	learn: 0.0003041	total: 14.7s	remaining: 17.2s
460:	learn: 0.0003008	total: 14.7s	remaining: 17.2s
461:	learn: 0.0002962	total: 14.7s	remaining: 17.2s
462:	learn: 0.0002920	total: 14.8s	remaining: 17.1s
463:	learn: 0.0002887	total: 14.8s	remaining: 17.1s
464:	learn: 0.0002858	total: 14.8s	remaining: 17.1s
465:	learn: 0.0002817	total: 14.9s	remaining: 17s
466:	learn: 0.0002787	total: 14.9s	remaining: 17s
467:	learn: 0.0002744	total: 14.9s	remaining: 17s
468:	learn: 0.0002678	total: 15s	remaining: 16.9s
469:	learn: 0.0002627	total: 15s	remaining: 16.9s
470:	learn: 0.0002588	total: 15s	remaining: 16.9s
471:	learn: 0.0002549	total: 15.1s	remaining: 16.8s
472:	learn: 0.0002546	total: 15.1s	remaining: 16.8s
473:	learn: 0.0002516	total: 15.1s	remaining: 16.7s
474:	learn: 0.0002500	total: 15.1s	remaining: 16.7s
475:	learn: 0.0002449	total: 15.1s	remaining: 16.7s
476:	learn: 0.0002429	total: 15.2s	remaining: 16.6s
477:	learn: 0.0002398	total: 15.2s	remaining: 16.6s
478:	learn: 0.0002356	total: 15.2s	remaining: 16.6s
479:	learn: 0.0002338	total: 15.3s	remaining: 16.5s
480:	learn: 0.0002289	total: 15.3s	remaining: 16.5s
481:	learn: 0.0002248	total: 15.3s	remaining: 16.5s
482:	learn: 0.0002220	total: 15.4s	remaining: 16.4s
483:	learn: 0.0002191	total: 15.4s	remaining: 16.4s
484:	learn: 0.0002150	total: 15.4s	remaining: 16.4s
485:	learn: 0.0002144	total: 15.5s	remaining: 16.3s
486:	learn: 0.0002141	total: 15.5s	remaining: 16.3s
487:	learn: 0.0002135	total: 15.5s	remaining: 16.3s
488:	learn: 0.0002092	total: 15.5s	remaining: 16.2s
489:	learn: 0.0002074	total: 15.6s	remaining: 16.2s
490:	learn: 0.0002042	total: 15.6s	remaining: 16.2s
491:	learn: 0.0002001	total: 15.6s	remaining: 16.1s
492:	learn: 0.0001959	total: 15.7s	remaining: 16.1s
493:	learn: 0.0001932	total: 15.7s	remaining: 16.1s
494:	learn: 0.0001890	total: 15.7s	remaining: 16s
495:	learn: 0.0001873	total: 15.7s	remaining: 16s
496:	learn: 0.0001870	total: 15.8s	remaining: 16s
497:	learn: 0.0001840	total: 15.8s	remaining: 15.9s
498:	learn: 0.0001811	total: 15.8s	remaining: 15.9s
499:	learn: 0.0001808	total: 15.9s	remaining: 15.9s
500:	learn: 0.0001783	total: 15.9s	remaining: 15.8s
501:	learn: 0.0001745	total: 15.9s	remaining: 15.8s
502:	learn: 0.0001712	total: 16s	remaining: 15.8s
503:	learn: 0.0001701	total: 16s	remaining: 15.7s
504:	learn: 0.0001681	total: 16s	remaining: 15.7s
505:	learn: 0.0001665	total: 16.1s	remaining: 15.7s
506:	learn: 0.0001643	total: 16.1s	remaining: 15.6s
507:	learn: 0.0001627	total: 16.1s	remaining: 15.6s
508:	learn: 0.0001591	total: 16.2s	remaining: 15.6s
509:	learn: 0.0001572	total: 16.2s	remaining: 15.6s
510:	learn: 0.0001545	total: 16.2s	remaining: 15.5s
511:	learn: 0.0001520	total: 16.2s	remaining: 15.5s
512:	learn: 0.0001488	total: 16.3s	remaining: 15.4s
513:	learn: 0.0001466	total: 16.3s	remaining: 15.4s
514:	learn: 0.0001430	total: 16.3s	remaining: 15.4s
515:	learn: 0.0001401	total: 16.4s	remaining: 15.4s
516:	learn: 0.0001375	total: 16.4s	remaining: 15.3s
517:	learn: 0.0001357	total: 16.4s	remaining: 15.3s
518:	learn: 0.0001328	total: 16.5s	remaining: 15.3s
519:	learn: 0.0001325	total: 16.5s	remaining: 15.2s
520:	learn: 0.0001301	total: 16.5s	remaining: 15.2s
521:	learn: 0.0001281	total: 16.5s	remaining: 15.2s
522:	learn: 0.0001277	total: 16.6s	remaining: 15.1s
523:	learn: 0.0001249	total: 16.6s	remaining: 15.1s
524:	learn: 0.0001231	total: 16.6s	remaining: 15.1s
525:	learn: 0.0001214	total: 16.7s	remaining: 15s
526:	learn: 0.0001199	total: 16.7s	remaining: 15s
527:	learn: 0.0001176	total: 16.7s	remaining: 15s
528:	learn: 0.0001153	total: 16.8s	remaining: 14.9s
529:	learn: 0.0001135	total: 16.8s	remaining: 14.9s
530:	learn: 0.0001122	total: 16.8s	remaining: 14.9s
531:	learn: 0.0001109	total: 16.9s	remaining: 14.8s
532:	learn: 0.0001096	total: 16.9s	remaining: 14.8s
533:	learn: 0.0001077	total: 16.9s	remaining: 14.8s
534:	learn: 0.0001076	total: 17s	remaining: 14.7s
535:	learn: 0.0001057	total: 17s	remaining: 14.7s
536:	learn: 0.0001040	total: 17s	remaining: 14.7s
537:	learn: 0.0001016	total: 17.1s	remaining: 14.6s
538:	learn: 0.0001001	total: 17.1s	remaining: 14.6s
539:	learn: 0.0000982	total: 17.1s	remaining: 14.6s
540:	learn: 0.0000967	total: 17.1s	remaining: 14.6s
541:	learn: 0.0000965	total: 17.2s	remaining: 14.5s
542:	learn: 0.0000948	total: 17.2s	remaining: 14.5s
543:	learn: 0.0000940	total: 17.2s	remaining: 14.4s
544:	learn: 0.0000934	total: 17.2s	remaining: 14.4s
545:	learn: 0.0000915	total: 17.3s	remaining: 14.4s
546:	learn: 0.0000903	total: 17.3s	remaining: 14.3s
547:	learn: 0.0000889	total: 17.3s	remaining: 14.3s
548:	learn: 0.0000873	total: 17.4s	remaining: 14.3s
549:	learn: 0.0000855	total: 17.4s	remaining: 14.2s
550:	learn: 0.0000842	total: 17.4s	remaining: 14.2s
551:	learn: 0.0000840	total: 17.4s	remaining: 14.2s
552:	learn: 0.0000825	total: 17.5s	remaining: 14.1s
553:	learn: 0.0000817	total: 17.5s	remaining: 14.1s
554:	learn: 0.0000802	total: 17.5s	remaining: 14.1s
555:	learn: 0.0000787	total: 17.6s	remaining: 14s
556:	learn: 0.0000786	total: 17.6s	remaining: 14s
557:	learn: 0.0000779	total: 17.6s	remaining: 14s
558:	learn: 0.0000765	total: 17.7s	remaining: 13.9s
559:	learn: 0.0000752	total: 17.7s	remaining: 13.9s
560:	learn: 0.0000742	total: 17.7s	remaining: 13.9s
561:	learn: 0.0000740	total: 17.8s	remaining: 13.8s
562:	learn: 0.0000731	total: 17.8s	remaining: 13.8s
563:	learn: 0.0000714	total: 17.8s	remaining: 13.8s
564:	learn: 0.0000706	total: 17.8s	remaining: 13.7s
565:	learn: 0.0000690	total: 17.9s	remaining: 13.7s
566:	learn: 0.0000683	total: 17.9s	remaining: 13.7s
567:	learn: 0.0000680	total: 17.9s	remaining: 13.6s
568:	learn: 0.0000671	total: 18s	remaining: 13.6s
569:	learn: 0.0000657	total: 18s	remaining: 13.6s
570:	learn: 0.0000648	total: 18s	remaining: 13.5s
571:	learn: 0.0000641	total: 18.1s	remaining: 13.5s
572:	learn: 0.0000636	total: 18.1s	remaining: 13.5s
573:	learn: 0.0000628	total: 18.1s	remaining: 13.5s
574:	learn: 0.0000618	total: 18.2s	remaining: 13.4s
575:	learn: 0.0000616	total: 18.2s	remaining: 13.4s
576:	learn: 0.0000606	total: 18.2s	remaining: 13.4s
577:	learn: 0.0000596	total: 18.3s	remaining: 13.3s
578:	learn: 0.0000594	total: 18.3s	remaining: 13.3s
579:	learn: 0.0000589	total: 18.3s	remaining: 13.3s
580:	learn: 0.0000580	total: 18.3s	remaining: 13.2s
581:	learn: 0.0000569	total: 18.4s	remaining: 13.2s
582:	learn: 0.0000554	total: 18.4s	remaining: 13.2s
583:	learn: 0.0000548	total: 18.4s	remaining: 13.1s
584:	learn: 0.0000536	total: 18.5s	remaining: 13.1s
585:	learn: 0.0000525	total: 18.5s	remaining: 13.1s
586:	learn: 0.0000519	total: 18.5s	remaining: 13s
587:	learn: 0.0000509	total: 18.6s	remaining: 13s
588:	learn: 0.0000502	total: 18.6s	remaining: 13s
589:	learn: 0.0000494	total: 18.6s	remaining: 12.9s
590:	learn: 0.0000488	total: 18.7s	remaining: 12.9s
591:	learn: 0.0000483	total: 18.7s	remaining: 12.9s
592:	learn: 0.0000478	total: 18.7s	remaining: 12.8s
593:	learn: 0.0000469	total: 18.7s	remaining: 12.8s
594:	learn: 0.0000466	total: 18.8s	remaining: 12.8s
595:	learn: 0.0000457	total: 18.8s	remaining: 12.7s
596:	learn: 0.0000449	total: 18.8s	remaining: 12.7s
597:	learn: 0.0000444	total: 18.9s	remaining: 12.7s
598:	learn: 0.0000437	total: 18.9s	remaining: 12.6s
599:	learn: 0.0000429	total: 18.9s	remaining: 12.6s
600:	learn: 0.0000420	total: 18.9s	remaining: 12.6s
601:	learn: 0.0000410	total: 19s	remaining: 12.5s
602:	learn: 0.0000406	total: 19s	remaining: 12.5s
603:	learn: 0.0000397	total: 19.1s	remaining: 12.5s
604:	learn: 0.0000392	total: 19.1s	remaining: 12.5s
605:	learn: 0.0000386	total: 19.1s	remaining: 12.4s
606:	learn: 0.0000383	total: 19.1s	remaining: 12.4s
607:	learn: 0.0000379	total: 19.2s	remaining: 12.4s
608:	learn: 0.0000378	total: 19.2s	remaining: 12.3s
609:	learn: 0.0000371	total: 19.2s	remaining: 12.3s
610:	learn: 0.0000363	total: 19.3s	remaining: 12.3s
611:	learn: 0.0000362	total: 19.3s	remaining: 12.2s
612:	learn: 0.0000356	total: 19.3s	remaining: 12.2s
613:	learn: 0.0000352	total: 19.3s	remaining: 12.2s
614:	learn: 0.0000344	total: 19.4s	remaining: 12.1s
615:	learn: 0.0000339	total: 19.4s	remaining: 12.1s
616:	learn: 0.0000333	total: 19.4s	remaining: 12.1s
617:	learn: 0.0000328	total: 19.5s	remaining: 12s
618:	learn: 0.0000325	total: 19.5s	remaining: 12s
619:	learn: 0.0000319	total: 19.5s	remaining: 12s
620:	learn: 0.0000314	total: 19.5s	remaining: 11.9s
621:	learn: 0.0000309	total: 19.6s	remaining: 11.9s
622:	learn: 0.0000305	total: 19.6s	remaining: 11.9s
623:	learn: 0.0000304	total: 19.6s	remaining: 11.8s
624:	learn: 0.0000303	total: 19.7s	remaining: 11.8s
625:	learn: 0.0000299	total: 19.7s	remaining: 11.8s
626:	learn: 0.0000295	total: 19.7s	remaining: 11.7s
627:	learn: 0.0000289	total: 19.8s	remaining: 11.7s
628:	learn: 0.0000285	total: 19.8s	remaining: 11.7s
629:	learn: 0.0000281	total: 19.8s	remaining: 11.6s
630:	learn: 0.0000278	total: 19.9s	remaining: 11.6s
631:	learn: 0.0000272	total: 19.9s	remaining: 11.6s
632:	learn: 0.0000269	total: 19.9s	remaining: 11.5s
633:	learn: 0.0000266	total: 20s	remaining: 11.5s
634:	learn: 0.0000261	total: 20s	remaining: 11.5s
635:	learn: 0.0000257	total: 20s	remaining: 11.5s
636:	learn: 0.0000253	total: 20s	remaining: 11.4s
637:	learn: 0.0000251	total: 20.1s	remaining: 11.4s
638:	learn: 0.0000247	total: 20.1s	remaining: 11.4s
639:	learn: 0.0000242	total: 20.1s	remaining: 11.3s
640:	learn: 0.0000238	total: 20.2s	remaining: 11.3s
641:	learn: 0.0000235	total: 20.2s	remaining: 11.3s
642:	learn: 0.0000232	total: 20.2s	remaining: 11.2s
643:	learn: 0.0000229	total: 20.3s	remaining: 11.2s
644:	learn: 0.0000225	total: 20.3s	remaining: 11.2s
645:	learn: 0.0000221	total: 20.3s	remaining: 11.1s
646:	learn: 0.0000216	total: 20.4s	remaining: 11.1s
647:	learn: 0.0000213	total: 20.4s	remaining: 11.1s
648:	learn: 0.0000212	total: 20.4s	remaining: 11s
649:	learn: 0.0000208	total: 20.4s	remaining: 11s
650:	learn: 0.0000204	total: 20.5s	remaining: 11s
651:	learn: 0.0000200	total: 20.5s	remaining: 10.9s
652:	learn: 0.0000197	total: 20.5s	remaining: 10.9s
653:	learn: 0.0000192	total: 20.6s	remaining: 10.9s
654:	learn: 0.0000188	total: 20.6s	remaining: 10.9s
655:	learn: 0.0000186	total: 20.6s	remaining: 10.8s
656:	learn: 0.0000182	total: 20.7s	remaining: 10.8s
657:	learn: 0.0000181	total: 20.7s	remaining: 10.8s
658:	learn: 0.0000180	total: 20.7s	remaining: 10.7s
659:	learn: 0.0000176	total: 20.8s	remaining: 10.7s
660:	learn: 0.0000174	total: 20.8s	remaining: 10.7s
661:	learn: 0.0000170	total: 20.8s	remaining: 10.6s
662:	learn: 0.0000169	total: 20.8s	remaining: 10.6s
663:	learn: 0.0000166	total: 20.9s	remaining: 10.6s
664:	learn: 0.0000164	total: 20.9s	remaining: 10.5s
665:	learn: 0.0000162	total: 20.9s	remaining: 10.5s
666:	learn: 0.0000160	total: 21s	remaining: 10.5s
667:	learn: 0.0000156	total: 21s	remaining: 10.4s
668:	learn: 0.0000154	total: 21s	remaining: 10.4s
669:	learn: 0.0000151	total: 21.1s	remaining: 10.4s
670:	learn: 0.0000151	total: 21.1s	remaining: 10.3s
671:	learn: 0.0000148	total: 21.1s	remaining: 10.3s
672:	learn: 0.0000145	total: 21.2s	remaining: 10.3s
673:	learn: 0.0000144	total: 21.2s	remaining: 10.2s
674:	learn: 0.0000142	total: 21.2s	remaining: 10.2s
675:	learn: 0.0000139	total: 21.3s	remaining: 10.2s
676:	learn: 0.0000138	total: 21.3s	remaining: 10.2s
677:	learn: 0.0000137	total: 21.3s	remaining: 10.1s
678:	learn: 0.0000135	total: 21.3s	remaining: 10.1s
679:	learn: 0.0000133	total: 21.4s	remaining: 10.1s
680:	learn: 0.0000130	total: 21.4s	remaining: 10s
681:	learn: 0.0000129	total: 21.4s	remaining: 10s
682:	learn: 0.0000126	total: 21.5s	remaining: 9.97s
683:	learn: 0.0000126	total: 21.5s	remaining: 9.94s
684:	learn: 0.0000125	total: 21.5s	remaining: 9.9s
685:	learn: 0.0000122	total: 21.6s	remaining: 9.87s
686:	learn: 0.0000122	total: 21.6s	remaining: 9.84s
687:	learn: 0.0000121	total: 21.6s	remaining: 9.81s
688:	learn: 0.0000119	total: 21.7s	remaining: 9.78s
689:	learn: 0.0000117	total: 21.7s	remaining: 9.74s
690:	learn: 0.0000115	total: 21.7s	remaining: 9.71s
691:	learn: 0.0000114	total: 21.7s	remaining: 9.68s
692:	learn: 0.0000113	total: 21.8s	remaining: 9.65s
693:	learn: 0.0000111	total: 21.8s	remaining: 9.62s
694:	learn: 0.0000110	total: 21.8s	remaining: 9.59s
695:	learn: 0.0000107	total: 21.9s	remaining: 9.55s
696:	learn: 0.0000105	total: 21.9s	remaining: 9.52s
697:	learn: 0.0000104	total: 21.9s	remaining: 9.49s
698:	learn: 0.0000104	total: 21.9s	remaining: 9.45s
699:	learn: 0.0000102	total: 22s	remaining: 9.41s
700:	learn: 0.0000101	total: 22s	remaining: 9.38s
701:	learn: 0.0000100	total: 22s	remaining: 9.35s
702:	learn: 0.0000098	total: 22.1s	remaining: 9.32s
703:	learn: 0.0000097	total: 22.1s	remaining: 9.29s
704:	learn: 0.0000096	total: 22.1s	remaining: 9.25s
705:	learn: 0.0000095	total: 22.1s	remaining: 9.21s
706:	learn: 0.0000094	total: 22.1s	remaining: 9.18s
707:	learn: 0.0000093	total: 22.1s	remaining: 9.13s
708:	learn: 0.0000092	total: 22.2s	remaining: 9.1s
709:	learn: 0.0000090	total: 22.2s	remaining: 9.07s
710:	learn: 0.0000088	total: 22.2s	remaining: 9.04s
711:	learn: 0.0000087	total: 22.3s	remaining: 9.01s
712:	learn: 0.0000087	total: 22.3s	remaining: 8.98s
713:	learn: 0.0000085	total: 22.3s	remaining: 8.95s
714:	learn: 0.0000084	total: 22.4s	remaining: 8.91s
715:	learn: 0.0000082	total: 22.4s	remaining: 8.88s
716:	learn: 0.0000081	total: 22.4s	remaining: 8.85s
717:	learn: 0.0000081	total: 22.5s	remaining: 8.82s
718:	learn: 0.0000079	total: 22.5s	remaining: 8.79s
719:	learn: 0.0000078	total: 22.5s	remaining: 8.76s
720:	learn: 0.0000076	total: 22.5s	remaining: 8.72s
721:	learn: 0.0000075	total: 22.6s	remaining: 8.69s
722:	learn: 0.0000074	total: 22.6s	remaining: 8.66s
723:	learn: 0.0000073	total: 22.6s	remaining: 8.63s
724:	learn: 0.0000072	total: 22.7s	remaining: 8.6s
725:	learn: 0.0000070	total: 22.7s	remaining: 8.57s
726:	learn: 0.0000069	total: 22.7s	remaining: 8.54s
727:	learn: 0.0000068	total: 22.8s	remaining: 8.5s
728:	learn: 0.0000068	total: 22.8s	remaining: 8.47s
729:	learn: 0.0000067	total: 22.8s	remaining: 8.44s
730:	learn: 0.0000066	total: 22.9s	remaining: 8.41s
731:	learn: 0.0000066	total: 22.9s	remaining: 8.38s
732:	learn: 0.0000065	total: 22.9s	remaining: 8.35s
733:	learn: 0.0000065	total: 22.9s	remaining: 8.31s
734:	learn: 0.0000064	total: 23s	remaining: 8.28s
735:	learn: 0.0000063	total: 23s	remaining: 8.25s
736:	learn: 0.0000062	total: 23s	remaining: 8.21s
737:	learn: 0.0000062	total: 23s	remaining: 8.18s
738:	learn: 0.0000061	total: 23.1s	remaining: 8.15s
739:	learn: 0.0000061	total: 23.1s	remaining: 8.12s
740:	learn: 0.0000059	total: 23.1s	remaining: 8.08s
741:	learn: 0.0000059	total: 23.2s	remaining: 8.05s
742:	learn: 0.0000058	total: 23.2s	remaining: 8.02s
743:	learn: 0.0000058	total: 23.2s	remaining: 7.99s
744:	learn: 0.0000057	total: 23.3s	remaining: 7.96s
745:	learn: 0.0000056	total: 23.3s	remaining: 7.93s
746:	learn: 0.0000056	total: 23.3s	remaining: 7.89s
747:	learn: 0.0000055	total: 23.3s	remaining: 7.87s
748:	learn: 0.0000055	total: 23.4s	remaining: 7.83s
749:	learn: 0.0000054	total: 23.4s	remaining: 7.79s
750:	learn: 0.0000053	total: 23.4s	remaining: 7.76s
751:	learn: 0.0000053	total: 23.4s	remaining: 7.73s
752:	learn: 0.0000052	total: 23.5s	remaining: 7.7s
753:	learn: 0.0000051	total: 23.5s	remaining: 7.67s
754:	learn: 0.0000051	total: 23.5s	remaining: 7.64s
755:	learn: 0.0000050	total: 23.6s	remaining: 7.61s
756:	learn: 0.0000049	total: 23.6s	remaining: 7.57s
757:	learn: 0.0000049	total: 23.6s	remaining: 7.54s
758:	learn: 0.0000048	total: 23.7s	remaining: 7.51s
759:	learn: 0.0000048	total: 23.7s	remaining: 7.48s
760:	learn: 0.0000047	total: 23.7s	remaining: 7.45s
761:	learn: 0.0000046	total: 23.8s	remaining: 7.42s
762:	learn: 0.0000045	total: 23.8s	remaining: 7.39s
763:	learn: 0.0000045	total: 23.8s	remaining: 7.36s
764:	learn: 0.0000044	total: 23.8s	remaining: 7.33s
765:	learn: 0.0000043	total: 23.9s	remaining: 7.29s
766:	learn: 0.0000043	total: 23.9s	remaining: 7.26s
767:	learn: 0.0000042	total: 23.9s	remaining: 7.23s
768:	learn: 0.0000041	total: 24s	remaining: 7.2s
769:	learn: 0.0000040	total: 24s	remaining: 7.17s
770:	learn: 0.0000040	total: 24s	remaining: 7.14s
771:	learn: 0.0000039	total: 24.1s	remaining: 7.11s
772:	learn: 0.0000039	total: 24.1s	remaining: 7.07s
773:	learn: 0.0000038	total: 24.1s	remaining: 7.04s
774:	learn: 0.0000038	total: 24.2s	remaining: 7.01s
775:	learn: 0.0000037	total: 24.2s	remaining: 6.98s
776:	learn: 0.0000036	total: 24.2s	remaining: 6.95s
777:	learn: 0.0000036	total: 24.2s	remaining: 6.92s
778:	learn: 0.0000035	total: 24.3s	remaining: 6.88s
779:	learn: 0.0000035	total: 24.3s	remaining: 6.86s
780:	learn: 0.0000034	total: 24.3s	remaining: 6.82s
781:	learn: 0.0000034	total: 24.4s	remaining: 6.79s
782:	learn: 0.0000033	total: 24.4s	remaining: 6.76s
783:	learn: 0.0000033	total: 24.4s	remaining: 6.73s
784:	learn: 0.0000032	total: 24.5s	remaining: 6.7s
785:	learn: 0.0000032	total: 24.5s	remaining: 6.67s
786:	learn: 0.0000032	total: 24.5s	remaining: 6.64s
787:	learn: 0.0000031	total: 24.6s	remaining: 6.61s
788:	learn: 0.0000030	total: 24.6s	remaining: 6.57s
789:	learn: 0.0000030	total: 24.6s	remaining: 6.54s
790:	learn: 0.0000030	total: 24.6s	remaining: 6.51s
791:	learn: 0.0000029	total: 24.7s	remaining: 6.48s
792:	learn: 0.0000029	total: 24.7s	remaining: 6.45s
793:	learn: 0.0000029	total: 24.7s	remaining: 6.42s
794:	learn: 0.0000029	total: 24.8s	remaining: 6.39s
795:	learn: 0.0000028	total: 24.8s	remaining: 6.35s
796:	learn: 0.0000028	total: 24.8s	remaining: 6.32s
797:	learn: 0.0000027	total: 24.9s	remaining: 6.29s
798:	learn: 0.0000027	total: 24.9s	remaining: 6.26s
799:	learn: 0.0000027	total: 24.9s	remaining: 6.23s
800:	learn: 0.0000027	total: 24.9s	remaining: 6.2s
801:	learn: 0.0000026	total: 25s	remaining: 6.17s
802:	learn: 0.0000026	total: 25s	remaining: 6.13s
803:	learn: 0.0000026	total: 25s	remaining: 6.1s
804:	learn: 0.0000025	total: 25.1s	remaining: 6.07s
805:	learn: 0.0000025	total: 25.1s	remaining: 6.04s
806:	learn: 0.0000024	total: 25.1s	remaining: 6.01s
807:	learn: 0.0000024	total: 25.2s	remaining: 5.98s
808:	learn: 0.0000024	total: 25.2s	remaining: 5.95s
809:	learn: 0.0000024	total: 25.2s	remaining: 5.91s
810:	learn: 0.0000023	total: 25.2s	remaining: 5.88s
811:	learn: 0.0000023	total: 25.3s	remaining: 5.85s
812:	learn: 0.0000022	total: 25.3s	remaining: 5.82s
813:	learn: 0.0000022	total: 25.3s	remaining: 5.79s
814:	learn: 0.0000022	total: 25.4s	remaining: 5.75s
815:	learn: 0.0000021	total: 25.4s	remaining: 5.72s
816:	learn: 0.0000021	total: 25.4s	remaining: 5.69s
817:	learn: 0.0000021	total: 25.4s	remaining: 5.66s
818:	learn: 0.0000020	total: 25.5s	remaining: 5.63s
819:	learn: 0.0000020	total: 25.5s	remaining: 5.6s
820:	learn: 0.0000019	total: 25.5s	remaining: 5.57s
821:	learn: 0.0000019	total: 25.6s	remaining: 5.54s
822:	learn: 0.0000019	total: 25.6s	remaining: 5.5s
823:	learn: 0.0000019	total: 25.6s	remaining: 5.47s
824:	learn: 0.0000018	total: 25.7s	remaining: 5.44s
825:	learn: 0.0000018	total: 25.7s	remaining: 5.41s
826:	learn: 0.0000018	total: 25.7s	remaining: 5.38s
827:	learn: 0.0000018	total: 25.8s	remaining: 5.35s
828:	learn: 0.0000017	total: 25.8s	remaining: 5.32s
829:	learn: 0.0000017	total: 25.8s	remaining: 5.29s
830:	learn: 0.0000017	total: 25.9s	remaining: 5.26s
831:	learn: 0.0000017	total: 25.9s	remaining: 5.23s
832:	learn: 0.0000016	total: 25.9s	remaining: 5.19s
833:	learn: 0.0000016	total: 25.9s	remaining: 5.16s
834:	learn: 0.0000016	total: 26s	remaining: 5.13s
835:	learn: 0.0000016	total: 26s	remaining: 5.1s
836:	learn: 0.0000015	total: 26s	remaining: 5.07s
837:	learn: 0.0000015	total: 26.1s	remaining: 5.04s
838:	learn: 0.0000015	total: 26.1s	remaining: 5.01s
839:	learn: 0.0000015	total: 26.1s	remaining: 4.98s
840:	learn: 0.0000015	total: 26.2s	remaining: 4.94s
841:	learn: 0.0000015	total: 26.2s	remaining: 4.91s
842:	learn: 0.0000014	total: 26.2s	remaining: 4.88s
843:	learn: 0.0000014	total: 26.3s	remaining: 4.85s
844:	learn: 0.0000014	total: 26.3s	remaining: 4.82s
845:	learn: 0.0000014	total: 26.3s	remaining: 4.79s
846:	learn: 0.0000014	total: 26.3s	remaining: 4.76s
847:	learn: 0.0000014	total: 26.4s	remaining: 4.73s
848:	learn: 0.0000014	total: 26.4s	remaining: 4.7s
849:	learn: 0.0000013	total: 26.4s	remaining: 4.67s
850:	learn: 0.0000013	total: 26.5s	remaining: 4.63s
851:	learn: 0.0000013	total: 26.5s	remaining: 4.6s
852:	learn: 0.0000013	total: 26.5s	remaining: 4.57s
853:	learn: 0.0000013	total: 26.6s	remaining: 4.54s
854:	learn: 0.0000012	total: 26.6s	remaining: 4.51s
855:	learn: 0.0000012	total: 26.6s	remaining: 4.48s
856:	learn: 0.0000012	total: 26.7s	remaining: 4.45s
857:	learn: 0.0000012	total: 26.7s	remaining: 4.42s
858:	learn: 0.0000012	total: 26.7s	remaining: 4.38s
859:	learn: 0.0000011	total: 26.8s	remaining: 4.35s
860:	learn: 0.0000011	total: 26.8s	remaining: 4.32s
861:	learn: 0.0000011	total: 26.8s	remaining: 4.29s
862:	learn: 0.0000011	total: 26.8s	remaining: 4.26s
863:	learn: 0.0000011	total: 26.9s	remaining: 4.23s
864:	learn: 0.0000011	total: 26.9s	remaining: 4.2s
865:	learn: 0.0000010	total: 26.9s	remaining: 4.17s
866:	learn: 0.0000010	total: 27s	remaining: 4.14s
867:	learn: 0.0000010	total: 27s	remaining: 4.11s
868:	learn: 0.0000010	total: 27s	remaining: 4.07s
869:	learn: 0.0000010	total: 27.1s	remaining: 4.04s
870:	learn: 0.0000009	total: 27.1s	remaining: 4.01s
871:	learn: 0.0000009	total: 27.1s	remaining: 3.98s
872:	learn: 0.0000009	total: 27.2s	remaining: 3.95s
873:	learn: 0.0000009	total: 27.2s	remaining: 3.92s
874:	learn: 0.0000009	total: 27.2s	remaining: 3.89s
875:	learn: 0.0000009	total: 27.2s	remaining: 3.86s
876:	learn: 0.0000009	total: 27.3s	remaining: 3.82s
877:	learn: 0.0000009	total: 27.3s	remaining: 3.79s
878:	learn: 0.0000009	total: 27.3s	remaining: 3.76s
879:	learn: 0.0000008	total: 27.4s	remaining: 3.73s
880:	learn: 0.0000008	total: 27.4s	remaining: 3.7s
881:	learn: 0.0000008	total: 27.4s	remaining: 3.67s
882:	learn: 0.0000008	total: 27.5s	remaining: 3.64s
883:	learn: 0.0000008	total: 27.5s	remaining: 3.61s
884:	learn: 0.0000008	total: 27.5s	remaining: 3.58s
885:	learn: 0.0000008	total: 27.6s	remaining: 3.54s
886:	learn: 0.0000008	total: 27.6s	remaining: 3.51s
887:	learn: 0.0000007	total: 27.6s	remaining: 3.48s
888:	learn: 0.0000007	total: 27.6s	remaining: 3.45s
889:	learn: 0.0000007	total: 27.7s	remaining: 3.42s
890:	learn: 0.0000007	total: 27.7s	remaining: 3.39s
891:	learn: 0.0000007	total: 27.7s	remaining: 3.36s
892:	learn: 0.0000007	total: 27.8s	remaining: 3.33s
893:	learn: 0.0000007	total: 27.8s	remaining: 3.3s
894:	learn: 0.0000007	total: 27.8s	remaining: 3.26s
895:	learn: 0.0000007	total: 27.8s	remaining: 3.23s
896:	learn: 0.0000007	total: 27.9s	remaining: 3.2s
897:	learn: 0.0000007	total: 27.9s	remaining: 3.17s
898:	learn: 0.0000006	total: 27.9s	remaining: 3.14s
899:	learn: 0.0000006	total: 28s	remaining: 3.11s
900:	learn: 0.0000006	total: 28s	remaining: 3.08s
901:	learn: 0.0000006	total: 28s	remaining: 3.04s
902:	learn: 0.0000006	total: 28.1s	remaining: 3.01s
903:	learn: 0.0000006	total: 28.1s	remaining: 2.98s
904:	learn: 0.0000006	total: 28.1s	remaining: 2.95s
905:	learn: 0.0000006	total: 28.1s	remaining: 2.92s
906:	learn: 0.0000006	total: 28.2s	remaining: 2.89s
907:	learn: 0.0000006	total: 28.2s	remaining: 2.86s
908:	learn: 0.0000006	total: 28.2s	remaining: 2.83s
909:	learn: 0.0000005	total: 28.3s	remaining: 2.79s
910:	learn: 0.0000005	total: 28.3s	remaining: 2.76s
911:	learn: 0.0000005	total: 28.3s	remaining: 2.73s
912:	learn: 0.0000005	total: 28.4s	remaining: 2.7s
913:	learn: 0.0000005	total: 28.4s	remaining: 2.67s
914:	learn: 0.0000005	total: 28.4s	remaining: 2.64s
915:	learn: 0.0000005	total: 28.4s	remaining: 2.61s
916:	learn: 0.0000005	total: 28.5s	remaining: 2.58s
917:	learn: 0.0000005	total: 28.5s	remaining: 2.55s
918:	learn: 0.0000005	total: 28.5s	remaining: 2.51s
919:	learn: 0.0000005	total: 28.5s	remaining: 2.48s
920:	learn: 0.0000005	total: 28.6s	remaining: 2.45s
921:	learn: 0.0000005	total: 28.6s	remaining: 2.42s
922:	learn: 0.0000005	total: 28.6s	remaining: 2.39s
923:	learn: 0.0000005	total: 28.7s	remaining: 2.36s
924:	learn: 0.0000004	total: 28.7s	remaining: 2.33s
925:	learn: 0.0000004	total: 28.7s	remaining: 2.29s
926:	learn: 0.0000004	total: 28.8s	remaining: 2.26s
927:	learn: 0.0000004	total: 28.8s	remaining: 2.23s
928:	learn: 0.0000004	total: 28.8s	remaining: 2.2s
929:	learn: 0.0000004	total: 28.9s	remaining: 2.17s
930:	learn: 0.0000004	total: 28.9s	remaining: 2.14s
931:	learn: 0.0000004	total: 28.9s	remaining: 2.11s
932:	learn: 0.0000004	total: 28.9s	remaining: 2.08s
933:	learn: 0.0000004	total: 29s	remaining: 2.05s
934:	learn: 0.0000004	total: 29s	remaining: 2.02s
935:	learn: 0.0000004	total: 29s	remaining: 1.99s
936:	learn: 0.0000004	total: 29.1s	remaining: 1.95s
937:	learn: 0.0000004	total: 29.1s	remaining: 1.92s
938:	learn: 0.0000004	total: 29.1s	remaining: 1.89s
939:	learn: 0.0000004	total: 29.2s	remaining: 1.86s
940:	learn: 0.0000004	total: 29.2s	remaining: 1.83s
941:	learn: 0.0000004	total: 29.2s	remaining: 1.8s
942:	learn: 0.0000003	total: 29.2s	remaining: 1.77s
943:	learn: 0.0000003	total: 29.3s	remaining: 1.74s
944:	learn: 0.0000003	total: 29.3s	remaining: 1.71s
945:	learn: 0.0000003	total: 29.3s	remaining: 1.67s
946:	learn: 0.0000003	total: 29.4s	remaining: 1.64s
947:	learn: 0.0000003	total: 29.4s	remaining: 1.61s
948:	learn: 0.0000003	total: 29.4s	remaining: 1.58s
949:	learn: 0.0000003	total: 29.5s	remaining: 1.55s
950:	learn: 0.0000003	total: 29.5s	remaining: 1.52s
951:	learn: 0.0000003	total: 29.5s	remaining: 1.49s
952:	learn: 0.0000003	total: 29.6s	remaining: 1.46s
953:	learn: 0.0000003	total: 29.6s	remaining: 1.43s
954:	learn: 0.0000003	total: 29.6s	remaining: 1.4s
955:	learn: 0.0000003	total: 29.7s	remaining: 1.36s
956:	learn: 0.0000003	total: 29.7s	remaining: 1.33s
957:	learn: 0.0000003	total: 29.7s	remaining: 1.3s
958:	learn: 0.0000003	total: 29.7s	remaining: 1.27s
959:	learn: 0.0000003	total: 29.8s	remaining: 1.24s
960:	learn: 0.0000003	total: 29.8s	remaining: 1.21s
961:	learn: 0.0000003	total: 29.8s	remaining: 1.18s
962:	learn: 0.0000003	total: 29.8s	remaining: 1.15s
963:	learn: 0.0000003	total: 29.9s	remaining: 1.11s
964:	learn: 0.0000003	total: 29.9s	remaining: 1.08s
965:	learn: 0.0000003	total: 29.9s	remaining: 1.05s
966:	learn: 0.0000002	total: 30s	remaining: 1.02s
967:	learn: 0.0000002	total: 30s	remaining: 992ms
968:	learn: 0.0000002	total: 30s	remaining: 961ms
969:	learn: 0.0000002	total: 30.1s	remaining: 930ms
970:	learn: 0.0000002	total: 30.1s	remaining: 899ms
971:	learn: 0.0000002	total: 30.1s	remaining: 868ms
972:	learn: 0.0000002	total: 30.1s	remaining: 837ms
973:	learn: 0.0000002	total: 30.2s	remaining: 805ms
974:	learn: 0.0000002	total: 30.2s	remaining: 774ms
975:	learn: 0.0000002	total: 30.2s	remaining: 744ms
976:	learn: 0.0000002	total: 30.3s	remaining: 713ms
977:	learn: 0.0000002	total: 30.3s	remaining: 682ms
978:	learn: 0.0000002	total: 30.3s	remaining: 651ms
979:	learn: 0.0000002	total: 30.4s	remaining: 620ms
980:	learn: 0.0000002	total: 30.4s	remaining: 589ms
981:	learn: 0.0000002	total: 30.4s	remaining: 558ms
982:	learn: 0.0000002	total: 30.5s	remaining: 527ms
983:	learn: 0.0000002	total: 30.5s	remaining: 496ms
984:	learn: 0.0000002	total: 30.5s	remaining: 465ms
985:	learn: 0.0000002	total: 30.5s	remaining: 434ms
986:	learn: 0.0000002	total: 30.6s	remaining: 403ms
987:	learn: 0.0000002	total: 30.6s	remaining: 372ms
988:	learn: 0.0000002	total: 30.6s	remaining: 341ms
989:	learn: 0.0000002	total: 30.7s	remaining: 310ms
990:	learn: 0.0000002	total: 30.7s	remaining: 279ms
991:	learn: 0.0000002	total: 30.7s	remaining: 248ms
992:	learn: 0.0000002	total: 30.8s	remaining: 217ms
993:	learn: 0.0000002	total: 30.8s	remaining: 186ms
994:	learn: 0.0000002	total: 30.8s	remaining: 155ms
995:	learn: 0.0000002	total: 30.9s	remaining: 124ms
996:	learn: 0.0000002	total: 30.9s	remaining: 92.9ms
997:	learn: 0.0000002	total: 30.9s	remaining: 62ms
998:	learn: 0.0000002	total: 30.9s	remaining: 31ms
999:	learn: 0.0000002	total: 31s	remaining: 0us
[CV] ....... learning_rate=0.1, l2_leaf_reg=3, depth=10, total=  31.9s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=6 .......................
0:	learn: 0.8578818	total: 8.12ms	remaining: 8.11s
1:	learn: 0.8236921	total: 16.5ms	remaining: 8.25s
2:	learn: 0.7890596	total: 23.8ms	remaining: 7.92s
3:	learn: 0.7574126	total: 32.3ms	remaining: 8.04s
4:	learn: 0.7250297	total: 39.4ms	remaining: 7.83s
5:	learn: 0.6944146	total: 47ms	remaining: 7.79s
6:	learn: 0.6718094	total: 51.8ms	remaining: 7.34s
7:	learn: 0.6463072	total: 55.2ms	remaining: 6.85s
8:	learn: 0.6264225	total: 59.5ms	remaining: 6.55s
9:	learn: 0.6103552	total: 62.4ms	remaining: 6.17s
10:	learn: 0.5900885	total: 65ms	remaining: 5.85s
11:	learn: 0.5737535	total: 67.5ms	remaining: 5.55s
12:	learn: 0.5639078	total: 69.9ms	remaining: 5.31s
13:	learn: 0.5512309	total: 72.3ms	remaining: 5.09s
14:	learn: 0.5380196	total: 75ms	remaining: 4.92s
15:	learn: 0.5242293	total: 76.9ms	remaining: 4.73s
16:	learn: 0.5119282	total: 78.9ms	remaining: 4.56s
17:	learn: 0.5016264	total: 80.9ms	remaining: 4.41s
18:	learn: 0.4897806	total: 82.9ms	remaining: 4.28s
19:	learn: 0.4819082	total: 84.9ms	remaining: 4.16s
20:	learn: 0.4729928	total: 87ms	remaining: 4.05s
21:	learn: 0.4622253	total: 89.5ms	remaining: 3.98s
22:	learn: 0.4542060	total: 92.4ms	remaining: 3.92s
23:	learn: 0.4460031	total: 94.8ms	remaining: 3.85s
24:	learn: 0.4391727	total: 97.1ms	remaining: 3.79s
25:	learn: 0.4324947	total: 99.4ms	remaining: 3.72s
26:	learn: 0.4262880	total: 102ms	remaining: 3.66s
27:	learn: 0.4213002	total: 105ms	remaining: 3.63s
28:	learn: 0.4167329	total: 107ms	remaining: 3.58s
29:	learn: 0.4106752	total: 109ms	remaining: 3.53s
30:	learn: 0.4050033	total: 111ms	remaining: 3.48s
31:	learn: 0.3996648	total: 114ms	remaining: 3.44s
32:	learn: 0.3965423	total: 116ms	remaining: 3.4s
33:	learn: 0.3917797	total: 119ms	remaining: 3.38s
34:	learn: 0.3886731	total: 122ms	remaining: 3.35s
35:	learn: 0.3878306	total: 124ms	remaining: 3.31s
36:	learn: 0.3841349	total: 126ms	remaining: 3.28s
37:	learn: 0.3818729	total: 128ms	remaining: 3.25s
38:	learn: 0.3786627	total: 130ms	remaining: 3.21s
39:	learn: 0.3772049	total: 134ms	remaining: 3.22s
40:	learn: 0.3755068	total: 135ms	remaining: 3.17s
41:	learn: 0.3724110	total: 137ms	remaining: 3.13s
42:	learn: 0.3720498	total: 138ms	remaining: 3.07s
43:	learn: 0.3702285	total: 138ms	remaining: 3.01s
44:	learn: 0.3695622	total: 140ms	remaining: 2.97s
45:	learn: 0.3667182	total: 142ms	remaining: 2.94s
46:	learn: 0.3631597	total: 144ms	remaining: 2.91s
47:	learn: 0.3626304	total: 145ms	remaining: 2.88s
48:	learn: 0.3601816	total: 149ms	remaining: 2.89s
49:	learn: 0.3586932	total: 151ms	remaining: 2.86s
50:	learn: 0.3582616	total: 151ms	remaining: 2.82s
51:	learn: 0.3572449	total: 153ms	remaining: 2.79s
52:	learn: 0.3560407	total: 155ms	remaining: 2.77s
53:	learn: 0.3550853	total: 157ms	remaining: 2.75s
54:	learn: 0.3530717	total: 159ms	remaining: 2.73s
55:	learn: 0.3519700	total: 161ms	remaining: 2.71s
56:	learn: 0.3511179	total: 163ms	remaining: 2.7s
57:	learn: 0.3498770	total: 165ms	remaining: 2.68s
58:	learn: 0.3473448	total: 167ms	remaining: 2.66s
59:	learn: 0.3467161	total: 169ms	remaining: 2.64s
60:	learn: 0.3458371	total: 170ms	remaining: 2.62s
61:	learn: 0.3446532	total: 172ms	remaining: 2.61s
62:	learn: 0.3401589	total: 174ms	remaining: 2.59s
63:	learn: 0.3392637	total: 176ms	remaining: 2.57s
64:	learn: 0.3389513	total: 178ms	remaining: 2.56s
65:	learn: 0.3381965	total: 180ms	remaining: 2.54s
66:	learn: 0.3378121	total: 180ms	remaining: 2.51s
67:	learn: 0.3370826	total: 182ms	remaining: 2.5s
68:	learn: 0.3331480	total: 184ms	remaining: 2.48s
69:	learn: 0.3309378	total: 186ms	remaining: 2.47s
70:	learn: 0.3299474	total: 188ms	remaining: 2.46s
71:	learn: 0.3289437	total: 190ms	remaining: 2.45s
72:	learn: 0.3279344	total: 192ms	remaining: 2.44s
73:	learn: 0.3269807	total: 194ms	remaining: 2.43s
74:	learn: 0.3259136	total: 196ms	remaining: 2.42s
75:	learn: 0.3248094	total: 198ms	remaining: 2.41s
76:	learn: 0.3238405	total: 200ms	remaining: 2.4s
77:	learn: 0.3229575	total: 202ms	remaining: 2.38s
78:	learn: 0.3221010	total: 204ms	remaining: 2.37s
79:	learn: 0.3194113	total: 205ms	remaining: 2.36s
80:	learn: 0.3174482	total: 208ms	remaining: 2.36s
81:	learn: 0.3164559	total: 210ms	remaining: 2.35s
82:	learn: 0.3158470	total: 212ms	remaining: 2.34s
83:	learn: 0.3123914	total: 214ms	remaining: 2.33s
84:	learn: 0.3114955	total: 215ms	remaining: 2.32s
85:	learn: 0.3107224	total: 217ms	remaining: 2.31s
86:	learn: 0.3096545	total: 219ms	remaining: 2.3s
87:	learn: 0.3090987	total: 221ms	remaining: 2.29s
88:	learn: 0.3054773	total: 224ms	remaining: 2.29s
89:	learn: 0.3047358	total: 226ms	remaining: 2.28s
90:	learn: 0.3039841	total: 227ms	remaining: 2.27s
91:	learn: 0.3004647	total: 229ms	remaining: 2.26s
92:	learn: 0.2970247	total: 231ms	remaining: 2.25s
93:	learn: 0.2962673	total: 233ms	remaining: 2.25s
94:	learn: 0.2955193	total: 235ms	remaining: 2.24s
95:	learn: 0.2949777	total: 236ms	remaining: 2.22s
96:	learn: 0.2941270	total: 238ms	remaining: 2.22s
97:	learn: 0.2913749	total: 240ms	remaining: 2.21s
98:	learn: 0.2905470	total: 242ms	remaining: 2.2s
99:	learn: 0.2883190	total: 244ms	remaining: 2.19s
100:	learn: 0.2850223	total: 246ms	remaining: 2.19s
101:	learn: 0.2843172	total: 248ms	remaining: 2.18s
102:	learn: 0.2824833	total: 250ms	remaining: 2.17s
103:	learn: 0.2820146	total: 252ms	remaining: 2.17s
104:	learn: 0.2810553	total: 254ms	remaining: 2.17s
105:	learn: 0.2801102	total: 255ms	remaining: 2.15s
106:	learn: 0.2796105	total: 258ms	remaining: 2.15s
107:	learn: 0.2791464	total: 261ms	remaining: 2.15s
108:	learn: 0.2787047	total: 263ms	remaining: 2.15s
109:	learn: 0.2760553	total: 265ms	remaining: 2.15s
110:	learn: 0.2751458	total: 268ms	remaining: 2.15s
111:	learn: 0.2740840	total: 270ms	remaining: 2.14s
112:	learn: 0.2736698	total: 273ms	remaining: 2.14s
113:	learn: 0.2732625	total: 275ms	remaining: 2.14s
114:	learn: 0.2728692	total: 277ms	remaining: 2.13s
115:	learn: 0.2695963	total: 279ms	remaining: 2.13s
116:	learn: 0.2682944	total: 282ms	remaining: 2.13s
117:	learn: 0.2647086	total: 285ms	remaining: 2.13s
118:	learn: 0.2643379	total: 287ms	remaining: 2.12s
119:	learn: 0.2632284	total: 289ms	remaining: 2.12s
120:	learn: 0.2599211	total: 291ms	remaining: 2.11s
121:	learn: 0.2587949	total: 293ms	remaining: 2.11s
122:	learn: 0.2575913	total: 296ms	remaining: 2.11s
123:	learn: 0.2553351	total: 299ms	remaining: 2.11s
124:	learn: 0.2548238	total: 301ms	remaining: 2.11s
125:	learn: 0.2515611	total: 303ms	remaining: 2.1s
126:	learn: 0.2495696	total: 305ms	remaining: 2.1s
127:	learn: 0.2487824	total: 307ms	remaining: 2.09s
128:	learn: 0.2469777	total: 309ms	remaining: 2.08s
129:	learn: 0.2459458	total: 312ms	remaining: 2.09s
130:	learn: 0.2436322	total: 314ms	remaining: 2.08s
131:	learn: 0.2409453	total: 316ms	remaining: 2.08s
132:	learn: 0.2406027	total: 318ms	remaining: 2.07s
133:	learn: 0.2397745	total: 320ms	remaining: 2.06s
134:	learn: 0.2386250	total: 322ms	remaining: 2.06s
135:	learn: 0.2379701	total: 324ms	remaining: 2.06s
136:	learn: 0.2360455	total: 327ms	remaining: 2.06s
137:	learn: 0.2331027	total: 328ms	remaining: 2.05s
138:	learn: 0.2324539	total: 330ms	remaining: 2.05s
139:	learn: 0.2302629	total: 332ms	remaining: 2.04s
140:	learn: 0.2299477	total: 334ms	remaining: 2.04s
141:	learn: 0.2297125	total: 336ms	remaining: 2.03s
142:	learn: 0.2286512	total: 338ms	remaining: 2.03s
143:	learn: 0.2284511	total: 341ms	remaining: 2.02s
144:	learn: 0.2281590	total: 343ms	remaining: 2.02s
145:	learn: 0.2272802	total: 345ms	remaining: 2.02s
146:	learn: 0.2250992	total: 346ms	remaining: 2.01s
147:	learn: 0.2233949	total: 348ms	remaining: 2s
148:	learn: 0.2227987	total: 350ms	remaining: 2s
149:	learn: 0.2219131	total: 352ms	remaining: 2s
150:	learn: 0.2215835	total: 354ms	remaining: 1.99s
151:	learn: 0.2196217	total: 357ms	remaining: 1.99s
152:	learn: 0.2187220	total: 359ms	remaining: 1.99s
153:	learn: 0.2163808	total: 361ms	remaining: 1.98s
154:	learn: 0.2157633	total: 363ms	remaining: 1.98s
155:	learn: 0.2141639	total: 365ms	remaining: 1.97s
156:	learn: 0.2132364	total: 367ms	remaining: 1.97s
157:	learn: 0.2125754	total: 369ms	remaining: 1.96s
158:	learn: 0.2121026	total: 371ms	remaining: 1.96s
159:	learn: 0.2114750	total: 373ms	remaining: 1.96s
160:	learn: 0.2102684	total: 375ms	remaining: 1.96s
161:	learn: 0.2092045	total: 377ms	remaining: 1.95s
162:	learn: 0.2079470	total: 379ms	remaining: 1.95s
163:	learn: 0.2056545	total: 381ms	remaining: 1.94s
164:	learn: 0.2048951	total: 383ms	remaining: 1.94s
165:	learn: 0.2029172	total: 385ms	remaining: 1.93s
166:	learn: 0.2012563	total: 387ms	remaining: 1.93s
167:	learn: 0.1998742	total: 389ms	remaining: 1.93s
168:	learn: 0.1986124	total: 391ms	remaining: 1.92s
169:	learn: 0.1967347	total: 393ms	remaining: 1.92s
170:	learn: 0.1949236	total: 395ms	remaining: 1.91s
171:	learn: 0.1941463	total: 397ms	remaining: 1.91s
172:	learn: 0.1936192	total: 398ms	remaining: 1.9s
173:	learn: 0.1913615	total: 401ms	remaining: 1.9s
174:	learn: 0.1911140	total: 403ms	remaining: 1.9s
175:	learn: 0.1895115	total: 405ms	remaining: 1.9s
176:	learn: 0.1891428	total: 407ms	remaining: 1.89s
177:	learn: 0.1889858	total: 409ms	remaining: 1.89s
178:	learn: 0.1875196	total: 411ms	remaining: 1.88s
179:	learn: 0.1873799	total: 413ms	remaining: 1.88s
180:	learn: 0.1869025	total: 415ms	remaining: 1.88s
181:	learn: 0.1865087	total: 417ms	remaining: 1.87s
182:	learn: 0.1861796	total: 419ms	remaining: 1.87s
183:	learn: 0.1856619	total: 421ms	remaining: 1.86s
184:	learn: 0.1851730	total: 423ms	remaining: 1.86s
185:	learn: 0.1832218	total: 425ms	remaining: 1.86s
186:	learn: 0.1827900	total: 428ms	remaining: 1.86s
187:	learn: 0.1823493	total: 431ms	remaining: 1.86s
188:	learn: 0.1820532	total: 433ms	remaining: 1.86s
189:	learn: 0.1803391	total: 435ms	remaining: 1.85s
190:	learn: 0.1799305	total: 437ms	remaining: 1.85s
191:	learn: 0.1795852	total: 440ms	remaining: 1.85s
192:	learn: 0.1794515	total: 442ms	remaining: 1.85s
193:	learn: 0.1790145	total: 445ms	remaining: 1.85s
194:	learn: 0.1763116	total: 447ms	remaining: 1.85s
195:	learn: 0.1756767	total: 449ms	remaining: 1.84s
196:	learn: 0.1743950	total: 452ms	remaining: 1.84s
197:	learn: 0.1733686	total: 454ms	remaining: 1.84s
198:	learn: 0.1712918	total: 456ms	remaining: 1.83s
199:	learn: 0.1693771	total: 459ms	remaining: 1.83s
200:	learn: 0.1685064	total: 461ms	remaining: 1.83s
201:	learn: 0.1681150	total: 464ms	remaining: 1.83s
202:	learn: 0.1663345	total: 467ms	remaining: 1.83s
203:	learn: 0.1658983	total: 470ms	remaining: 1.83s
204:	learn: 0.1644581	total: 472ms	remaining: 1.83s
205:	learn: 0.1643096	total: 474ms	remaining: 1.83s
206:	learn: 0.1639341	total: 476ms	remaining: 1.82s
207:	learn: 0.1621718	total: 478ms	remaining: 1.82s
208:	learn: 0.1607874	total: 480ms	remaining: 1.82s
209:	learn: 0.1598861	total: 482ms	remaining: 1.81s
210:	learn: 0.1582841	total: 484ms	remaining: 1.81s
211:	learn: 0.1564304	total: 487ms	remaining: 1.81s
212:	learn: 0.1561251	total: 489ms	remaining: 1.81s
213:	learn: 0.1558575	total: 491ms	remaining: 1.8s
214:	learn: 0.1550828	total: 493ms	remaining: 1.8s
215:	learn: 0.1533137	total: 495ms	remaining: 1.8s
216:	learn: 0.1525182	total: 497ms	remaining: 1.79s
217:	learn: 0.1517029	total: 499ms	remaining: 1.79s
218:	learn: 0.1514359	total: 501ms	remaining: 1.79s
219:	learn: 0.1508974	total: 503ms	remaining: 1.78s
220:	learn: 0.1495276	total: 505ms	remaining: 1.78s
221:	learn: 0.1484335	total: 507ms	remaining: 1.78s
222:	learn: 0.1481210	total: 509ms	remaining: 1.77s
223:	learn: 0.1473074	total: 511ms	remaining: 1.77s
224:	learn: 0.1467846	total: 513ms	remaining: 1.77s
225:	learn: 0.1458835	total: 515ms	remaining: 1.76s
226:	learn: 0.1455607	total: 518ms	remaining: 1.76s
227:	learn: 0.1450488	total: 520ms	remaining: 1.76s
228:	learn: 0.1448428	total: 522ms	remaining: 1.76s
229:	learn: 0.1431045	total: 523ms	remaining: 1.75s
230:	learn: 0.1428190	total: 525ms	remaining: 1.75s
231:	learn: 0.1419105	total: 527ms	remaining: 1.75s
232:	learn: 0.1409880	total: 529ms	remaining: 1.74s
233:	learn: 0.1406715	total: 532ms	remaining: 1.74s
234:	learn: 0.1405264	total: 534ms	remaining: 1.74s
235:	learn: 0.1403969	total: 536ms	remaining: 1.73s
236:	learn: 0.1402667	total: 538ms	remaining: 1.73s
237:	learn: 0.1394735	total: 540ms	remaining: 1.73s
238:	learn: 0.1386183	total: 542ms	remaining: 1.72s
239:	learn: 0.1374124	total: 544ms	remaining: 1.72s
240:	learn: 0.1371274	total: 546ms	remaining: 1.72s
241:	learn: 0.1359626	total: 548ms	remaining: 1.72s
242:	learn: 0.1356014	total: 550ms	remaining: 1.71s
243:	learn: 0.1352152	total: 552ms	remaining: 1.71s
244:	learn: 0.1334193	total: 554ms	remaining: 1.71s
245:	learn: 0.1326970	total: 556ms	remaining: 1.7s
246:	learn: 0.1322626	total: 558ms	remaining: 1.7s
247:	learn: 0.1318881	total: 560ms	remaining: 1.7s
248:	learn: 0.1314157	total: 562ms	remaining: 1.7s
249:	learn: 0.1305242	total: 564ms	remaining: 1.69s
250:	learn: 0.1296642	total: 566ms	remaining: 1.69s
251:	learn: 0.1288050	total: 568ms	remaining: 1.69s
252:	learn: 0.1285547	total: 570ms	remaining: 1.68s
253:	learn: 0.1276530	total: 572ms	remaining: 1.68s
254:	learn: 0.1260501	total: 574ms	remaining: 1.68s
255:	learn: 0.1243845	total: 576ms	remaining: 1.67s
256:	learn: 0.1239154	total: 578ms	remaining: 1.67s
257:	learn: 0.1238333	total: 580ms	remaining: 1.67s
258:	learn: 0.1230580	total: 582ms	remaining: 1.66s
259:	learn: 0.1223374	total: 584ms	remaining: 1.66s
260:	learn: 0.1210986	total: 586ms	remaining: 1.66s
261:	learn: 0.1209114	total: 588ms	remaining: 1.66s
262:	learn: 0.1198963	total: 591ms	remaining: 1.66s
263:	learn: 0.1193212	total: 593ms	remaining: 1.65s
264:	learn: 0.1189045	total: 595ms	remaining: 1.65s
265:	learn: 0.1185048	total: 598ms	remaining: 1.65s
266:	learn: 0.1181960	total: 600ms	remaining: 1.65s
267:	learn: 0.1176349	total: 603ms	remaining: 1.65s
268:	learn: 0.1172674	total: 606ms	remaining: 1.65s
269:	learn: 0.1158470	total: 608ms	remaining: 1.64s
270:	learn: 0.1150761	total: 610ms	remaining: 1.64s
271:	learn: 0.1147192	total: 612ms	remaining: 1.64s
272:	learn: 0.1137714	total: 614ms	remaining: 1.64s
273:	learn: 0.1126860	total: 617ms	remaining: 1.63s
274:	learn: 0.1118942	total: 619ms	remaining: 1.63s
275:	learn: 0.1109378	total: 621ms	remaining: 1.63s
276:	learn: 0.1106162	total: 624ms	remaining: 1.63s
277:	learn: 0.1095508	total: 626ms	remaining: 1.63s
278:	learn: 0.1093843	total: 628ms	remaining: 1.62s
279:	learn: 0.1092141	total: 630ms	remaining: 1.62s
280:	learn: 0.1091274	total: 634ms	remaining: 1.62s
281:	learn: 0.1084397	total: 637ms	remaining: 1.62s
282:	learn: 0.1075996	total: 639ms	remaining: 1.62s
283:	learn: 0.1074690	total: 641ms	remaining: 1.62s
284:	learn: 0.1073207	total: 643ms	remaining: 1.61s
285:	learn: 0.1064856	total: 645ms	remaining: 1.61s
286:	learn: 0.1057821	total: 647ms	remaining: 1.61s
287:	learn: 0.1047967	total: 650ms	remaining: 1.61s
288:	learn: 0.1041471	total: 652ms	remaining: 1.6s
289:	learn: 0.1040316	total: 654ms	remaining: 1.6s
290:	learn: 0.1037765	total: 656ms	remaining: 1.6s
291:	learn: 0.1029544	total: 658ms	remaining: 1.59s
292:	learn: 0.1022552	total: 659ms	remaining: 1.59s
293:	learn: 0.1021447	total: 661ms	remaining: 1.59s
294:	learn: 0.1009531	total: 664ms	remaining: 1.59s
295:	learn: 0.1003818	total: 666ms	remaining: 1.58s
296:	learn: 0.1002926	total: 668ms	remaining: 1.58s
297:	learn: 0.0994153	total: 670ms	remaining: 1.58s
298:	learn: 0.0993112	total: 672ms	remaining: 1.57s
299:	learn: 0.0984878	total: 673ms	remaining: 1.57s
300:	learn: 0.0980689	total: 675ms	remaining: 1.57s
301:	learn: 0.0973499	total: 678ms	remaining: 1.57s
302:	learn: 0.0962785	total: 680ms	remaining: 1.56s
303:	learn: 0.0959366	total: 682ms	remaining: 1.56s
304:	learn: 0.0957331	total: 684ms	remaining: 1.56s
305:	learn: 0.0954771	total: 686ms	remaining: 1.55s
306:	learn: 0.0953370	total: 688ms	remaining: 1.55s
307:	learn: 0.0948674	total: 690ms	remaining: 1.55s
308:	learn: 0.0947520	total: 692ms	remaining: 1.55s
309:	learn: 0.0943831	total: 694ms	remaining: 1.54s
310:	learn: 0.0935375	total: 696ms	remaining: 1.54s
311:	learn: 0.0931551	total: 698ms	remaining: 1.54s
312:	learn: 0.0927738	total: 700ms	remaining: 1.54s
313:	learn: 0.0926586	total: 702ms	remaining: 1.53s
314:	learn: 0.0919794	total: 704ms	remaining: 1.53s
315:	learn: 0.0916345	total: 706ms	remaining: 1.53s
316:	learn: 0.0906218	total: 709ms	remaining: 1.53s
317:	learn: 0.0898321	total: 710ms	remaining: 1.52s
318:	learn: 0.0896963	total: 712ms	remaining: 1.52s
319:	learn: 0.0896277	total: 714ms	remaining: 1.52s
320:	learn: 0.0887925	total: 716ms	remaining: 1.51s
321:	learn: 0.0884512	total: 718ms	remaining: 1.51s
322:	learn: 0.0881523	total: 720ms	remaining: 1.51s
323:	learn: 0.0880591	total: 723ms	remaining: 1.51s
324:	learn: 0.0871539	total: 725ms	remaining: 1.5s
325:	learn: 0.0863248	total: 727ms	remaining: 1.5s
326:	learn: 0.0859867	total: 729ms	remaining: 1.5s
327:	learn: 0.0856961	total: 730ms	remaining: 1.5s
328:	learn: 0.0854678	total: 733ms	remaining: 1.49s
329:	learn: 0.0849761	total: 735ms	remaining: 1.49s
330:	learn: 0.0847687	total: 738ms	remaining: 1.49s
331:	learn: 0.0847170	total: 739ms	remaining: 1.49s
332:	learn: 0.0844742	total: 741ms	remaining: 1.48s
333:	learn: 0.0841982	total: 743ms	remaining: 1.48s
334:	learn: 0.0836713	total: 745ms	remaining: 1.48s
335:	learn: 0.0834447	total: 747ms	remaining: 1.48s
336:	learn: 0.0829898	total: 749ms	remaining: 1.47s
337:	learn: 0.0820412	total: 751ms	remaining: 1.47s
338:	learn: 0.0811589	total: 754ms	remaining: 1.47s
339:	learn: 0.0810269	total: 757ms	remaining: 1.47s
340:	learn: 0.0802374	total: 759ms	remaining: 1.47s
341:	learn: 0.0801945	total: 761ms	remaining: 1.46s
342:	learn: 0.0798981	total: 764ms	remaining: 1.46s
343:	learn: 0.0790631	total: 766ms	remaining: 1.46s
344:	learn: 0.0789344	total: 769ms	remaining: 1.46s
345:	learn: 0.0783355	total: 771ms	remaining: 1.46s
346:	learn: 0.0780171	total: 774ms	remaining: 1.46s
347:	learn: 0.0778292	total: 776ms	remaining: 1.45s
348:	learn: 0.0776145	total: 778ms	remaining: 1.45s
349:	learn: 0.0773725	total: 780ms	remaining: 1.45s
350:	learn: 0.0772751	total: 783ms	remaining: 1.45s
351:	learn: 0.0771152	total: 786ms	remaining: 1.45s
352:	learn: 0.0770090	total: 788ms	remaining: 1.44s
353:	learn: 0.0769300	total: 790ms	remaining: 1.44s
354:	learn: 0.0764725	total: 793ms	remaining: 1.44s
355:	learn: 0.0760692	total: 795ms	remaining: 1.44s
356:	learn: 0.0756262	total: 798ms	remaining: 1.44s
357:	learn: 0.0751690	total: 800ms	remaining: 1.44s
358:	learn: 0.0748517	total: 802ms	remaining: 1.43s
359:	learn: 0.0746315	total: 804ms	remaining: 1.43s
360:	learn: 0.0745869	total: 806ms	remaining: 1.43s
361:	learn: 0.0740166	total: 808ms	remaining: 1.42s
362:	learn: 0.0736922	total: 810ms	remaining: 1.42s
363:	learn: 0.0731765	total: 813ms	remaining: 1.42s
364:	learn: 0.0731392	total: 815ms	remaining: 1.42s
365:	learn: 0.0726380	total: 817ms	remaining: 1.42s
366:	learn: 0.0724860	total: 819ms	remaining: 1.41s
367:	learn: 0.0715043	total: 821ms	remaining: 1.41s
368:	learn: 0.0714007	total: 823ms	remaining: 1.41s
369:	learn: 0.0710401	total: 825ms	remaining: 1.4s
370:	learn: 0.0708513	total: 828ms	remaining: 1.4s
371:	learn: 0.0701071	total: 830ms	remaining: 1.4s
372:	learn: 0.0700134	total: 832ms	remaining: 1.4s
373:	learn: 0.0695001	total: 834ms	remaining: 1.4s
374:	learn: 0.0692314	total: 836ms	remaining: 1.39s
375:	learn: 0.0685091	total: 838ms	remaining: 1.39s
376:	learn: 0.0684211	total: 840ms	remaining: 1.39s
377:	learn: 0.0683397	total: 842ms	remaining: 1.39s
378:	learn: 0.0680680	total: 844ms	remaining: 1.38s
379:	learn: 0.0676592	total: 846ms	remaining: 1.38s
380:	learn: 0.0676105	total: 848ms	remaining: 1.38s
381:	learn: 0.0673671	total: 850ms	remaining: 1.37s
382:	learn: 0.0669451	total: 852ms	remaining: 1.37s
383:	learn: 0.0666072	total: 854ms	remaining: 1.37s
384:	learn: 0.0664512	total: 856ms	remaining: 1.37s
385:	learn: 0.0663587	total: 858ms	remaining: 1.36s
386:	learn: 0.0661493	total: 860ms	remaining: 1.36s
387:	learn: 0.0661109	total: 862ms	remaining: 1.36s
388:	learn: 0.0650951	total: 864ms	remaining: 1.36s
389:	learn: 0.0647749	total: 866ms	remaining: 1.35s
390:	learn: 0.0639931	total: 868ms	remaining: 1.35s
391:	learn: 0.0639408	total: 870ms	remaining: 1.35s
392:	learn: 0.0638960	total: 872ms	remaining: 1.35s
393:	learn: 0.0635004	total: 874ms	remaining: 1.34s
394:	learn: 0.0634073	total: 876ms	remaining: 1.34s
395:	learn: 0.0626944	total: 878ms	remaining: 1.34s
396:	learn: 0.0621343	total: 880ms	remaining: 1.34s
397:	learn: 0.0617492	total: 882ms	remaining: 1.33s
398:	learn: 0.0615927	total: 884ms	remaining: 1.33s
399:	learn: 0.0614232	total: 887ms	remaining: 1.33s
400:	learn: 0.0608937	total: 889ms	remaining: 1.33s
401:	learn: 0.0607438	total: 891ms	remaining: 1.32s
402:	learn: 0.0604445	total: 893ms	remaining: 1.32s
403:	learn: 0.0604152	total: 895ms	remaining: 1.32s
404:	learn: 0.0600635	total: 897ms	remaining: 1.32s
405:	learn: 0.0599636	total: 898ms	remaining: 1.31s
406:	learn: 0.0591322	total: 901ms	remaining: 1.31s
407:	learn: 0.0590943	total: 903ms	remaining: 1.31s
408:	learn: 0.0590469	total: 905ms	remaining: 1.31s
409:	learn: 0.0585748	total: 907ms	remaining: 1.3s
410:	learn: 0.0581884	total: 909ms	remaining: 1.3s
411:	learn: 0.0578408	total: 911ms	remaining: 1.3s
412:	learn: 0.0575358	total: 913ms	remaining: 1.3s
413:	learn: 0.0575134	total: 914ms	remaining: 1.29s
414:	learn: 0.0574888	total: 917ms	remaining: 1.29s
415:	learn: 0.0571160	total: 919ms	remaining: 1.29s
416:	learn: 0.0565861	total: 921ms	remaining: 1.29s
417:	learn: 0.0563318	total: 924ms	remaining: 1.28s
418:	learn: 0.0560902	total: 926ms	remaining: 1.28s
419:	learn: 0.0557083	total: 928ms	remaining: 1.28s
420:	learn: 0.0551784	total: 931ms	remaining: 1.28s
421:	learn: 0.0551509	total: 934ms	remaining: 1.28s
422:	learn: 0.0547768	total: 936ms	remaining: 1.28s
423:	learn: 0.0541045	total: 938ms	remaining: 1.27s
424:	learn: 0.0535009	total: 940ms	remaining: 1.27s
425:	learn: 0.0527635	total: 943ms	remaining: 1.27s
426:	learn: 0.0520835	total: 946ms	remaining: 1.27s
427:	learn: 0.0520597	total: 948ms	remaining: 1.27s
428:	learn: 0.0517360	total: 950ms	remaining: 1.26s
429:	learn: 0.0515037	total: 952ms	remaining: 1.26s
430:	learn: 0.0514402	total: 955ms	remaining: 1.26s
431:	learn: 0.0514141	total: 957ms	remaining: 1.26s
432:	learn: 0.0509114	total: 960ms	remaining: 1.26s
433:	learn: 0.0506723	total: 962ms	remaining: 1.25s
434:	learn: 0.0505645	total: 964ms	remaining: 1.25s
435:	learn: 0.0503095	total: 967ms	remaining: 1.25s
436:	learn: 0.0501818	total: 969ms	remaining: 1.25s
437:	learn: 0.0496947	total: 972ms	remaining: 1.25s
438:	learn: 0.0496550	total: 975ms	remaining: 1.25s
439:	learn: 0.0490074	total: 977ms	remaining: 1.24s
440:	learn: 0.0489323	total: 979ms	remaining: 1.24s
441:	learn: 0.0487261	total: 981ms	remaining: 1.24s
442:	learn: 0.0486751	total: 983ms	remaining: 1.24s
443:	learn: 0.0481713	total: 985ms	remaining: 1.23s
444:	learn: 0.0481207	total: 987ms	remaining: 1.23s
445:	learn: 0.0478296	total: 989ms	remaining: 1.23s
446:	learn: 0.0477776	total: 991ms	remaining: 1.23s
447:	learn: 0.0477286	total: 993ms	remaining: 1.22s
448:	learn: 0.0475007	total: 995ms	remaining: 1.22s
449:	learn: 0.0472086	total: 997ms	remaining: 1.22s
450:	learn: 0.0471777	total: 999ms	remaining: 1.22s
451:	learn: 0.0467542	total: 1s	remaining: 1.21s
452:	learn: 0.0463740	total: 1s	remaining: 1.21s
453:	learn: 0.0459070	total: 1s	remaining: 1.21s
454:	learn: 0.0454257	total: 1.01s	remaining: 1.21s
455:	learn: 0.0453749	total: 1.01s	remaining: 1.2s
456:	learn: 0.0448453	total: 1.01s	remaining: 1.2s
457:	learn: 0.0444978	total: 1.01s	remaining: 1.2s
458:	learn: 0.0442711	total: 1.01s	remaining: 1.2s
459:	learn: 0.0441094	total: 1.02s	remaining: 1.19s
460:	learn: 0.0439652	total: 1.02s	remaining: 1.19s
461:	learn: 0.0436022	total: 1.02s	remaining: 1.19s
462:	learn: 0.0433558	total: 1.02s	remaining: 1.19s
463:	learn: 0.0428343	total: 1.02s	remaining: 1.18s
464:	learn: 0.0426225	total: 1.03s	remaining: 1.18s
465:	learn: 0.0425748	total: 1.03s	remaining: 1.18s
466:	learn: 0.0425498	total: 1.03s	remaining: 1.18s
467:	learn: 0.0423443	total: 1.03s	remaining: 1.17s
468:	learn: 0.0420834	total: 1.03s	remaining: 1.17s
469:	learn: 0.0420600	total: 1.04s	remaining: 1.17s
470:	learn: 0.0417704	total: 1.04s	remaining: 1.17s
471:	learn: 0.0416894	total: 1.04s	remaining: 1.16s
472:	learn: 0.0416465	total: 1.04s	remaining: 1.16s
473:	learn: 0.0415957	total: 1.04s	remaining: 1.16s
474:	learn: 0.0413985	total: 1.05s	remaining: 1.16s
475:	learn: 0.0412284	total: 1.05s	remaining: 1.16s
476:	learn: 0.0406344	total: 1.05s	remaining: 1.15s
477:	learn: 0.0402638	total: 1.05s	remaining: 1.15s
478:	learn: 0.0402225	total: 1.05s	remaining: 1.15s
479:	learn: 0.0401422	total: 1.06s	remaining: 1.15s
480:	learn: 0.0398620	total: 1.06s	remaining: 1.14s
481:	learn: 0.0396959	total: 1.06s	remaining: 1.14s
482:	learn: 0.0396543	total: 1.06s	remaining: 1.14s
483:	learn: 0.0394369	total: 1.07s	remaining: 1.14s
484:	learn: 0.0392996	total: 1.07s	remaining: 1.13s
485:	learn: 0.0387730	total: 1.07s	remaining: 1.13s
486:	learn: 0.0384694	total: 1.07s	remaining: 1.13s
487:	learn: 0.0382155	total: 1.07s	remaining: 1.13s
488:	learn: 0.0381987	total: 1.08s	remaining: 1.12s
489:	learn: 0.0378849	total: 1.08s	remaining: 1.12s
490:	learn: 0.0378705	total: 1.08s	remaining: 1.12s
491:	learn: 0.0376914	total: 1.08s	remaining: 1.12s
492:	learn: 0.0374682	total: 1.08s	remaining: 1.11s
493:	learn: 0.0371666	total: 1.09s	remaining: 1.11s
494:	learn: 0.0369700	total: 1.09s	remaining: 1.11s
495:	learn: 0.0368358	total: 1.09s	remaining: 1.11s
496:	learn: 0.0365879	total: 1.09s	remaining: 1.11s
497:	learn: 0.0364678	total: 1.1s	remaining: 1.1s
498:	learn: 0.0362963	total: 1.1s	remaining: 1.1s
499:	learn: 0.0361336	total: 1.1s	remaining: 1.1s
500:	learn: 0.0360140	total: 1.1s	remaining: 1.1s
501:	learn: 0.0356698	total: 1.11s	remaining: 1.1s
502:	learn: 0.0355896	total: 1.11s	remaining: 1.09s
503:	learn: 0.0352163	total: 1.11s	remaining: 1.09s
504:	learn: 0.0351997	total: 1.11s	remaining: 1.09s
505:	learn: 0.0350942	total: 1.11s	remaining: 1.09s
506:	learn: 0.0350547	total: 1.12s	remaining: 1.09s
507:	learn: 0.0348195	total: 1.12s	remaining: 1.08s
508:	learn: 0.0345532	total: 1.12s	remaining: 1.08s
509:	learn: 0.0344457	total: 1.13s	remaining: 1.08s
510:	learn: 0.0342121	total: 1.13s	remaining: 1.08s
511:	learn: 0.0341912	total: 1.13s	remaining: 1.08s
512:	learn: 0.0341229	total: 1.13s	remaining: 1.07s
513:	learn: 0.0339698	total: 1.13s	remaining: 1.07s
514:	learn: 0.0338498	total: 1.14s	remaining: 1.07s
515:	learn: 0.0338308	total: 1.14s	remaining: 1.07s
516:	learn: 0.0337878	total: 1.14s	remaining: 1.06s
517:	learn: 0.0333864	total: 1.14s	remaining: 1.06s
518:	learn: 0.0333536	total: 1.14s	remaining: 1.06s
519:	learn: 0.0331118	total: 1.15s	remaining: 1.06s
520:	learn: 0.0328678	total: 1.15s	remaining: 1.05s
521:	learn: 0.0326047	total: 1.15s	remaining: 1.05s
522:	learn: 0.0322414	total: 1.15s	remaining: 1.05s
523:	learn: 0.0320458	total: 1.16s	remaining: 1.05s
524:	learn: 0.0319839	total: 1.16s	remaining: 1.05s
525:	learn: 0.0319210	total: 1.16s	remaining: 1.04s
526:	learn: 0.0318175	total: 1.16s	remaining: 1.04s
527:	learn: 0.0316650	total: 1.16s	remaining: 1.04s
528:	learn: 0.0313928	total: 1.17s	remaining: 1.04s
529:	learn: 0.0312181	total: 1.17s	remaining: 1.03s
530:	learn: 0.0311135	total: 1.17s	remaining: 1.03s
531:	learn: 0.0308772	total: 1.17s	remaining: 1.03s
532:	learn: 0.0308493	total: 1.17s	remaining: 1.03s
533:	learn: 0.0306801	total: 1.18s	remaining: 1.02s
534:	learn: 0.0303771	total: 1.18s	remaining: 1.02s
535:	learn: 0.0301800	total: 1.18s	remaining: 1.02s
536:	learn: 0.0300787	total: 1.18s	remaining: 1.02s
537:	learn: 0.0300493	total: 1.18s	remaining: 1.02s
538:	learn: 0.0298860	total: 1.19s	remaining: 1.01s
539:	learn: 0.0296385	total: 1.19s	remaining: 1.01s
540:	learn: 0.0295529	total: 1.19s	remaining: 1.01s
541:	learn: 0.0293642	total: 1.19s	remaining: 1.01s
542:	learn: 0.0291780	total: 1.19s	remaining: 1s
543:	learn: 0.0291185	total: 1.2s	remaining: 1s
544:	learn: 0.0290520	total: 1.2s	remaining: 1s
545:	learn: 0.0287323	total: 1.2s	remaining: 998ms
546:	learn: 0.0284884	total: 1.2s	remaining: 996ms
547:	learn: 0.0284258	total: 1.2s	remaining: 993ms
548:	learn: 0.0282457	total: 1.21s	remaining: 991ms
549:	learn: 0.0281055	total: 1.21s	remaining: 988ms
550:	learn: 0.0278581	total: 1.21s	remaining: 986ms
551:	learn: 0.0278144	total: 1.21s	remaining: 984ms
552:	learn: 0.0277876	total: 1.21s	remaining: 981ms
553:	learn: 0.0276620	total: 1.22s	remaining: 979ms
554:	learn: 0.0274894	total: 1.22s	remaining: 977ms
555:	learn: 0.0273525	total: 1.22s	remaining: 974ms
556:	learn: 0.0270874	total: 1.22s	remaining: 972ms
557:	learn: 0.0270050	total: 1.22s	remaining: 969ms
558:	learn: 0.0268783	total: 1.23s	remaining: 967ms
559:	learn: 0.0267074	total: 1.23s	remaining: 965ms
560:	learn: 0.0266792	total: 1.23s	remaining: 963ms
561:	learn: 0.0265117	total: 1.23s	remaining: 960ms
562:	learn: 0.0262520	total: 1.23s	remaining: 958ms
563:	learn: 0.0261109	total: 1.24s	remaining: 956ms
564:	learn: 0.0259520	total: 1.24s	remaining: 953ms
565:	learn: 0.0257087	total: 1.24s	remaining: 951ms
566:	learn: 0.0256646	total: 1.24s	remaining: 949ms
567:	learn: 0.0256262	total: 1.24s	remaining: 946ms
568:	learn: 0.0256097	total: 1.25s	remaining: 944ms
569:	learn: 0.0254696	total: 1.25s	remaining: 942ms
570:	learn: 0.0253811	total: 1.25s	remaining: 939ms
571:	learn: 0.0251077	total: 1.25s	remaining: 937ms
572:	learn: 0.0250526	total: 1.25s	remaining: 936ms
573:	learn: 0.0249115	total: 1.26s	remaining: 934ms
574:	learn: 0.0248881	total: 1.26s	remaining: 932ms
575:	learn: 0.0248759	total: 1.26s	remaining: 930ms
576:	learn: 0.0247717	total: 1.26s	remaining: 927ms
577:	learn: 0.0244977	total: 1.27s	remaining: 925ms
578:	learn: 0.0243430	total: 1.27s	remaining: 924ms
579:	learn: 0.0243067	total: 1.27s	remaining: 922ms
580:	learn: 0.0241606	total: 1.27s	remaining: 919ms
581:	learn: 0.0239769	total: 1.28s	remaining: 917ms
582:	learn: 0.0239454	total: 1.28s	remaining: 915ms
583:	learn: 0.0237423	total: 1.28s	remaining: 913ms
584:	learn: 0.0235451	total: 1.28s	remaining: 911ms
585:	learn: 0.0235279	total: 1.29s	remaining: 909ms
586:	learn: 0.0234802	total: 1.29s	remaining: 907ms
587:	learn: 0.0233636	total: 1.29s	remaining: 904ms
588:	learn: 0.0231564	total: 1.29s	remaining: 902ms
589:	learn: 0.0228717	total: 1.29s	remaining: 899ms
590:	learn: 0.0227369	total: 1.3s	remaining: 898ms
591:	learn: 0.0227288	total: 1.3s	remaining: 895ms
592:	learn: 0.0226486	total: 1.3s	remaining: 893ms
593:	learn: 0.0224267	total: 1.3s	remaining: 890ms
594:	learn: 0.0224107	total: 1.3s	remaining: 888ms
595:	learn: 0.0223048	total: 1.31s	remaining: 886ms
596:	learn: 0.0221963	total: 1.31s	remaining: 883ms
597:	learn: 0.0220734	total: 1.31s	remaining: 881ms
598:	learn: 0.0219180	total: 1.31s	remaining: 879ms
599:	learn: 0.0217510	total: 1.31s	remaining: 876ms
600:	learn: 0.0216772	total: 1.32s	remaining: 874ms
601:	learn: 0.0216624	total: 1.32s	remaining: 872ms
602:	learn: 0.0214236	total: 1.32s	remaining: 869ms
603:	learn: 0.0212349	total: 1.32s	remaining: 867ms
604:	learn: 0.0211445	total: 1.32s	remaining: 865ms
605:	learn: 0.0211297	total: 1.33s	remaining: 863ms
606:	learn: 0.0209693	total: 1.33s	remaining: 861ms
607:	learn: 0.0208869	total: 1.33s	remaining: 858ms
608:	learn: 0.0205973	total: 1.33s	remaining: 856ms
609:	learn: 0.0204871	total: 1.33s	remaining: 854ms
610:	learn: 0.0203626	total: 1.34s	remaining: 852ms
611:	learn: 0.0201563	total: 1.34s	remaining: 850ms
612:	learn: 0.0200672	total: 1.34s	remaining: 848ms
613:	learn: 0.0199604	total: 1.34s	remaining: 845ms
614:	learn: 0.0198994	total: 1.35s	remaining: 843ms
615:	learn: 0.0197161	total: 1.35s	remaining: 841ms
616:	learn: 0.0196210	total: 1.35s	remaining: 838ms
617:	learn: 0.0194895	total: 1.35s	remaining: 836ms
618:	learn: 0.0193936	total: 1.35s	remaining: 834ms
619:	learn: 0.0192952	total: 1.36s	remaining: 832ms
620:	learn: 0.0192522	total: 1.36s	remaining: 829ms
621:	learn: 0.0191684	total: 1.36s	remaining: 827ms
622:	learn: 0.0191237	total: 1.36s	remaining: 824ms
623:	learn: 0.0190816	total: 1.36s	remaining: 822ms
624:	learn: 0.0189290	total: 1.37s	remaining: 820ms
625:	learn: 0.0188150	total: 1.37s	remaining: 817ms
626:	learn: 0.0186735	total: 1.37s	remaining: 816ms
627:	learn: 0.0185615	total: 1.37s	remaining: 813ms
628:	learn: 0.0184794	total: 1.37s	remaining: 811ms
629:	learn: 0.0183253	total: 1.38s	remaining: 809ms
630:	learn: 0.0183026	total: 1.38s	remaining: 806ms
631:	learn: 0.0181672	total: 1.38s	remaining: 804ms
632:	learn: 0.0181182	total: 1.38s	remaining: 802ms
633:	learn: 0.0181087	total: 1.39s	remaining: 800ms
634:	learn: 0.0181015	total: 1.39s	remaining: 797ms
635:	learn: 0.0178941	total: 1.39s	remaining: 795ms
636:	learn: 0.0176814	total: 1.39s	remaining: 792ms
637:	learn: 0.0176707	total: 1.39s	remaining: 790ms
638:	learn: 0.0175573	total: 1.39s	remaining: 788ms
639:	learn: 0.0175336	total: 1.4s	remaining: 785ms
640:	learn: 0.0174526	total: 1.4s	remaining: 783ms
641:	learn: 0.0172956	total: 1.4s	remaining: 781ms
642:	learn: 0.0172792	total: 1.4s	remaining: 779ms
643:	learn: 0.0171390	total: 1.41s	remaining: 777ms
644:	learn: 0.0169919	total: 1.41s	remaining: 775ms
645:	learn: 0.0169202	total: 1.41s	remaining: 773ms
646:	learn: 0.0168787	total: 1.41s	remaining: 771ms
647:	learn: 0.0168456	total: 1.42s	remaining: 769ms
648:	learn: 0.0167292	total: 1.42s	remaining: 767ms
649:	learn: 0.0166159	total: 1.42s	remaining: 765ms
650:	learn: 0.0165592	total: 1.42s	remaining: 763ms
651:	learn: 0.0165488	total: 1.43s	remaining: 761ms
652:	learn: 0.0165133	total: 1.43s	remaining: 759ms
653:	learn: 0.0164153	total: 1.43s	remaining: 757ms
654:	learn: 0.0163833	total: 1.43s	remaining: 755ms
655:	learn: 0.0163468	total: 1.43s	remaining: 752ms
656:	learn: 0.0162904	total: 1.44s	remaining: 750ms
657:	learn: 0.0160782	total: 1.44s	remaining: 748ms
658:	learn: 0.0160656	total: 1.44s	remaining: 746ms
659:	learn: 0.0160572	total: 1.44s	remaining: 744ms
660:	learn: 0.0160250	total: 1.45s	remaining: 742ms
661:	learn: 0.0159405	total: 1.45s	remaining: 740ms
662:	learn: 0.0157918	total: 1.45s	remaining: 738ms
663:	learn: 0.0157786	total: 1.45s	remaining: 736ms
664:	learn: 0.0157722	total: 1.46s	remaining: 733ms
665:	learn: 0.0155921	total: 1.46s	remaining: 731ms
666:	learn: 0.0155504	total: 1.46s	remaining: 729ms
667:	learn: 0.0153923	total: 1.46s	remaining: 727ms
668:	learn: 0.0152917	total: 1.46s	remaining: 725ms
669:	learn: 0.0152183	total: 1.47s	remaining: 722ms
670:	learn: 0.0152064	total: 1.47s	remaining: 720ms
671:	learn: 0.0151413	total: 1.47s	remaining: 718ms
672:	learn: 0.0151314	total: 1.47s	remaining: 715ms
673:	learn: 0.0149650	total: 1.48s	remaining: 713ms
674:	learn: 0.0149158	total: 1.48s	remaining: 711ms
675:	learn: 0.0149088	total: 1.48s	remaining: 709ms
676:	learn: 0.0148832	total: 1.48s	remaining: 707ms
677:	learn: 0.0147100	total: 1.48s	remaining: 704ms
678:	learn: 0.0146214	total: 1.48s	remaining: 702ms
679:	learn: 0.0145783	total: 1.49s	remaining: 700ms
680:	learn: 0.0145036	total: 1.49s	remaining: 698ms
681:	learn: 0.0144164	total: 1.49s	remaining: 695ms
682:	learn: 0.0144069	total: 1.49s	remaining: 693ms
683:	learn: 0.0143496	total: 1.5s	remaining: 691ms
684:	learn: 0.0143020	total: 1.5s	remaining: 688ms
685:	learn: 0.0141432	total: 1.5s	remaining: 686ms
686:	learn: 0.0141119	total: 1.5s	remaining: 684ms
687:	learn: 0.0140112	total: 1.5s	remaining: 682ms
688:	learn: 0.0139346	total: 1.5s	remaining: 679ms
689:	learn: 0.0138816	total: 1.51s	remaining: 677ms
690:	learn: 0.0138712	total: 1.51s	remaining: 675ms
691:	learn: 0.0138178	total: 1.51s	remaining: 673ms
692:	learn: 0.0137979	total: 1.51s	remaining: 670ms
693:	learn: 0.0137140	total: 1.51s	remaining: 668ms
694:	learn: 0.0135849	total: 1.52s	remaining: 666ms
695:	learn: 0.0135356	total: 1.52s	remaining: 664ms
696:	learn: 0.0134589	total: 1.52s	remaining: 661ms
697:	learn: 0.0134041	total: 1.52s	remaining: 659ms
698:	learn: 0.0133479	total: 1.52s	remaining: 657ms
699:	learn: 0.0133388	total: 1.53s	remaining: 654ms
700:	learn: 0.0132516	total: 1.53s	remaining: 652ms
701:	learn: 0.0131489	total: 1.53s	remaining: 650ms
702:	learn: 0.0130018	total: 1.53s	remaining: 648ms
703:	learn: 0.0129630	total: 1.53s	remaining: 646ms
704:	learn: 0.0129377	total: 1.54s	remaining: 643ms
705:	learn: 0.0129335	total: 1.54s	remaining: 641ms
706:	learn: 0.0129218	total: 1.54s	remaining: 639ms
707:	learn: 0.0128904	total: 1.54s	remaining: 636ms
708:	learn: 0.0128614	total: 1.54s	remaining: 634ms
709:	learn: 0.0127052	total: 1.55s	remaining: 632ms
710:	learn: 0.0126973	total: 1.55s	remaining: 630ms
711:	learn: 0.0126930	total: 1.55s	remaining: 627ms
712:	learn: 0.0126555	total: 1.55s	remaining: 625ms
713:	learn: 0.0126471	total: 1.55s	remaining: 623ms
714:	learn: 0.0126063	total: 1.56s	remaining: 621ms
715:	learn: 0.0125287	total: 1.56s	remaining: 618ms
716:	learn: 0.0124789	total: 1.56s	remaining: 616ms
717:	learn: 0.0124474	total: 1.56s	remaining: 614ms
718:	learn: 0.0124124	total: 1.56s	remaining: 612ms
719:	learn: 0.0122694	total: 1.57s	remaining: 609ms
720:	learn: 0.0122658	total: 1.57s	remaining: 607ms
721:	learn: 0.0122100	total: 1.57s	remaining: 605ms
722:	learn: 0.0120762	total: 1.57s	remaining: 603ms
723:	learn: 0.0120670	total: 1.58s	remaining: 601ms
724:	learn: 0.0120443	total: 1.58s	remaining: 599ms
725:	learn: 0.0120376	total: 1.58s	remaining: 597ms
726:	learn: 0.0119424	total: 1.58s	remaining: 595ms
727:	learn: 0.0118968	total: 1.59s	remaining: 593ms
728:	learn: 0.0118919	total: 1.59s	remaining: 591ms
729:	learn: 0.0118272	total: 1.59s	remaining: 589ms
730:	learn: 0.0118206	total: 1.59s	remaining: 587ms
731:	learn: 0.0117334	total: 1.6s	remaining: 585ms
732:	learn: 0.0116732	total: 1.6s	remaining: 582ms
733:	learn: 0.0115728	total: 1.6s	remaining: 580ms
734:	learn: 0.0115308	total: 1.6s	remaining: 578ms
735:	learn: 0.0114747	total: 1.61s	remaining: 576ms
736:	learn: 0.0113834	total: 1.61s	remaining: 574ms
737:	learn: 0.0112770	total: 1.61s	remaining: 572ms
738:	learn: 0.0112183	total: 1.61s	remaining: 570ms
739:	learn: 0.0111035	total: 1.62s	remaining: 568ms
740:	learn: 0.0110881	total: 1.62s	remaining: 566ms
741:	learn: 0.0109767	total: 1.62s	remaining: 564ms
742:	learn: 0.0109440	total: 1.62s	remaining: 562ms
743:	learn: 0.0109366	total: 1.63s	remaining: 560ms
744:	learn: 0.0109297	total: 1.63s	remaining: 557ms
745:	learn: 0.0108799	total: 1.63s	remaining: 555ms
746:	learn: 0.0108431	total: 1.63s	remaining: 553ms
747:	learn: 0.0107846	total: 1.63s	remaining: 550ms
748:	learn: 0.0107700	total: 1.64s	remaining: 548ms
749:	learn: 0.0107373	total: 1.64s	remaining: 546ms
750:	learn: 0.0106906	total: 1.64s	remaining: 544ms
751:	learn: 0.0106438	total: 1.64s	remaining: 542ms
752:	learn: 0.0106173	total: 1.64s	remaining: 539ms
753:	learn: 0.0105871	total: 1.65s	remaining: 537ms
754:	learn: 0.0105436	total: 1.65s	remaining: 535ms
755:	learn: 0.0105113	total: 1.65s	remaining: 533ms
756:	learn: 0.0105072	total: 1.65s	remaining: 531ms
757:	learn: 0.0103932	total: 1.66s	remaining: 528ms
758:	learn: 0.0103527	total: 1.66s	remaining: 526ms
759:	learn: 0.0103448	total: 1.66s	remaining: 524ms
760:	learn: 0.0102670	total: 1.66s	remaining: 522ms
761:	learn: 0.0101891	total: 1.66s	remaining: 519ms
762:	learn: 0.0101070	total: 1.66s	remaining: 517ms
763:	learn: 0.0100390	total: 1.67s	remaining: 515ms
764:	learn: 0.0100028	total: 1.67s	remaining: 513ms
765:	learn: 0.0099387	total: 1.67s	remaining: 511ms
766:	learn: 0.0099352	total: 1.67s	remaining: 508ms
767:	learn: 0.0099083	total: 1.68s	remaining: 506ms
768:	learn: 0.0098369	total: 1.68s	remaining: 504ms
769:	learn: 0.0097490	total: 1.68s	remaining: 502ms
770:	learn: 0.0096973	total: 1.68s	remaining: 500ms
771:	learn: 0.0096374	total: 1.68s	remaining: 497ms
772:	learn: 0.0096081	total: 1.69s	remaining: 495ms
773:	learn: 0.0095976	total: 1.69s	remaining: 493ms
774:	learn: 0.0095191	total: 1.69s	remaining: 491ms
775:	learn: 0.0095123	total: 1.69s	remaining: 488ms
776:	learn: 0.0095071	total: 1.69s	remaining: 486ms
777:	learn: 0.0093983	total: 1.7s	remaining: 484ms
778:	learn: 0.0093277	total: 1.7s	remaining: 482ms
779:	learn: 0.0092853	total: 1.7s	remaining: 479ms
780:	learn: 0.0091959	total: 1.7s	remaining: 477ms
781:	learn: 0.0091202	total: 1.7s	remaining: 475ms
782:	learn: 0.0090966	total: 1.71s	remaining: 473ms
783:	learn: 0.0090661	total: 1.71s	remaining: 470ms
784:	learn: 0.0090301	total: 1.71s	remaining: 468ms
785:	learn: 0.0089457	total: 1.71s	remaining: 466ms
786:	learn: 0.0089418	total: 1.71s	remaining: 464ms
787:	learn: 0.0089017	total: 1.72s	remaining: 462ms
788:	learn: 0.0088955	total: 1.72s	remaining: 459ms
789:	learn: 0.0088698	total: 1.72s	remaining: 457ms
790:	learn: 0.0088301	total: 1.72s	remaining: 455ms
791:	learn: 0.0087757	total: 1.72s	remaining: 453ms
792:	learn: 0.0087213	total: 1.73s	remaining: 451ms
793:	learn: 0.0087184	total: 1.73s	remaining: 448ms
794:	learn: 0.0086602	total: 1.73s	remaining: 446ms
795:	learn: 0.0085769	total: 1.73s	remaining: 444ms
796:	learn: 0.0085732	total: 1.73s	remaining: 442ms
797:	learn: 0.0084802	total: 1.74s	remaining: 440ms
798:	learn: 0.0084709	total: 1.74s	remaining: 438ms
799:	learn: 0.0084681	total: 1.74s	remaining: 436ms
800:	learn: 0.0084541	total: 1.74s	remaining: 434ms
801:	learn: 0.0084527	total: 1.75s	remaining: 431ms
802:	learn: 0.0083653	total: 1.75s	remaining: 429ms
803:	learn: 0.0083441	total: 1.75s	remaining: 427ms
804:	learn: 0.0082506	total: 1.75s	remaining: 425ms
805:	learn: 0.0081869	total: 1.76s	remaining: 423ms
806:	learn: 0.0081402	total: 1.76s	remaining: 421ms
807:	learn: 0.0080740	total: 1.76s	remaining: 419ms
808:	learn: 0.0080488	total: 1.76s	remaining: 416ms
809:	learn: 0.0080256	total: 1.77s	remaining: 414ms
810:	learn: 0.0079468	total: 1.77s	remaining: 412ms
811:	learn: 0.0078526	total: 1.77s	remaining: 410ms
812:	learn: 0.0077694	total: 1.77s	remaining: 408ms
813:	learn: 0.0077598	total: 1.77s	remaining: 406ms
814:	learn: 0.0077438	total: 1.78s	remaining: 404ms
815:	learn: 0.0077319	total: 1.78s	remaining: 401ms
816:	learn: 0.0076613	total: 1.78s	remaining: 399ms
817:	learn: 0.0076482	total: 1.78s	remaining: 397ms
818:	learn: 0.0076357	total: 1.79s	remaining: 395ms
819:	learn: 0.0076114	total: 1.79s	remaining: 393ms
820:	learn: 0.0075298	total: 1.79s	remaining: 390ms
821:	learn: 0.0074636	total: 1.79s	remaining: 388ms
822:	learn: 0.0074306	total: 1.79s	remaining: 386ms
823:	learn: 0.0074165	total: 1.8s	remaining: 384ms
824:	learn: 0.0073738	total: 1.8s	remaining: 382ms
825:	learn: 0.0073380	total: 1.8s	remaining: 380ms
826:	learn: 0.0072814	total: 1.8s	remaining: 377ms
827:	learn: 0.0072319	total: 1.8s	remaining: 375ms
828:	learn: 0.0072012	total: 1.81s	remaining: 373ms
829:	learn: 0.0071206	total: 1.81s	remaining: 371ms
830:	learn: 0.0070980	total: 1.81s	remaining: 368ms
831:	learn: 0.0070588	total: 1.81s	remaining: 366ms
832:	learn: 0.0069679	total: 1.81s	remaining: 364ms
833:	learn: 0.0069046	total: 1.82s	remaining: 362ms
834:	learn: 0.0068789	total: 1.82s	remaining: 360ms
835:	learn: 0.0068377	total: 1.82s	remaining: 357ms
836:	learn: 0.0068349	total: 1.82s	remaining: 355ms
837:	learn: 0.0067915	total: 1.82s	remaining: 353ms
838:	learn: 0.0067881	total: 1.83s	remaining: 351ms
839:	learn: 0.0067777	total: 1.83s	remaining: 349ms
840:	learn: 0.0067654	total: 1.83s	remaining: 346ms
841:	learn: 0.0067281	total: 1.83s	remaining: 344ms
842:	learn: 0.0067210	total: 1.83s	remaining: 342ms
843:	learn: 0.0066914	total: 1.84s	remaining: 340ms
844:	learn: 0.0066407	total: 1.84s	remaining: 337ms
845:	learn: 0.0066071	total: 1.84s	remaining: 335ms
846:	learn: 0.0065772	total: 1.84s	remaining: 333ms
847:	learn: 0.0065704	total: 1.84s	remaining: 331ms
848:	learn: 0.0065640	total: 1.85s	remaining: 329ms
849:	learn: 0.0065197	total: 1.85s	remaining: 326ms
850:	learn: 0.0064775	total: 1.85s	remaining: 324ms
851:	learn: 0.0064732	total: 1.85s	remaining: 322ms
852:	learn: 0.0064528	total: 1.85s	remaining: 320ms
853:	learn: 0.0064147	total: 1.86s	remaining: 318ms
854:	learn: 0.0063963	total: 1.86s	remaining: 315ms
855:	learn: 0.0063340	total: 1.86s	remaining: 313ms
856:	learn: 0.0063291	total: 1.86s	remaining: 311ms
857:	learn: 0.0063243	total: 1.86s	remaining: 309ms
858:	learn: 0.0062930	total: 1.87s	remaining: 307ms
859:	learn: 0.0062886	total: 1.87s	remaining: 304ms
860:	learn: 0.0062412	total: 1.87s	remaining: 302ms
861:	learn: 0.0062296	total: 1.87s	remaining: 300ms
862:	learn: 0.0061847	total: 1.88s	remaining: 298ms
863:	learn: 0.0061563	total: 1.88s	remaining: 296ms
864:	learn: 0.0061438	total: 1.88s	remaining: 293ms
865:	learn: 0.0060998	total: 1.88s	remaining: 291ms
866:	learn: 0.0060797	total: 1.88s	remaining: 289ms
867:	learn: 0.0060198	total: 1.89s	remaining: 287ms
868:	learn: 0.0060025	total: 1.89s	remaining: 285ms
869:	learn: 0.0059504	total: 1.89s	remaining: 282ms
870:	learn: 0.0059468	total: 1.89s	remaining: 280ms
871:	learn: 0.0059097	total: 1.89s	remaining: 278ms
872:	learn: 0.0058928	total: 1.9s	remaining: 276ms
873:	learn: 0.0058556	total: 1.9s	remaining: 273ms
874:	learn: 0.0058358	total: 1.9s	remaining: 271ms
875:	learn: 0.0058280	total: 1.9s	remaining: 269ms
876:	learn: 0.0058226	total: 1.9s	remaining: 267ms
877:	learn: 0.0057977	total: 1.91s	remaining: 265ms
878:	learn: 0.0057927	total: 1.91s	remaining: 263ms
879:	learn: 0.0057869	total: 1.91s	remaining: 261ms
880:	learn: 0.0057279	total: 1.91s	remaining: 258ms
881:	learn: 0.0056754	total: 1.92s	remaining: 256ms
882:	learn: 0.0056201	total: 1.92s	remaining: 254ms
883:	learn: 0.0055914	total: 1.92s	remaining: 252ms
884:	learn: 0.0055319	total: 1.92s	remaining: 250ms
885:	learn: 0.0054925	total: 1.93s	remaining: 248ms
886:	learn: 0.0054610	total: 1.93s	remaining: 246ms
887:	learn: 0.0054305	total: 1.93s	remaining: 243ms
888:	learn: 0.0053976	total: 1.93s	remaining: 241ms
889:	learn: 0.0053937	total: 1.94s	remaining: 239ms
890:	learn: 0.0053638	total: 1.94s	remaining: 237ms
891:	learn: 0.0053148	total: 1.94s	remaining: 235ms
892:	learn: 0.0052875	total: 1.94s	remaining: 233ms
893:	learn: 0.0052690	total: 1.94s	remaining: 231ms
894:	learn: 0.0052505	total: 1.95s	remaining: 229ms
895:	learn: 0.0052120	total: 1.95s	remaining: 226ms
896:	learn: 0.0051724	total: 1.95s	remaining: 224ms
897:	learn: 0.0051468	total: 1.95s	remaining: 222ms
898:	learn: 0.0051248	total: 1.96s	remaining: 220ms
899:	learn: 0.0050541	total: 1.96s	remaining: 218ms
900:	learn: 0.0050386	total: 1.96s	remaining: 215ms
901:	learn: 0.0050121	total: 1.96s	remaining: 213ms
902:	learn: 0.0049530	total: 1.97s	remaining: 211ms
903:	learn: 0.0049492	total: 1.97s	remaining: 209ms
904:	learn: 0.0049206	total: 1.97s	remaining: 207ms
905:	learn: 0.0048827	total: 1.97s	remaining: 205ms
906:	learn: 0.0048509	total: 1.97s	remaining: 202ms
907:	learn: 0.0048488	total: 1.98s	remaining: 200ms
908:	learn: 0.0048116	total: 1.98s	remaining: 198ms
909:	learn: 0.0047586	total: 1.98s	remaining: 196ms
910:	learn: 0.0047388	total: 1.98s	remaining: 194ms
911:	learn: 0.0047178	total: 1.98s	remaining: 191ms
912:	learn: 0.0046881	total: 1.99s	remaining: 189ms
913:	learn: 0.0046693	total: 1.99s	remaining: 187ms
914:	learn: 0.0046265	total: 1.99s	remaining: 185ms
915:	learn: 0.0045810	total: 1.99s	remaining: 183ms
916:	learn: 0.0045651	total: 1.99s	remaining: 181ms
917:	learn: 0.0045507	total: 2s	remaining: 178ms
918:	learn: 0.0045251	total: 2s	remaining: 176ms
919:	learn: 0.0045118	total: 2s	remaining: 174ms
920:	learn: 0.0044999	total: 2s	remaining: 172ms
921:	learn: 0.0044780	total: 2s	remaining: 170ms
922:	learn: 0.0044616	total: 2.01s	remaining: 167ms
923:	learn: 0.0044573	total: 2.01s	remaining: 165ms
924:	learn: 0.0044549	total: 2.01s	remaining: 163ms
925:	learn: 0.0044534	total: 2.01s	remaining: 161ms
926:	learn: 0.0044471	total: 2.01s	remaining: 159ms
927:	learn: 0.0044454	total: 2.02s	remaining: 156ms
928:	learn: 0.0044109	total: 2.02s	remaining: 154ms
929:	learn: 0.0044083	total: 2.02s	remaining: 152ms
930:	learn: 0.0043876	total: 2.02s	remaining: 150ms
931:	learn: 0.0043855	total: 2.02s	remaining: 148ms
932:	learn: 0.0043431	total: 2.03s	remaining: 146ms
933:	learn: 0.0043026	total: 2.03s	remaining: 143ms
934:	learn: 0.0042726	total: 2.03s	remaining: 141ms
935:	learn: 0.0042306	total: 2.03s	remaining: 139ms
936:	learn: 0.0042248	total: 2.03s	remaining: 137ms
937:	learn: 0.0041895	total: 2.04s	remaining: 135ms
938:	learn: 0.0041806	total: 2.04s	remaining: 132ms
939:	learn: 0.0041600	total: 2.04s	remaining: 130ms
940:	learn: 0.0041239	total: 2.04s	remaining: 128ms
941:	learn: 0.0041000	total: 2.04s	remaining: 126ms
942:	learn: 0.0040944	total: 2.05s	remaining: 124ms
943:	learn: 0.0040792	total: 2.05s	remaining: 122ms
944:	learn: 0.0040601	total: 2.05s	remaining: 119ms
945:	learn: 0.0040222	total: 2.05s	remaining: 117ms
946:	learn: 0.0040187	total: 2.06s	remaining: 115ms
947:	learn: 0.0039954	total: 2.06s	remaining: 113ms
948:	learn: 0.0039926	total: 2.06s	remaining: 111ms
949:	learn: 0.0039520	total: 2.06s	remaining: 108ms
950:	learn: 0.0039138	total: 2.06s	remaining: 106ms
951:	learn: 0.0038896	total: 2.06s	remaining: 104ms
952:	learn: 0.0038525	total: 2.07s	remaining: 102ms
953:	learn: 0.0038297	total: 2.07s	remaining: 99.8ms
954:	learn: 0.0038264	total: 2.07s	remaining: 97.7ms
955:	learn: 0.0038053	total: 2.07s	remaining: 95.5ms
956:	learn: 0.0037829	total: 2.08s	remaining: 93.3ms
957:	learn: 0.0037686	total: 2.08s	remaining: 91.2ms
958:	learn: 0.0037656	total: 2.08s	remaining: 89ms
959:	learn: 0.0037568	total: 2.08s	remaining: 86.9ms
960:	learn: 0.0037532	total: 2.09s	remaining: 84.7ms
961:	learn: 0.0037327	total: 2.09s	remaining: 82.5ms
962:	learn: 0.0037111	total: 2.09s	remaining: 80.3ms
963:	learn: 0.0036994	total: 2.09s	remaining: 78.2ms
964:	learn: 0.0036948	total: 2.1s	remaining: 76ms
965:	learn: 0.0036794	total: 2.1s	remaining: 73.9ms
966:	learn: 0.0036423	total: 2.1s	remaining: 71.7ms
967:	learn: 0.0036210	total: 2.1s	remaining: 69.5ms
968:	learn: 0.0036027	total: 2.1s	remaining: 67.3ms
969:	learn: 0.0035868	total: 2.11s	remaining: 65.2ms
970:	learn: 0.0035598	total: 2.11s	remaining: 63ms
971:	learn: 0.0035390	total: 2.11s	remaining: 60.9ms
972:	learn: 0.0035118	total: 2.11s	remaining: 58.7ms
973:	learn: 0.0034900	total: 2.12s	remaining: 56.5ms
974:	learn: 0.0034775	total: 2.12s	remaining: 54.3ms
975:	learn: 0.0034758	total: 2.12s	remaining: 52.2ms
976:	learn: 0.0034676	total: 2.12s	remaining: 50ms
977:	learn: 0.0034298	total: 2.13s	remaining: 47.8ms
978:	learn: 0.0034277	total: 2.13s	remaining: 45.7ms
979:	learn: 0.0034230	total: 2.13s	remaining: 43.5ms
980:	learn: 0.0034168	total: 2.13s	remaining: 41.3ms
981:	learn: 0.0034010	total: 2.13s	remaining: 39.1ms
982:	learn: 0.0033926	total: 2.13s	remaining: 36.9ms
983:	learn: 0.0033748	total: 2.14s	remaining: 34.8ms
984:	learn: 0.0033727	total: 2.14s	remaining: 32.6ms
985:	learn: 0.0033556	total: 2.14s	remaining: 30.4ms
986:	learn: 0.0033295	total: 2.14s	remaining: 28.2ms
987:	learn: 0.0033248	total: 2.15s	remaining: 26.1ms
988:	learn: 0.0033138	total: 2.15s	remaining: 23.9ms
989:	learn: 0.0033101	total: 2.15s	remaining: 21.7ms
990:	learn: 0.0032983	total: 2.15s	remaining: 19.5ms
991:	learn: 0.0032868	total: 2.15s	remaining: 17.4ms
992:	learn: 0.0032760	total: 2.16s	remaining: 15.2ms
993:	learn: 0.0032437	total: 2.16s	remaining: 13ms
994:	learn: 0.0032345	total: 2.16s	remaining: 10.9ms
995:	learn: 0.0032259	total: 2.16s	remaining: 8.68ms
996:	learn: 0.0032242	total: 2.16s	remaining: 6.51ms
997:	learn: 0.0032123	total: 2.17s	remaining: 4.34ms
998:	learn: 0.0032106	total: 2.17s	remaining: 2.17ms
999:	learn: 0.0031944	total: 2.17s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=7, depth=6, total=   2.7s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=6 .......................
0:	learn: 0.8437472	total: 4.6ms	remaining: 4.6s
1:	learn: 0.8114693	total: 6.6ms	remaining: 3.29s
2:	learn: 0.7784022	total: 8.57ms	remaining: 2.85s
3:	learn: 0.7426570	total: 10.5ms	remaining: 2.62s
4:	learn: 0.7096928	total: 12.5ms	remaining: 2.48s
5:	learn: 0.6795770	total: 14.5ms	remaining: 2.4s
6:	learn: 0.6561945	total: 16.5ms	remaining: 2.34s
7:	learn: 0.6340800	total: 18.6ms	remaining: 2.31s
8:	learn: 0.6078819	total: 20.6ms	remaining: 2.27s
9:	learn: 0.5920118	total: 22.6ms	remaining: 2.23s
10:	learn: 0.5722421	total: 24.7ms	remaining: 2.22s
11:	learn: 0.5560436	total: 26.7ms	remaining: 2.2s
12:	learn: 0.5448608	total: 28.7ms	remaining: 2.18s
13:	learn: 0.5318639	total: 30.8ms	remaining: 2.17s
14:	learn: 0.5163125	total: 33ms	remaining: 2.16s
15:	learn: 0.5016314	total: 35.6ms	remaining: 2.19s
16:	learn: 0.4923116	total: 37.7ms	remaining: 2.18s
17:	learn: 0.4777492	total: 39.8ms	remaining: 2.17s
18:	learn: 0.4659633	total: 42ms	remaining: 2.17s
19:	learn: 0.4554796	total: 44.4ms	remaining: 2.18s
20:	learn: 0.4474957	total: 46.6ms	remaining: 2.17s
21:	learn: 0.4374726	total: 48.7ms	remaining: 2.17s
22:	learn: 0.4299687	total: 50.8ms	remaining: 2.16s
23:	learn: 0.4206311	total: 52.7ms	remaining: 2.14s
24:	learn: 0.4121254	total: 54.8ms	remaining: 2.14s
25:	learn: 0.4068662	total: 56.8ms	remaining: 2.13s
26:	learn: 0.3988752	total: 58.7ms	remaining: 2.12s
27:	learn: 0.3923948	total: 60.8ms	remaining: 2.11s
28:	learn: 0.3877176	total: 62.9ms	remaining: 2.11s
29:	learn: 0.3825730	total: 65.5ms	remaining: 2.12s
30:	learn: 0.3782238	total: 67.4ms	remaining: 2.1s
31:	learn: 0.3744271	total: 69.2ms	remaining: 2.09s
32:	learn: 0.3701840	total: 71.2ms	remaining: 2.09s
33:	learn: 0.3695078	total: 72.2ms	remaining: 2.05s
34:	learn: 0.3648421	total: 74.2ms	remaining: 2.05s
35:	learn: 0.3611761	total: 76.2ms	remaining: 2.04s
36:	learn: 0.3573763	total: 78.5ms	remaining: 2.04s
37:	learn: 0.3537481	total: 80.4ms	remaining: 2.04s
38:	learn: 0.3510186	total: 82.4ms	remaining: 2.03s
39:	learn: 0.3504790	total: 83.2ms	remaining: 2s
40:	learn: 0.3462055	total: 85.1ms	remaining: 1.99s
41:	learn: 0.3456481	total: 87.1ms	remaining: 1.99s
42:	learn: 0.3448881	total: 89.1ms	remaining: 1.98s
43:	learn: 0.3414405	total: 91.2ms	remaining: 1.98s
44:	learn: 0.3378143	total: 93.7ms	remaining: 1.99s
45:	learn: 0.3372217	total: 95.7ms	remaining: 1.98s
46:	learn: 0.3355515	total: 97.6ms	remaining: 1.98s
47:	learn: 0.3348078	total: 99.5ms	remaining: 1.97s
48:	learn: 0.3337561	total: 101ms	remaining: 1.97s
49:	learn: 0.3327492	total: 103ms	remaining: 1.96s
50:	learn: 0.3318086	total: 105ms	remaining: 1.96s
51:	learn: 0.3283701	total: 107ms	remaining: 1.96s
52:	learn: 0.3252609	total: 110ms	remaining: 1.97s
53:	learn: 0.3242407	total: 112ms	remaining: 1.96s
54:	learn: 0.3236311	total: 114ms	remaining: 1.96s
55:	learn: 0.3221260	total: 116ms	remaining: 1.95s
56:	learn: 0.3212272	total: 118ms	remaining: 1.95s
57:	learn: 0.3208555	total: 118ms	remaining: 1.92s
58:	learn: 0.3200090	total: 120ms	remaining: 1.92s
59:	learn: 0.3195006	total: 122ms	remaining: 1.92s
60:	learn: 0.3186373	total: 124ms	remaining: 1.92s
61:	learn: 0.3179052	total: 126ms	remaining: 1.91s
62:	learn: 0.3170660	total: 128ms	remaining: 1.91s
63:	learn: 0.3160586	total: 130ms	remaining: 1.9s
64:	learn: 0.3134349	total: 132ms	remaining: 1.9s
65:	learn: 0.3127224	total: 134ms	remaining: 1.9s
66:	learn: 0.3119473	total: 136ms	remaining: 1.9s
67:	learn: 0.3110378	total: 139ms	remaining: 1.91s
68:	learn: 0.3102774	total: 142ms	remaining: 1.91s
69:	learn: 0.3095804	total: 144ms	remaining: 1.91s
70:	learn: 0.3086471	total: 146ms	remaining: 1.91s
71:	learn: 0.3039443	total: 149ms	remaining: 1.91s
72:	learn: 0.3032889	total: 151ms	remaining: 1.91s
73:	learn: 0.3013268	total: 154ms	remaining: 1.92s
74:	learn: 0.3007599	total: 156ms	remaining: 1.92s
75:	learn: 0.2998429	total: 158ms	remaining: 1.92s
76:	learn: 0.2992302	total: 160ms	remaining: 1.92s
77:	learn: 0.2985899	total: 163ms	remaining: 1.92s
78:	learn: 0.2977502	total: 165ms	remaining: 1.92s
79:	learn: 0.2971485	total: 168ms	remaining: 1.93s
80:	learn: 0.2947661	total: 170ms	remaining: 1.93s
81:	learn: 0.2940997	total: 172ms	remaining: 1.93s
82:	learn: 0.2935970	total: 175ms	remaining: 1.93s
83:	learn: 0.2907646	total: 177ms	remaining: 1.93s
84:	learn: 0.2901400	total: 179ms	remaining: 1.93s
85:	learn: 0.2857230	total: 182ms	remaining: 1.94s
86:	learn: 0.2824240	total: 186ms	remaining: 1.95s
87:	learn: 0.2778997	total: 188ms	remaining: 1.95s
88:	learn: 0.2732980	total: 190ms	remaining: 1.95s
89:	learn: 0.2721145	total: 192ms	remaining: 1.94s
90:	learn: 0.2680135	total: 195ms	remaining: 1.95s
91:	learn: 0.2660019	total: 198ms	remaining: 1.95s
92:	learn: 0.2630314	total: 199ms	remaining: 1.94s
93:	learn: 0.2615279	total: 201ms	remaining: 1.94s
94:	learn: 0.2579470	total: 203ms	remaining: 1.94s
95:	learn: 0.2576277	total: 205ms	remaining: 1.93s
96:	learn: 0.2570745	total: 207ms	remaining: 1.93s
97:	learn: 0.2566266	total: 209ms	remaining: 1.92s
98:	learn: 0.2561778	total: 212ms	remaining: 1.93s
99:	learn: 0.2557422	total: 214ms	remaining: 1.92s
100:	learn: 0.2522870	total: 216ms	remaining: 1.92s
101:	learn: 0.2506037	total: 218ms	remaining: 1.92s
102:	learn: 0.2501947	total: 220ms	remaining: 1.91s
103:	learn: 0.2497976	total: 222ms	remaining: 1.91s
104:	learn: 0.2486861	total: 224ms	remaining: 1.91s
105:	learn: 0.2473983	total: 226ms	remaining: 1.91s
106:	learn: 0.2470309	total: 228ms	remaining: 1.9s
107:	learn: 0.2466785	total: 230ms	remaining: 1.9s
108:	learn: 0.2457397	total: 232ms	remaining: 1.89s
109:	learn: 0.2442182	total: 234ms	remaining: 1.89s
110:	learn: 0.2410995	total: 236ms	remaining: 1.89s
111:	learn: 0.2407667	total: 237ms	remaining: 1.88s
112:	learn: 0.2388735	total: 240ms	remaining: 1.88s
113:	learn: 0.2375881	total: 242ms	remaining: 1.88s
114:	learn: 0.2365057	total: 244ms	remaining: 1.88s
115:	learn: 0.2353042	total: 246ms	remaining: 1.87s
116:	learn: 0.2350332	total: 247ms	remaining: 1.86s
117:	learn: 0.2341908	total: 249ms	remaining: 1.86s
118:	learn: 0.2334356	total: 251ms	remaining: 1.86s
119:	learn: 0.2306502	total: 253ms	remaining: 1.85s
120:	learn: 0.2303731	total: 255ms	remaining: 1.85s
121:	learn: 0.2277838	total: 257ms	remaining: 1.85s
122:	learn: 0.2269324	total: 259ms	remaining: 1.85s
123:	learn: 0.2260449	total: 261ms	remaining: 1.84s
124:	learn: 0.2229156	total: 263ms	remaining: 1.84s
125:	learn: 0.2226374	total: 265ms	remaining: 1.84s
126:	learn: 0.2217798	total: 267ms	remaining: 1.83s
127:	learn: 0.2215343	total: 269ms	remaining: 1.83s
128:	learn: 0.2196594	total: 271ms	remaining: 1.83s
129:	learn: 0.2166946	total: 273ms	remaining: 1.83s
130:	learn: 0.2138550	total: 275ms	remaining: 1.82s
131:	learn: 0.2131388	total: 277ms	remaining: 1.82s
132:	learn: 0.2129107	total: 279ms	remaining: 1.82s
133:	learn: 0.2123587	total: 281ms	remaining: 1.81s
134:	learn: 0.2116161	total: 283ms	remaining: 1.81s
135:	learn: 0.2113900	total: 285ms	remaining: 1.81s
136:	learn: 0.2088054	total: 287ms	remaining: 1.81s
137:	learn: 0.2067880	total: 289ms	remaining: 1.8s
138:	learn: 0.2060838	total: 291ms	remaining: 1.8s
139:	learn: 0.2050150	total: 293ms	remaining: 1.8s
140:	learn: 0.2047556	total: 295ms	remaining: 1.79s
141:	learn: 0.2041737	total: 297ms	remaining: 1.79s
142:	learn: 0.2035942	total: 299ms	remaining: 1.79s
143:	learn: 0.2017165	total: 301ms	remaining: 1.79s
144:	learn: 0.1993686	total: 303ms	remaining: 1.79s
145:	learn: 0.1974345	total: 305ms	remaining: 1.79s
146:	learn: 0.1972285	total: 308ms	remaining: 1.79s
147:	learn: 0.1970374	total: 310ms	remaining: 1.79s
148:	learn: 0.1949328	total: 312ms	remaining: 1.78s
149:	learn: 0.1917621	total: 316ms	remaining: 1.79s
150:	learn: 0.1908960	total: 318ms	remaining: 1.79s
151:	learn: 0.1891555	total: 320ms	remaining: 1.79s
152:	learn: 0.1871001	total: 322ms	remaining: 1.78s
153:	learn: 0.1850964	total: 325ms	remaining: 1.78s
154:	learn: 0.1844151	total: 327ms	remaining: 1.78s
155:	learn: 0.1830478	total: 330ms	remaining: 1.78s
156:	learn: 0.1828677	total: 332ms	remaining: 1.78s
157:	learn: 0.1823253	total: 334ms	remaining: 1.78s
158:	learn: 0.1803955	total: 336ms	remaining: 1.78s
159:	learn: 0.1785184	total: 339ms	remaining: 1.78s
160:	learn: 0.1767132	total: 341ms	remaining: 1.78s
161:	learn: 0.1754923	total: 344ms	remaining: 1.78s
162:	learn: 0.1735779	total: 346ms	remaining: 1.78s
163:	learn: 0.1722774	total: 348ms	remaining: 1.77s
164:	learn: 0.1699561	total: 351ms	remaining: 1.78s
165:	learn: 0.1684402	total: 353ms	remaining: 1.77s
166:	learn: 0.1682682	total: 355ms	remaining: 1.77s
167:	learn: 0.1678538	total: 357ms	remaining: 1.77s
168:	learn: 0.1676894	total: 360ms	remaining: 1.77s
169:	learn: 0.1660137	total: 362ms	remaining: 1.76s
170:	learn: 0.1635505	total: 364ms	remaining: 1.76s
171:	learn: 0.1634034	total: 365ms	remaining: 1.76s
172:	learn: 0.1632515	total: 367ms	remaining: 1.75s
173:	learn: 0.1616660	total: 369ms	remaining: 1.75s
174:	learn: 0.1599562	total: 371ms	remaining: 1.75s
175:	learn: 0.1592052	total: 374ms	remaining: 1.75s
176:	learn: 0.1586897	total: 376ms	remaining: 1.75s
177:	learn: 0.1585103	total: 378ms	remaining: 1.74s
178:	learn: 0.1573560	total: 380ms	remaining: 1.74s
179:	learn: 0.1569048	total: 381ms	remaining: 1.74s
180:	learn: 0.1552751	total: 384ms	remaining: 1.74s
181:	learn: 0.1542021	total: 386ms	remaining: 1.73s
182:	learn: 0.1540544	total: 388ms	remaining: 1.73s
183:	learn: 0.1530627	total: 390ms	remaining: 1.73s
184:	learn: 0.1519411	total: 392ms	remaining: 1.73s
185:	learn: 0.1504685	total: 394ms	remaining: 1.72s
186:	learn: 0.1503339	total: 396ms	remaining: 1.72s
187:	learn: 0.1482902	total: 398ms	remaining: 1.72s
188:	learn: 0.1476625	total: 400ms	remaining: 1.72s
189:	learn: 0.1460745	total: 402ms	remaining: 1.71s
190:	learn: 0.1447722	total: 405ms	remaining: 1.71s
191:	learn: 0.1434819	total: 407ms	remaining: 1.71s
192:	learn: 0.1424288	total: 409ms	remaining: 1.71s
193:	learn: 0.1419014	total: 410ms	remaining: 1.71s
194:	learn: 0.1407735	total: 412ms	remaining: 1.7s
195:	learn: 0.1393554	total: 414ms	remaining: 1.7s
196:	learn: 0.1392415	total: 416ms	remaining: 1.7s
197:	learn: 0.1387316	total: 419ms	remaining: 1.7s
198:	learn: 0.1378592	total: 420ms	remaining: 1.69s
199:	learn: 0.1367582	total: 422ms	remaining: 1.69s
200:	learn: 0.1355441	total: 424ms	remaining: 1.69s
201:	learn: 0.1337905	total: 426ms	remaining: 1.68s
202:	learn: 0.1333427	total: 428ms	remaining: 1.68s
203:	learn: 0.1317958	total: 430ms	remaining: 1.68s
204:	learn: 0.1305190	total: 432ms	remaining: 1.68s
205:	learn: 0.1292849	total: 435ms	remaining: 1.67s
206:	learn: 0.1284261	total: 436ms	remaining: 1.67s
207:	learn: 0.1274098	total: 438ms	remaining: 1.67s
208:	learn: 0.1264143	total: 440ms	remaining: 1.67s
209:	learn: 0.1259471	total: 442ms	remaining: 1.66s
210:	learn: 0.1251570	total: 444ms	remaining: 1.66s
211:	learn: 0.1249259	total: 446ms	remaining: 1.66s
212:	learn: 0.1239835	total: 448ms	remaining: 1.66s
213:	learn: 0.1238789	total: 450ms	remaining: 1.65s
214:	learn: 0.1226443	total: 452ms	remaining: 1.65s
215:	learn: 0.1218503	total: 454ms	remaining: 1.65s
216:	learn: 0.1214558	total: 456ms	remaining: 1.64s
217:	learn: 0.1205644	total: 458ms	remaining: 1.64s
218:	learn: 0.1198307	total: 460ms	remaining: 1.64s
219:	learn: 0.1190593	total: 462ms	remaining: 1.64s
220:	learn: 0.1189534	total: 464ms	remaining: 1.63s
221:	learn: 0.1185870	total: 466ms	remaining: 1.63s
222:	learn: 0.1175254	total: 467ms	remaining: 1.63s
223:	learn: 0.1170463	total: 469ms	remaining: 1.63s
224:	learn: 0.1164683	total: 471ms	remaining: 1.62s
225:	learn: 0.1154902	total: 474ms	remaining: 1.62s
226:	learn: 0.1144011	total: 477ms	remaining: 1.62s
227:	learn: 0.1133920	total: 479ms	remaining: 1.62s
228:	learn: 0.1129092	total: 481ms	remaining: 1.62s
229:	learn: 0.1128109	total: 484ms	remaining: 1.62s
230:	learn: 0.1125810	total: 486ms	remaining: 1.62s
231:	learn: 0.1115799	total: 488ms	remaining: 1.62s
232:	learn: 0.1101099	total: 491ms	remaining: 1.62s
233:	learn: 0.1094617	total: 493ms	remaining: 1.61s
234:	learn: 0.1082815	total: 496ms	remaining: 1.61s
235:	learn: 0.1072344	total: 498ms	remaining: 1.61s
236:	learn: 0.1071501	total: 500ms	remaining: 1.61s
237:	learn: 0.1066197	total: 502ms	remaining: 1.61s
238:	learn: 0.1055986	total: 505ms	remaining: 1.61s
239:	learn: 0.1048621	total: 507ms	remaining: 1.61s
240:	learn: 0.1038272	total: 510ms	remaining: 1.6s
241:	learn: 0.1031922	total: 512ms	remaining: 1.6s
242:	learn: 0.1031070	total: 515ms	remaining: 1.6s
243:	learn: 0.1020794	total: 517ms	remaining: 1.6s
244:	learn: 0.1010312	total: 519ms	remaining: 1.6s
245:	learn: 0.1009486	total: 522ms	remaining: 1.6s
246:	learn: 0.1003139	total: 524ms	remaining: 1.6s
247:	learn: 0.0990249	total: 526ms	remaining: 1.59s
248:	learn: 0.0986855	total: 528ms	remaining: 1.59s
249:	learn: 0.0981244	total: 529ms	remaining: 1.59s
250:	learn: 0.0974587	total: 531ms	remaining: 1.58s
251:	learn: 0.0971382	total: 533ms	remaining: 1.58s
252:	learn: 0.0967954	total: 536ms	remaining: 1.58s
253:	learn: 0.0965551	total: 538ms	remaining: 1.58s
254:	learn: 0.0963348	total: 540ms	remaining: 1.58s
255:	learn: 0.0954981	total: 542ms	remaining: 1.57s
256:	learn: 0.0947502	total: 544ms	remaining: 1.57s
257:	learn: 0.0943821	total: 546ms	remaining: 1.57s
258:	learn: 0.0941299	total: 548ms	remaining: 1.57s
259:	learn: 0.0931199	total: 550ms	remaining: 1.56s
260:	learn: 0.0923606	total: 552ms	remaining: 1.56s
261:	learn: 0.0913157	total: 554ms	remaining: 1.56s
262:	learn: 0.0902466	total: 556ms	remaining: 1.56s
263:	learn: 0.0896865	total: 558ms	remaining: 1.55s
264:	learn: 0.0893007	total: 559ms	remaining: 1.55s
265:	learn: 0.0891463	total: 561ms	remaining: 1.55s
266:	learn: 0.0885702	total: 563ms	remaining: 1.55s
267:	learn: 0.0884050	total: 566ms	remaining: 1.54s
268:	learn: 0.0874901	total: 568ms	remaining: 1.54s
269:	learn: 0.0871778	total: 570ms	remaining: 1.54s
270:	learn: 0.0868601	total: 572ms	remaining: 1.54s
271:	learn: 0.0864829	total: 573ms	remaining: 1.53s
272:	learn: 0.0863098	total: 575ms	remaining: 1.53s
273:	learn: 0.0861562	total: 577ms	remaining: 1.53s
274:	learn: 0.0854671	total: 579ms	remaining: 1.53s
275:	learn: 0.0850447	total: 581ms	remaining: 1.52s
276:	learn: 0.0840608	total: 583ms	remaining: 1.52s
277:	learn: 0.0831002	total: 585ms	remaining: 1.52s
278:	learn: 0.0830359	total: 587ms	remaining: 1.52s
279:	learn: 0.0827458	total: 589ms	remaining: 1.51s
280:	learn: 0.0821385	total: 591ms	remaining: 1.51s
281:	learn: 0.0814947	total: 593ms	remaining: 1.51s
282:	learn: 0.0808677	total: 596ms	remaining: 1.51s
283:	learn: 0.0805378	total: 597ms	remaining: 1.51s
284:	learn: 0.0801377	total: 599ms	remaining: 1.5s
285:	learn: 0.0793773	total: 601ms	remaining: 1.5s
286:	learn: 0.0789460	total: 603ms	remaining: 1.5s
287:	learn: 0.0781480	total: 605ms	remaining: 1.5s
288:	learn: 0.0779140	total: 607ms	remaining: 1.49s
289:	learn: 0.0774486	total: 609ms	remaining: 1.49s
290:	learn: 0.0770640	total: 611ms	remaining: 1.49s
291:	learn: 0.0765965	total: 613ms	remaining: 1.49s
292:	learn: 0.0760480	total: 615ms	remaining: 1.48s
293:	learn: 0.0758885	total: 616ms	remaining: 1.48s
294:	learn: 0.0750599	total: 618ms	remaining: 1.48s
295:	learn: 0.0747126	total: 620ms	remaining: 1.47s
296:	learn: 0.0743885	total: 622ms	remaining: 1.47s
297:	learn: 0.0741769	total: 625ms	remaining: 1.47s
298:	learn: 0.0736361	total: 626ms	remaining: 1.47s
299:	learn: 0.0733428	total: 628ms	remaining: 1.47s
300:	learn: 0.0732274	total: 630ms	remaining: 1.46s
301:	learn: 0.0725699	total: 632ms	remaining: 1.46s
302:	learn: 0.0721726	total: 634ms	remaining: 1.46s
303:	learn: 0.0717852	total: 636ms	remaining: 1.46s
304:	learn: 0.0709690	total: 640ms	remaining: 1.46s
305:	learn: 0.0705032	total: 642ms	remaining: 1.46s
306:	learn: 0.0702856	total: 644ms	remaining: 1.45s
307:	learn: 0.0701330	total: 647ms	remaining: 1.45s
308:	learn: 0.0697668	total: 649ms	remaining: 1.45s
309:	learn: 0.0696261	total: 651ms	remaining: 1.45s
310:	learn: 0.0690276	total: 654ms	remaining: 1.45s
311:	learn: 0.0687451	total: 657ms	remaining: 1.45s
312:	learn: 0.0680336	total: 659ms	remaining: 1.45s
313:	learn: 0.0672739	total: 661ms	remaining: 1.44s
314:	learn: 0.0666338	total: 664ms	remaining: 1.44s
315:	learn: 0.0660829	total: 666ms	remaining: 1.44s
316:	learn: 0.0655790	total: 669ms	remaining: 1.44s
317:	learn: 0.0654524	total: 671ms	remaining: 1.44s
318:	learn: 0.0649055	total: 673ms	remaining: 1.44s
319:	learn: 0.0643120	total: 676ms	remaining: 1.44s
320:	learn: 0.0638341	total: 678ms	remaining: 1.43s
321:	learn: 0.0633196	total: 680ms	remaining: 1.43s
322:	learn: 0.0630086	total: 683ms	remaining: 1.43s
323:	learn: 0.0625364	total: 685ms	remaining: 1.43s
324:	learn: 0.0620982	total: 688ms	remaining: 1.43s
325:	learn: 0.0617814	total: 689ms	remaining: 1.43s
326:	learn: 0.0612453	total: 691ms	remaining: 1.42s
327:	learn: 0.0609518	total: 693ms	remaining: 1.42s
328:	learn: 0.0607987	total: 695ms	remaining: 1.42s
329:	learn: 0.0602068	total: 698ms	remaining: 1.42s
330:	learn: 0.0599457	total: 700ms	remaining: 1.41s
331:	learn: 0.0594463	total: 702ms	remaining: 1.41s
332:	learn: 0.0590720	total: 704ms	remaining: 1.41s
333:	learn: 0.0588910	total: 706ms	remaining: 1.41s
334:	learn: 0.0585143	total: 707ms	remaining: 1.4s
335:	learn: 0.0581455	total: 709ms	remaining: 1.4s
336:	learn: 0.0577146	total: 712ms	remaining: 1.4s
337:	learn: 0.0575798	total: 714ms	remaining: 1.4s
338:	learn: 0.0572769	total: 716ms	remaining: 1.4s
339:	learn: 0.0571117	total: 718ms	remaining: 1.39s
340:	learn: 0.0567394	total: 720ms	remaining: 1.39s
341:	learn: 0.0564718	total: 722ms	remaining: 1.39s
342:	learn: 0.0562801	total: 724ms	remaining: 1.39s
343:	learn: 0.0559210	total: 726ms	remaining: 1.38s
344:	learn: 0.0551971	total: 728ms	remaining: 1.38s
345:	learn: 0.0550547	total: 730ms	remaining: 1.38s
346:	learn: 0.0548860	total: 732ms	remaining: 1.38s
347:	learn: 0.0545165	total: 734ms	remaining: 1.37s
348:	learn: 0.0541814	total: 736ms	remaining: 1.37s
349:	learn: 0.0536718	total: 738ms	remaining: 1.37s
350:	learn: 0.0533651	total: 740ms	remaining: 1.37s
351:	learn: 0.0532433	total: 742ms	remaining: 1.37s
352:	learn: 0.0530785	total: 744ms	remaining: 1.36s
353:	learn: 0.0526400	total: 746ms	remaining: 1.36s
354:	learn: 0.0521540	total: 748ms	remaining: 1.36s
355:	learn: 0.0519569	total: 750ms	remaining: 1.36s
356:	learn: 0.0514296	total: 752ms	remaining: 1.35s
357:	learn: 0.0512984	total: 754ms	remaining: 1.35s
358:	learn: 0.0510470	total: 756ms	remaining: 1.35s
359:	learn: 0.0506281	total: 758ms	remaining: 1.35s
360:	learn: 0.0501377	total: 760ms	remaining: 1.34s
361:	learn: 0.0499885	total: 762ms	remaining: 1.34s
362:	learn: 0.0498283	total: 764ms	remaining: 1.34s
363:	learn: 0.0492905	total: 766ms	remaining: 1.34s
364:	learn: 0.0489095	total: 768ms	remaining: 1.33s
365:	learn: 0.0487633	total: 770ms	remaining: 1.33s
366:	learn: 0.0483924	total: 772ms	remaining: 1.33s
367:	learn: 0.0483581	total: 774ms	remaining: 1.33s
368:	learn: 0.0481818	total: 776ms	remaining: 1.33s
369:	learn: 0.0479380	total: 778ms	remaining: 1.32s
370:	learn: 0.0474845	total: 780ms	remaining: 1.32s
371:	learn: 0.0471557	total: 782ms	remaining: 1.32s
372:	learn: 0.0467997	total: 784ms	remaining: 1.32s
373:	learn: 0.0466403	total: 787ms	remaining: 1.32s
374:	learn: 0.0463230	total: 789ms	remaining: 1.31s
375:	learn: 0.0461083	total: 791ms	remaining: 1.31s
376:	learn: 0.0459797	total: 792ms	remaining: 1.31s
377:	learn: 0.0456379	total: 794ms	remaining: 1.31s
378:	learn: 0.0454289	total: 796ms	remaining: 1.3s
379:	learn: 0.0453790	total: 799ms	remaining: 1.3s
380:	learn: 0.0452504	total: 801ms	remaining: 1.3s
381:	learn: 0.0446798	total: 803ms	remaining: 1.3s
382:	learn: 0.0445123	total: 806ms	remaining: 1.3s
383:	learn: 0.0442636	total: 808ms	remaining: 1.3s
384:	learn: 0.0438603	total: 810ms	remaining: 1.29s
385:	learn: 0.0436900	total: 813ms	remaining: 1.29s
386:	learn: 0.0434364	total: 816ms	remaining: 1.29s
387:	learn: 0.0431682	total: 818ms	remaining: 1.29s
388:	learn: 0.0427475	total: 820ms	remaining: 1.29s
389:	learn: 0.0425333	total: 822ms	remaining: 1.29s
390:	learn: 0.0422820	total: 825ms	remaining: 1.28s
391:	learn: 0.0419520	total: 827ms	remaining: 1.28s
392:	learn: 0.0418079	total: 830ms	remaining: 1.28s
393:	learn: 0.0415710	total: 832ms	remaining: 1.28s
394:	learn: 0.0411377	total: 834ms	remaining: 1.28s
395:	learn: 0.0410582	total: 837ms	remaining: 1.28s
396:	learn: 0.0408913	total: 839ms	remaining: 1.27s
397:	learn: 0.0406111	total: 841ms	remaining: 1.27s
398:	learn: 0.0402796	total: 845ms	remaining: 1.27s
399:	learn: 0.0401064	total: 848ms	remaining: 1.27s
400:	learn: 0.0398009	total: 851ms	remaining: 1.27s
401:	learn: 0.0396194	total: 853ms	remaining: 1.27s
402:	learn: 0.0393361	total: 855ms	remaining: 1.26s
403:	learn: 0.0390968	total: 857ms	remaining: 1.26s
404:	learn: 0.0388038	total: 859ms	remaining: 1.26s
405:	learn: 0.0386395	total: 861ms	remaining: 1.26s
406:	learn: 0.0384909	total: 863ms	remaining: 1.26s
407:	learn: 0.0384056	total: 865ms	remaining: 1.25s
408:	learn: 0.0380988	total: 867ms	remaining: 1.25s
409:	learn: 0.0380055	total: 869ms	remaining: 1.25s
410:	learn: 0.0377183	total: 870ms	remaining: 1.25s
411:	learn: 0.0375976	total: 872ms	remaining: 1.25s
412:	learn: 0.0373226	total: 876ms	remaining: 1.24s
413:	learn: 0.0371408	total: 877ms	remaining: 1.24s
414:	learn: 0.0366833	total: 879ms	remaining: 1.24s
415:	learn: 0.0366198	total: 881ms	remaining: 1.24s
416:	learn: 0.0363431	total: 883ms	remaining: 1.23s
417:	learn: 0.0361027	total: 885ms	remaining: 1.23s
418:	learn: 0.0356872	total: 887ms	remaining: 1.23s
419:	learn: 0.0353830	total: 890ms	remaining: 1.23s
420:	learn: 0.0352307	total: 892ms	remaining: 1.23s
421:	learn: 0.0349357	total: 894ms	remaining: 1.22s
422:	learn: 0.0348166	total: 896ms	remaining: 1.22s
423:	learn: 0.0347638	total: 898ms	remaining: 1.22s
424:	learn: 0.0345227	total: 900ms	remaining: 1.22s
425:	learn: 0.0344316	total: 902ms	remaining: 1.21s
426:	learn: 0.0342554	total: 904ms	remaining: 1.21s
427:	learn: 0.0342126	total: 906ms	remaining: 1.21s
428:	learn: 0.0340069	total: 908ms	remaining: 1.21s
429:	learn: 0.0337834	total: 910ms	remaining: 1.21s
430:	learn: 0.0337225	total: 912ms	remaining: 1.2s
431:	learn: 0.0334944	total: 914ms	remaining: 1.2s
432:	learn: 0.0334395	total: 916ms	remaining: 1.2s
433:	learn: 0.0333014	total: 918ms	remaining: 1.2s
434:	learn: 0.0331255	total: 921ms	remaining: 1.2s
435:	learn: 0.0329450	total: 923ms	remaining: 1.19s
436:	learn: 0.0326024	total: 924ms	remaining: 1.19s
437:	learn: 0.0325191	total: 926ms	remaining: 1.19s
438:	learn: 0.0322919	total: 929ms	remaining: 1.19s
439:	learn: 0.0318558	total: 931ms	remaining: 1.18s
440:	learn: 0.0318009	total: 932ms	remaining: 1.18s
441:	learn: 0.0317503	total: 935ms	remaining: 1.18s
442:	learn: 0.0316701	total: 937ms	remaining: 1.18s
443:	learn: 0.0316425	total: 939ms	remaining: 1.18s
444:	learn: 0.0312874	total: 941ms	remaining: 1.17s
445:	learn: 0.0309859	total: 943ms	remaining: 1.17s
446:	learn: 0.0306597	total: 945ms	remaining: 1.17s
447:	learn: 0.0303557	total: 947ms	remaining: 1.17s
448:	learn: 0.0302826	total: 949ms	remaining: 1.16s
449:	learn: 0.0300321	total: 951ms	remaining: 1.16s
450:	learn: 0.0298917	total: 953ms	remaining: 1.16s
451:	learn: 0.0298296	total: 955ms	remaining: 1.16s
452:	learn: 0.0296566	total: 957ms	remaining: 1.16s
453:	learn: 0.0293443	total: 959ms	remaining: 1.15s
454:	learn: 0.0292310	total: 961ms	remaining: 1.15s
455:	learn: 0.0290797	total: 963ms	remaining: 1.15s
456:	learn: 0.0288497	total: 965ms	remaining: 1.15s
457:	learn: 0.0287615	total: 967ms	remaining: 1.14s
458:	learn: 0.0285684	total: 969ms	remaining: 1.14s
459:	learn: 0.0284583	total: 972ms	remaining: 1.14s
460:	learn: 0.0283450	total: 974ms	remaining: 1.14s
461:	learn: 0.0280115	total: 977ms	remaining: 1.14s
462:	learn: 0.0277918	total: 979ms	remaining: 1.14s
463:	learn: 0.0275169	total: 982ms	remaining: 1.13s
464:	learn: 0.0274283	total: 984ms	remaining: 1.13s
465:	learn: 0.0273112	total: 986ms	remaining: 1.13s
466:	learn: 0.0271999	total: 989ms	remaining: 1.13s
467:	learn: 0.0270516	total: 991ms	remaining: 1.13s
468:	learn: 0.0269618	total: 994ms	remaining: 1.13s
469:	learn: 0.0268677	total: 996ms	remaining: 1.12s
470:	learn: 0.0267760	total: 998ms	remaining: 1.12s
471:	learn: 0.0266012	total: 1s	remaining: 1.12s
472:	learn: 0.0265179	total: 1s	remaining: 1.12s
473:	learn: 0.0263982	total: 1s	remaining: 1.11s
474:	learn: 0.0261857	total: 1.01s	remaining: 1.11s
475:	learn: 0.0259593	total: 1.01s	remaining: 1.11s
476:	learn: 0.0259494	total: 1.01s	remaining: 1.11s
477:	learn: 0.0258227	total: 1.01s	remaining: 1.11s
478:	learn: 0.0258131	total: 1.02s	remaining: 1.11s
479:	learn: 0.0256441	total: 1.02s	remaining: 1.1s
480:	learn: 0.0254386	total: 1.02s	remaining: 1.1s
481:	learn: 0.0253476	total: 1.02s	remaining: 1.1s
482:	learn: 0.0251943	total: 1.02s	remaining: 1.1s
483:	learn: 0.0250655	total: 1.03s	remaining: 1.09s
484:	learn: 0.0248552	total: 1.03s	remaining: 1.09s
485:	learn: 0.0248395	total: 1.03s	remaining: 1.09s
486:	learn: 0.0246428	total: 1.03s	remaining: 1.09s
487:	learn: 0.0244708	total: 1.04s	remaining: 1.09s
488:	learn: 0.0243722	total: 1.04s	remaining: 1.08s
489:	learn: 0.0242708	total: 1.04s	remaining: 1.08s
490:	learn: 0.0240848	total: 1.04s	remaining: 1.08s
491:	learn: 0.0238881	total: 1.04s	remaining: 1.08s
492:	learn: 0.0237830	total: 1.04s	remaining: 1.07s
493:	learn: 0.0235588	total: 1.05s	remaining: 1.07s
494:	learn: 0.0234798	total: 1.05s	remaining: 1.07s
495:	learn: 0.0234556	total: 1.05s	remaining: 1.07s
496:	learn: 0.0234091	total: 1.05s	remaining: 1.07s
497:	learn: 0.0231088	total: 1.06s	remaining: 1.06s
498:	learn: 0.0229659	total: 1.06s	remaining: 1.06s
499:	learn: 0.0227656	total: 1.06s	remaining: 1.06s
500:	learn: 0.0226678	total: 1.06s	remaining: 1.06s
501:	learn: 0.0225877	total: 1.06s	remaining: 1.05s
502:	learn: 0.0223289	total: 1.07s	remaining: 1.05s
503:	learn: 0.0222494	total: 1.07s	remaining: 1.05s
504:	learn: 0.0221273	total: 1.07s	remaining: 1.05s
505:	learn: 0.0219792	total: 1.07s	remaining: 1.05s
506:	learn: 0.0217219	total: 1.07s	remaining: 1.04s
507:	learn: 0.0215523	total: 1.08s	remaining: 1.04s
508:	learn: 0.0215204	total: 1.08s	remaining: 1.04s
509:	learn: 0.0213419	total: 1.08s	remaining: 1.04s
510:	learn: 0.0211112	total: 1.08s	remaining: 1.04s
511:	learn: 0.0209369	total: 1.08s	remaining: 1.03s
512:	learn: 0.0207353	total: 1.09s	remaining: 1.03s
513:	learn: 0.0205825	total: 1.09s	remaining: 1.03s
514:	learn: 0.0205633	total: 1.09s	remaining: 1.03s
515:	learn: 0.0202702	total: 1.09s	remaining: 1.02s
516:	learn: 0.0200826	total: 1.09s	remaining: 1.02s
517:	learn: 0.0199260	total: 1.1s	remaining: 1.02s
518:	learn: 0.0198334	total: 1.1s	remaining: 1.02s
519:	learn: 0.0198049	total: 1.1s	remaining: 1.02s
520:	learn: 0.0197760	total: 1.1s	remaining: 1.01s
521:	learn: 0.0197051	total: 1.1s	remaining: 1.01s
522:	learn: 0.0195825	total: 1.11s	remaining: 1.01s
523:	learn: 0.0194896	total: 1.11s	remaining: 1.01s
524:	learn: 0.0194076	total: 1.11s	remaining: 1.01s
525:	learn: 0.0193014	total: 1.11s	remaining: 1s
526:	learn: 0.0192363	total: 1.11s	remaining: 1s
527:	learn: 0.0190518	total: 1.12s	remaining: 999ms
528:	learn: 0.0189137	total: 1.12s	remaining: 997ms
529:	learn: 0.0188958	total: 1.12s	remaining: 995ms
530:	learn: 0.0187884	total: 1.12s	remaining: 993ms
531:	learn: 0.0186340	total: 1.13s	remaining: 991ms
532:	learn: 0.0184216	total: 1.13s	remaining: 989ms
533:	learn: 0.0183075	total: 1.13s	remaining: 986ms
534:	learn: 0.0182566	total: 1.13s	remaining: 984ms
535:	learn: 0.0181293	total: 1.13s	remaining: 982ms
536:	learn: 0.0180418	total: 1.14s	remaining: 980ms
537:	learn: 0.0179867	total: 1.14s	remaining: 978ms
538:	learn: 0.0178917	total: 1.14s	remaining: 977ms
539:	learn: 0.0178066	total: 1.14s	remaining: 975ms
540:	learn: 0.0176592	total: 1.15s	remaining: 973ms
541:	learn: 0.0176108	total: 1.15s	remaining: 971ms
542:	learn: 0.0175459	total: 1.15s	remaining: 969ms
543:	learn: 0.0174596	total: 1.15s	remaining: 967ms
544:	learn: 0.0173220	total: 1.16s	remaining: 965ms
545:	learn: 0.0171170	total: 1.16s	remaining: 964ms
546:	learn: 0.0169132	total: 1.16s	remaining: 962ms
547:	learn: 0.0168584	total: 1.16s	remaining: 960ms
548:	learn: 0.0166849	total: 1.17s	remaining: 958ms
549:	learn: 0.0166495	total: 1.17s	remaining: 956ms
550:	learn: 0.0165890	total: 1.17s	remaining: 954ms
551:	learn: 0.0164803	total: 1.17s	remaining: 952ms
552:	learn: 0.0164362	total: 1.18s	remaining: 950ms
553:	learn: 0.0163701	total: 1.18s	remaining: 948ms
554:	learn: 0.0162752	total: 1.18s	remaining: 946ms
555:	learn: 0.0161815	total: 1.18s	remaining: 944ms
556:	learn: 0.0160679	total: 1.19s	remaining: 944ms
557:	learn: 0.0160083	total: 1.19s	remaining: 942ms
558:	learn: 0.0159261	total: 1.19s	remaining: 939ms
559:	learn: 0.0157989	total: 1.19s	remaining: 937ms
560:	learn: 0.0157490	total: 1.19s	remaining: 935ms
561:	learn: 0.0156603	total: 1.2s	remaining: 933ms
562:	learn: 0.0156184	total: 1.2s	remaining: 931ms
563:	learn: 0.0156077	total: 1.2s	remaining: 928ms
564:	learn: 0.0154992	total: 1.2s	remaining: 926ms
565:	learn: 0.0154588	total: 1.2s	remaining: 924ms
566:	learn: 0.0154423	total: 1.21s	remaining: 921ms
567:	learn: 0.0153633	total: 1.21s	remaining: 919ms
568:	learn: 0.0153222	total: 1.21s	remaining: 917ms
569:	learn: 0.0152267	total: 1.21s	remaining: 915ms
570:	learn: 0.0151608	total: 1.21s	remaining: 913ms
571:	learn: 0.0151343	total: 1.22s	remaining: 911ms
572:	learn: 0.0150464	total: 1.22s	remaining: 908ms
573:	learn: 0.0150368	total: 1.22s	remaining: 906ms
574:	learn: 0.0149813	total: 1.22s	remaining: 904ms
575:	learn: 0.0149244	total: 1.22s	remaining: 902ms
576:	learn: 0.0149182	total: 1.23s	remaining: 899ms
577:	learn: 0.0149125	total: 1.23s	remaining: 898ms
578:	learn: 0.0148543	total: 1.23s	remaining: 895ms
579:	learn: 0.0148376	total: 1.23s	remaining: 892ms
580:	learn: 0.0147441	total: 1.23s	remaining: 890ms
581:	learn: 0.0146693	total: 1.24s	remaining: 888ms
582:	learn: 0.0145781	total: 1.24s	remaining: 886ms
583:	learn: 0.0144637	total: 1.24s	remaining: 883ms
584:	learn: 0.0144584	total: 1.24s	remaining: 881ms
585:	learn: 0.0144484	total: 1.24s	remaining: 879ms
586:	learn: 0.0143172	total: 1.25s	remaining: 877ms
587:	learn: 0.0142090	total: 1.25s	remaining: 875ms
588:	learn: 0.0141412	total: 1.25s	remaining: 872ms
589:	learn: 0.0140551	total: 1.25s	remaining: 870ms
590:	learn: 0.0139162	total: 1.25s	remaining: 868ms
591:	learn: 0.0139129	total: 1.25s	remaining: 866ms
592:	learn: 0.0137883	total: 1.26s	remaining: 864ms
593:	learn: 0.0137471	total: 1.26s	remaining: 862ms
594:	learn: 0.0135877	total: 1.26s	remaining: 860ms
595:	learn: 0.0135074	total: 1.26s	remaining: 857ms
596:	learn: 0.0134935	total: 1.27s	remaining: 855ms
597:	learn: 0.0134656	total: 1.27s	remaining: 853ms
598:	learn: 0.0133293	total: 1.27s	remaining: 851ms
599:	learn: 0.0131918	total: 1.27s	remaining: 849ms
600:	learn: 0.0131830	total: 1.27s	remaining: 846ms
601:	learn: 0.0130620	total: 1.28s	remaining: 844ms
602:	learn: 0.0130498	total: 1.28s	remaining: 842ms
603:	learn: 0.0129849	total: 1.28s	remaining: 840ms
604:	learn: 0.0128423	total: 1.28s	remaining: 837ms
605:	learn: 0.0127894	total: 1.28s	remaining: 835ms
606:	learn: 0.0127859	total: 1.28s	remaining: 833ms
607:	learn: 0.0126931	total: 1.29s	remaining: 831ms
608:	learn: 0.0126793	total: 1.29s	remaining: 829ms
609:	learn: 0.0126349	total: 1.29s	remaining: 826ms
610:	learn: 0.0125269	total: 1.29s	remaining: 824ms
611:	learn: 0.0124854	total: 1.3s	remaining: 822ms
612:	learn: 0.0124239	total: 1.3s	remaining: 820ms
613:	learn: 0.0123374	total: 1.3s	remaining: 817ms
614:	learn: 0.0123240	total: 1.3s	remaining: 816ms
615:	learn: 0.0122572	total: 1.31s	remaining: 814ms
616:	learn: 0.0121927	total: 1.31s	remaining: 812ms
617:	learn: 0.0121549	total: 1.31s	remaining: 810ms
618:	learn: 0.0120810	total: 1.31s	remaining: 808ms
619:	learn: 0.0120348	total: 1.31s	remaining: 806ms
620:	learn: 0.0119792	total: 1.32s	remaining: 805ms
621:	learn: 0.0119259	total: 1.32s	remaining: 803ms
622:	learn: 0.0118490	total: 1.32s	remaining: 801ms
623:	learn: 0.0118145	total: 1.32s	remaining: 799ms
624:	learn: 0.0117525	total: 1.33s	remaining: 797ms
625:	learn: 0.0116924	total: 1.33s	remaining: 794ms
626:	learn: 0.0116695	total: 1.33s	remaining: 793ms
627:	learn: 0.0116304	total: 1.33s	remaining: 791ms
628:	learn: 0.0115670	total: 1.34s	remaining: 789ms
629:	learn: 0.0115142	total: 1.34s	remaining: 787ms
630:	learn: 0.0114720	total: 1.34s	remaining: 785ms
631:	learn: 0.0114108	total: 1.34s	remaining: 783ms
632:	learn: 0.0113297	total: 1.35s	remaining: 781ms
633:	learn: 0.0113013	total: 1.35s	remaining: 779ms
634:	learn: 0.0112382	total: 1.35s	remaining: 776ms
635:	learn: 0.0112080	total: 1.35s	remaining: 774ms
636:	learn: 0.0111732	total: 1.35s	remaining: 772ms
637:	learn: 0.0111434	total: 1.36s	remaining: 770ms
638:	learn: 0.0111078	total: 1.36s	remaining: 767ms
639:	learn: 0.0109744	total: 1.36s	remaining: 766ms
640:	learn: 0.0108909	total: 1.36s	remaining: 764ms
641:	learn: 0.0107407	total: 1.37s	remaining: 762ms
642:	learn: 0.0107097	total: 1.37s	remaining: 759ms
643:	learn: 0.0106549	total: 1.37s	remaining: 757ms
644:	learn: 0.0106241	total: 1.37s	remaining: 754ms
645:	learn: 0.0105932	total: 1.37s	remaining: 752ms
646:	learn: 0.0105286	total: 1.38s	remaining: 751ms
647:	learn: 0.0104852	total: 1.38s	remaining: 748ms
648:	learn: 0.0104353	total: 1.38s	remaining: 746ms
649:	learn: 0.0103504	total: 1.38s	remaining: 744ms
650:	learn: 0.0102447	total: 1.38s	remaining: 742ms
651:	learn: 0.0101795	total: 1.39s	remaining: 740ms
652:	learn: 0.0101069	total: 1.39s	remaining: 737ms
653:	learn: 0.0100215	total: 1.39s	remaining: 736ms
654:	learn: 0.0100175	total: 1.39s	remaining: 733ms
655:	learn: 0.0099303	total: 1.39s	remaining: 731ms
656:	learn: 0.0098830	total: 1.4s	remaining: 729ms
657:	learn: 0.0098304	total: 1.4s	remaining: 727ms
658:	learn: 0.0098066	total: 1.4s	remaining: 724ms
659:	learn: 0.0097029	total: 1.4s	remaining: 722ms
660:	learn: 0.0096694	total: 1.4s	remaining: 720ms
661:	learn: 0.0096026	total: 1.41s	remaining: 718ms
662:	learn: 0.0095548	total: 1.41s	remaining: 716ms
663:	learn: 0.0095484	total: 1.41s	remaining: 714ms
664:	learn: 0.0094674	total: 1.41s	remaining: 711ms
665:	learn: 0.0094480	total: 1.41s	remaining: 709ms
666:	learn: 0.0093824	total: 1.42s	remaining: 707ms
667:	learn: 0.0093241	total: 1.42s	remaining: 705ms
668:	learn: 0.0092985	total: 1.42s	remaining: 703ms
669:	learn: 0.0092755	total: 1.42s	remaining: 701ms
670:	learn: 0.0092286	total: 1.42s	remaining: 698ms
671:	learn: 0.0091798	total: 1.43s	remaining: 696ms
672:	learn: 0.0091457	total: 1.43s	remaining: 694ms
673:	learn: 0.0091429	total: 1.43s	remaining: 692ms
674:	learn: 0.0091147	total: 1.43s	remaining: 689ms
675:	learn: 0.0090925	total: 1.43s	remaining: 687ms
676:	learn: 0.0090511	total: 1.44s	remaining: 685ms
677:	learn: 0.0090222	total: 1.44s	remaining: 683ms
678:	learn: 0.0090072	total: 1.44s	remaining: 681ms
679:	learn: 0.0089657	total: 1.44s	remaining: 679ms
680:	learn: 0.0089113	total: 1.44s	remaining: 677ms
681:	learn: 0.0088934	total: 1.45s	remaining: 674ms
682:	learn: 0.0088124	total: 1.45s	remaining: 672ms
683:	learn: 0.0087678	total: 1.45s	remaining: 670ms
684:	learn: 0.0087577	total: 1.45s	remaining: 668ms
685:	learn: 0.0087468	total: 1.45s	remaining: 666ms
686:	learn: 0.0086852	total: 1.46s	remaining: 664ms
687:	learn: 0.0086590	total: 1.46s	remaining: 662ms
688:	learn: 0.0086530	total: 1.46s	remaining: 659ms
689:	learn: 0.0086476	total: 1.46s	remaining: 657ms
690:	learn: 0.0086001	total: 1.46s	remaining: 655ms
691:	learn: 0.0085611	total: 1.47s	remaining: 653ms
692:	learn: 0.0085222	total: 1.47s	remaining: 651ms
693:	learn: 0.0084623	total: 1.47s	remaining: 649ms
694:	learn: 0.0084504	total: 1.47s	remaining: 647ms
695:	learn: 0.0084384	total: 1.48s	remaining: 645ms
696:	learn: 0.0084090	total: 1.48s	remaining: 643ms
697:	learn: 0.0083311	total: 1.48s	remaining: 641ms
698:	learn: 0.0082946	total: 1.48s	remaining: 639ms
699:	learn: 0.0082376	total: 1.49s	remaining: 637ms
700:	learn: 0.0082214	total: 1.49s	remaining: 635ms
701:	learn: 0.0081890	total: 1.49s	remaining: 633ms
702:	learn: 0.0081737	total: 1.49s	remaining: 631ms
703:	learn: 0.0081580	total: 1.5s	remaining: 629ms
704:	learn: 0.0080961	total: 1.5s	remaining: 627ms
705:	learn: 0.0080623	total: 1.5s	remaining: 625ms
706:	learn: 0.0080323	total: 1.5s	remaining: 623ms
707:	learn: 0.0079681	total: 1.5s	remaining: 621ms
708:	learn: 0.0079348	total: 1.51s	remaining: 619ms
709:	learn: 0.0079247	total: 1.51s	remaining: 617ms
710:	learn: 0.0079136	total: 1.51s	remaining: 615ms
711:	learn: 0.0078237	total: 1.51s	remaining: 613ms
712:	learn: 0.0078070	total: 1.52s	remaining: 611ms
713:	learn: 0.0077618	total: 1.52s	remaining: 608ms
714:	learn: 0.0076884	total: 1.52s	remaining: 606ms
715:	learn: 0.0076317	total: 1.52s	remaining: 604ms
716:	learn: 0.0075881	total: 1.52s	remaining: 602ms
717:	learn: 0.0075389	total: 1.53s	remaining: 600ms
718:	learn: 0.0074818	total: 1.53s	remaining: 598ms
719:	learn: 0.0074607	total: 1.53s	remaining: 595ms
720:	learn: 0.0074504	total: 1.53s	remaining: 593ms
721:	learn: 0.0073882	total: 1.53s	remaining: 591ms
722:	learn: 0.0073855	total: 1.54s	remaining: 589ms
723:	learn: 0.0073709	total: 1.54s	remaining: 587ms
724:	learn: 0.0073362	total: 1.54s	remaining: 585ms
725:	learn: 0.0072930	total: 1.54s	remaining: 583ms
726:	learn: 0.0072581	total: 1.54s	remaining: 580ms
727:	learn: 0.0072435	total: 1.55s	remaining: 578ms
728:	learn: 0.0071718	total: 1.55s	remaining: 576ms
729:	learn: 0.0071147	total: 1.55s	remaining: 574ms
730:	learn: 0.0070525	total: 1.55s	remaining: 572ms
731:	learn: 0.0070346	total: 1.56s	remaining: 570ms
732:	learn: 0.0070222	total: 1.56s	remaining: 568ms
733:	learn: 0.0069778	total: 1.56s	remaining: 565ms
734:	learn: 0.0069366	total: 1.56s	remaining: 563ms
735:	learn: 0.0068875	total: 1.56s	remaining: 561ms
736:	learn: 0.0068484	total: 1.56s	remaining: 559ms
737:	learn: 0.0068380	total: 1.57s	remaining: 557ms
738:	learn: 0.0067639	total: 1.57s	remaining: 555ms
739:	learn: 0.0067484	total: 1.57s	remaining: 552ms
740:	learn: 0.0066872	total: 1.57s	remaining: 550ms
741:	learn: 0.0066539	total: 1.58s	remaining: 548ms
742:	learn: 0.0066145	total: 1.58s	remaining: 546ms
743:	learn: 0.0065875	total: 1.58s	remaining: 544ms
744:	learn: 0.0065633	total: 1.58s	remaining: 541ms
745:	learn: 0.0065369	total: 1.58s	remaining: 540ms
746:	learn: 0.0064868	total: 1.59s	remaining: 537ms
747:	learn: 0.0064289	total: 1.59s	remaining: 535ms
748:	learn: 0.0064058	total: 1.59s	remaining: 533ms
749:	learn: 0.0063846	total: 1.59s	remaining: 531ms
750:	learn: 0.0063482	total: 1.59s	remaining: 529ms
751:	learn: 0.0063075	total: 1.6s	remaining: 527ms
752:	learn: 0.0062850	total: 1.6s	remaining: 525ms
753:	learn: 0.0062455	total: 1.6s	remaining: 522ms
754:	learn: 0.0062056	total: 1.6s	remaining: 520ms
755:	learn: 0.0062028	total: 1.6s	remaining: 518ms
756:	learn: 0.0061828	total: 1.61s	remaining: 516ms
757:	learn: 0.0061609	total: 1.61s	remaining: 514ms
758:	learn: 0.0061140	total: 1.61s	remaining: 511ms
759:	learn: 0.0061040	total: 1.61s	remaining: 509ms
760:	learn: 0.0060338	total: 1.61s	remaining: 507ms
761:	learn: 0.0059865	total: 1.62s	remaining: 505ms
762:	learn: 0.0059844	total: 1.62s	remaining: 503ms
763:	learn: 0.0059247	total: 1.62s	remaining: 501ms
764:	learn: 0.0059110	total: 1.62s	remaining: 499ms
765:	learn: 0.0058775	total: 1.62s	remaining: 496ms
766:	learn: 0.0058321	total: 1.63s	remaining: 494ms
767:	learn: 0.0058068	total: 1.63s	remaining: 492ms
768:	learn: 0.0057414	total: 1.63s	remaining: 490ms
769:	learn: 0.0056738	total: 1.63s	remaining: 488ms
770:	learn: 0.0056594	total: 1.64s	remaining: 486ms
771:	learn: 0.0056460	total: 1.64s	remaining: 484ms
772:	learn: 0.0056184	total: 1.64s	remaining: 482ms
773:	learn: 0.0056009	total: 1.64s	remaining: 480ms
774:	learn: 0.0055953	total: 1.65s	remaining: 478ms
775:	learn: 0.0055815	total: 1.65s	remaining: 476ms
776:	learn: 0.0055743	total: 1.65s	remaining: 474ms
777:	learn: 0.0055461	total: 1.65s	remaining: 472ms
778:	learn: 0.0055046	total: 1.66s	remaining: 470ms
779:	learn: 0.0054797	total: 1.66s	remaining: 468ms
780:	learn: 0.0054349	total: 1.66s	remaining: 466ms
781:	learn: 0.0054168	total: 1.66s	remaining: 463ms
782:	learn: 0.0053930	total: 1.66s	remaining: 461ms
783:	learn: 0.0053657	total: 1.67s	remaining: 459ms
784:	learn: 0.0053394	total: 1.67s	remaining: 457ms
785:	learn: 0.0053212	total: 1.67s	remaining: 455ms
786:	learn: 0.0052974	total: 1.67s	remaining: 453ms
787:	learn: 0.0052836	total: 1.68s	remaining: 451ms
788:	learn: 0.0052706	total: 1.68s	remaining: 449ms
789:	learn: 0.0052509	total: 1.68s	remaining: 447ms
790:	learn: 0.0052196	total: 1.68s	remaining: 445ms
791:	learn: 0.0051621	total: 1.69s	remaining: 443ms
792:	learn: 0.0051523	total: 1.69s	remaining: 441ms
793:	learn: 0.0051364	total: 1.69s	remaining: 439ms
794:	learn: 0.0051164	total: 1.69s	remaining: 436ms
795:	learn: 0.0050965	total: 1.69s	remaining: 434ms
796:	learn: 0.0050563	total: 1.7s	remaining: 432ms
797:	learn: 0.0050248	total: 1.7s	remaining: 430ms
798:	learn: 0.0049712	total: 1.7s	remaining: 428ms
799:	learn: 0.0049346	total: 1.7s	remaining: 426ms
800:	learn: 0.0049120	total: 1.71s	remaining: 424ms
801:	learn: 0.0048831	total: 1.71s	remaining: 422ms
802:	learn: 0.0048539	total: 1.71s	remaining: 419ms
803:	learn: 0.0048243	total: 1.71s	remaining: 417ms
804:	learn: 0.0048187	total: 1.71s	remaining: 415ms
805:	learn: 0.0047665	total: 1.72s	remaining: 413ms
806:	learn: 0.0047228	total: 1.72s	remaining: 411ms
807:	learn: 0.0046954	total: 1.72s	remaining: 409ms
808:	learn: 0.0046466	total: 1.72s	remaining: 406ms
809:	learn: 0.0046387	total: 1.72s	remaining: 404ms
810:	learn: 0.0046347	total: 1.73s	remaining: 402ms
811:	learn: 0.0046188	total: 1.73s	remaining: 400ms
812:	learn: 0.0045960	total: 1.73s	remaining: 398ms
813:	learn: 0.0045880	total: 1.73s	remaining: 396ms
814:	learn: 0.0045767	total: 1.73s	remaining: 394ms
815:	learn: 0.0045562	total: 1.74s	remaining: 392ms
816:	learn: 0.0045391	total: 1.74s	remaining: 390ms
817:	learn: 0.0045320	total: 1.74s	remaining: 387ms
818:	learn: 0.0045130	total: 1.74s	remaining: 385ms
819:	learn: 0.0044890	total: 1.74s	remaining: 383ms
820:	learn: 0.0044714	total: 1.75s	remaining: 381ms
821:	learn: 0.0044640	total: 1.75s	remaining: 379ms
822:	learn: 0.0044305	total: 1.75s	remaining: 377ms
823:	learn: 0.0044220	total: 1.75s	remaining: 374ms
824:	learn: 0.0044062	total: 1.75s	remaining: 372ms
825:	learn: 0.0043784	total: 1.76s	remaining: 370ms
826:	learn: 0.0043554	total: 1.76s	remaining: 368ms
827:	learn: 0.0043369	total: 1.76s	remaining: 366ms
828:	learn: 0.0043192	total: 1.76s	remaining: 364ms
829:	learn: 0.0042997	total: 1.76s	remaining: 361ms
830:	learn: 0.0042756	total: 1.77s	remaining: 359ms
831:	learn: 0.0042676	total: 1.77s	remaining: 357ms
832:	learn: 0.0042262	total: 1.77s	remaining: 355ms
833:	learn: 0.0042229	total: 1.77s	remaining: 353ms
834:	learn: 0.0041979	total: 1.77s	remaining: 351ms
835:	learn: 0.0041777	total: 1.78s	remaining: 349ms
836:	learn: 0.0041431	total: 1.78s	remaining: 346ms
837:	learn: 0.0040964	total: 1.78s	remaining: 344ms
838:	learn: 0.0040788	total: 1.78s	remaining: 342ms
839:	learn: 0.0040323	total: 1.78s	remaining: 340ms
840:	learn: 0.0040285	total: 1.79s	remaining: 338ms
841:	learn: 0.0040098	total: 1.79s	remaining: 336ms
842:	learn: 0.0039968	total: 1.79s	remaining: 334ms
843:	learn: 0.0039923	total: 1.79s	remaining: 332ms
844:	learn: 0.0039828	total: 1.79s	remaining: 329ms
845:	learn: 0.0039788	total: 1.8s	remaining: 327ms
846:	learn: 0.0039625	total: 1.8s	remaining: 325ms
847:	learn: 0.0039364	total: 1.8s	remaining: 323ms
848:	learn: 0.0039193	total: 1.8s	remaining: 321ms
849:	learn: 0.0038963	total: 1.81s	remaining: 319ms
850:	learn: 0.0038607	total: 1.81s	remaining: 317ms
851:	learn: 0.0038371	total: 1.81s	remaining: 315ms
852:	learn: 0.0038209	total: 1.81s	remaining: 313ms
853:	learn: 0.0038103	total: 1.82s	remaining: 311ms
854:	learn: 0.0038030	total: 1.82s	remaining: 309ms
855:	learn: 0.0037959	total: 1.82s	remaining: 307ms
856:	learn: 0.0037742	total: 1.82s	remaining: 305ms
857:	learn: 0.0037638	total: 1.83s	remaining: 302ms
858:	learn: 0.0037299	total: 1.83s	remaining: 300ms
859:	learn: 0.0037198	total: 1.83s	remaining: 298ms
860:	learn: 0.0036920	total: 1.83s	remaining: 296ms
861:	learn: 0.0036847	total: 1.84s	remaining: 294ms
862:	learn: 0.0036568	total: 1.84s	remaining: 292ms
863:	learn: 0.0036167	total: 1.84s	remaining: 290ms
864:	learn: 0.0035919	total: 1.84s	remaining: 288ms
865:	learn: 0.0035797	total: 1.85s	remaining: 286ms
866:	learn: 0.0035394	total: 1.85s	remaining: 284ms
867:	learn: 0.0035317	total: 1.85s	remaining: 282ms
868:	learn: 0.0035237	total: 1.85s	remaining: 280ms
869:	learn: 0.0034953	total: 1.86s	remaining: 277ms
870:	learn: 0.0034737	total: 1.86s	remaining: 275ms
871:	learn: 0.0034684	total: 1.86s	remaining: 273ms
872:	learn: 0.0034608	total: 1.86s	remaining: 271ms
873:	learn: 0.0034467	total: 1.86s	remaining: 269ms
874:	learn: 0.0034337	total: 1.87s	remaining: 267ms
875:	learn: 0.0033987	total: 1.87s	remaining: 265ms
876:	learn: 0.0033886	total: 1.87s	remaining: 262ms
877:	learn: 0.0033782	total: 1.87s	remaining: 260ms
878:	learn: 0.0033754	total: 1.87s	remaining: 258ms
879:	learn: 0.0033736	total: 1.88s	remaining: 256ms
880:	learn: 0.0033436	total: 1.88s	remaining: 254ms
881:	learn: 0.0032921	total: 1.88s	remaining: 252ms
882:	learn: 0.0032717	total: 1.88s	remaining: 250ms
883:	learn: 0.0032534	total: 1.88s	remaining: 247ms
884:	learn: 0.0032494	total: 1.89s	remaining: 245ms
885:	learn: 0.0032468	total: 1.89s	remaining: 243ms
886:	learn: 0.0032357	total: 1.89s	remaining: 241ms
887:	learn: 0.0032121	total: 1.89s	remaining: 239ms
888:	learn: 0.0031825	total: 1.9s	remaining: 237ms
889:	learn: 0.0031728	total: 1.9s	remaining: 235ms
890:	learn: 0.0031595	total: 1.9s	remaining: 232ms
891:	learn: 0.0031552	total: 1.9s	remaining: 230ms
892:	learn: 0.0031441	total: 1.9s	remaining: 228ms
893:	learn: 0.0031078	total: 1.91s	remaining: 226ms
894:	learn: 0.0030927	total: 1.91s	remaining: 224ms
895:	learn: 0.0030763	total: 1.91s	remaining: 222ms
896:	learn: 0.0030488	total: 1.91s	remaining: 220ms
897:	learn: 0.0030342	total: 1.91s	remaining: 217ms
898:	learn: 0.0030276	total: 1.92s	remaining: 215ms
899:	learn: 0.0030136	total: 1.92s	remaining: 213ms
900:	learn: 0.0029958	total: 1.92s	remaining: 211ms
901:	learn: 0.0029611	total: 1.92s	remaining: 209ms
902:	learn: 0.0029363	total: 1.92s	remaining: 207ms
903:	learn: 0.0029174	total: 1.93s	remaining: 205ms
904:	learn: 0.0029117	total: 1.93s	remaining: 202ms
905:	learn: 0.0028925	total: 1.93s	remaining: 200ms
906:	learn: 0.0028732	total: 1.93s	remaining: 198ms
907:	learn: 0.0028608	total: 1.93s	remaining: 196ms
908:	learn: 0.0028575	total: 1.94s	remaining: 194ms
909:	learn: 0.0028553	total: 1.94s	remaining: 192ms
910:	learn: 0.0028447	total: 1.94s	remaining: 189ms
911:	learn: 0.0028324	total: 1.94s	remaining: 187ms
912:	learn: 0.0028154	total: 1.94s	remaining: 185ms
913:	learn: 0.0028122	total: 1.95s	remaining: 183ms
914:	learn: 0.0028103	total: 1.95s	remaining: 181ms
915:	learn: 0.0027806	total: 1.95s	remaining: 179ms
916:	learn: 0.0027786	total: 1.95s	remaining: 177ms
917:	learn: 0.0027615	total: 1.95s	remaining: 175ms
918:	learn: 0.0027442	total: 1.96s	remaining: 172ms
919:	learn: 0.0027347	total: 1.96s	remaining: 170ms
920:	learn: 0.0027152	total: 1.96s	remaining: 168ms
921:	learn: 0.0027031	total: 1.96s	remaining: 166ms
922:	learn: 0.0026938	total: 1.96s	remaining: 164ms
923:	learn: 0.0026922	total: 1.97s	remaining: 162ms
924:	learn: 0.0026868	total: 1.97s	remaining: 160ms
925:	learn: 0.0026719	total: 1.97s	remaining: 158ms
926:	learn: 0.0026655	total: 1.97s	remaining: 155ms
927:	learn: 0.0026547	total: 1.98s	remaining: 153ms
928:	learn: 0.0026523	total: 1.98s	remaining: 151ms
929:	learn: 0.0026419	total: 1.98s	remaining: 149ms
930:	learn: 0.0026355	total: 1.98s	remaining: 147ms
931:	learn: 0.0026206	total: 1.99s	remaining: 145ms
932:	learn: 0.0026046	total: 1.99s	remaining: 143ms
933:	learn: 0.0026014	total: 1.99s	remaining: 141ms
934:	learn: 0.0025900	total: 1.99s	remaining: 139ms
935:	learn: 0.0025841	total: 1.99s	remaining: 136ms
936:	learn: 0.0025682	total: 2s	remaining: 134ms
937:	learn: 0.0025581	total: 2s	remaining: 132ms
938:	learn: 0.0025502	total: 2s	remaining: 130ms
939:	learn: 0.0025209	total: 2s	remaining: 128ms
940:	learn: 0.0025076	total: 2.01s	remaining: 126ms
941:	learn: 0.0025037	total: 2.01s	remaining: 124ms
942:	learn: 0.0024920	total: 2.01s	remaining: 122ms
943:	learn: 0.0024768	total: 2.01s	remaining: 119ms
944:	learn: 0.0024463	total: 2.02s	remaining: 117ms
945:	learn: 0.0024400	total: 2.02s	remaining: 115ms
946:	learn: 0.0024355	total: 2.02s	remaining: 113ms
947:	learn: 0.0024343	total: 2.02s	remaining: 111ms
948:	learn: 0.0024235	total: 2.02s	remaining: 109ms
949:	learn: 0.0023999	total: 2.03s	remaining: 107ms
950:	learn: 0.0023937	total: 2.03s	remaining: 105ms
951:	learn: 0.0023666	total: 2.03s	remaining: 102ms
952:	learn: 0.0023646	total: 2.03s	remaining: 100ms
953:	learn: 0.0023608	total: 2.03s	remaining: 98.1ms
954:	learn: 0.0023503	total: 2.04s	remaining: 96ms
955:	learn: 0.0023236	total: 2.04s	remaining: 93.8ms
956:	learn: 0.0023170	total: 2.04s	remaining: 91.7ms
957:	learn: 0.0023047	total: 2.04s	remaining: 89.6ms
958:	learn: 0.0022848	total: 2.04s	remaining: 87.5ms
959:	learn: 0.0022773	total: 2.05s	remaining: 85.3ms
960:	learn: 0.0022507	total: 2.05s	remaining: 83.2ms
961:	learn: 0.0022344	total: 2.05s	remaining: 81ms
962:	learn: 0.0022114	total: 2.05s	remaining: 78.9ms
963:	learn: 0.0021973	total: 2.06s	remaining: 76.8ms
964:	learn: 0.0021906	total: 2.06s	remaining: 74.6ms
965:	learn: 0.0021852	total: 2.06s	remaining: 72.5ms
966:	learn: 0.0021793	total: 2.06s	remaining: 70.3ms
967:	learn: 0.0021653	total: 2.06s	remaining: 68.2ms
968:	learn: 0.0021579	total: 2.06s	remaining: 66.1ms
969:	learn: 0.0021479	total: 2.07s	remaining: 63.9ms
970:	learn: 0.0021457	total: 2.07s	remaining: 61.8ms
971:	learn: 0.0021366	total: 2.07s	remaining: 59.7ms
972:	learn: 0.0021296	total: 2.07s	remaining: 57.5ms
973:	learn: 0.0021208	total: 2.08s	remaining: 55.4ms
974:	learn: 0.0021071	total: 2.08s	remaining: 53.3ms
975:	learn: 0.0020897	total: 2.08s	remaining: 51.1ms
976:	learn: 0.0020840	total: 2.08s	remaining: 49ms
977:	learn: 0.0020715	total: 2.08s	remaining: 46.9ms
978:	learn: 0.0020665	total: 2.09s	remaining: 44.7ms
979:	learn: 0.0020411	total: 2.09s	remaining: 42.6ms
980:	learn: 0.0020359	total: 2.09s	remaining: 40.5ms
981:	learn: 0.0020156	total: 2.09s	remaining: 38.3ms
982:	learn: 0.0020091	total: 2.09s	remaining: 36.2ms
983:	learn: 0.0020032	total: 2.1s	remaining: 34.1ms
984:	learn: 0.0019991	total: 2.1s	remaining: 31.9ms
985:	learn: 0.0019879	total: 2.1s	remaining: 29.8ms
986:	learn: 0.0019793	total: 2.1s	remaining: 27.7ms
987:	learn: 0.0019739	total: 2.1s	remaining: 25.6ms
988:	learn: 0.0019704	total: 2.1s	remaining: 23.4ms
989:	learn: 0.0019597	total: 2.11s	remaining: 21.3ms
990:	learn: 0.0019505	total: 2.11s	remaining: 19.2ms
991:	learn: 0.0019362	total: 2.11s	remaining: 17ms
992:	learn: 0.0019245	total: 2.11s	remaining: 14.9ms
993:	learn: 0.0019153	total: 2.12s	remaining: 12.8ms
994:	learn: 0.0019112	total: 2.12s	remaining: 10.6ms
995:	learn: 0.0018914	total: 2.12s	remaining: 8.51ms
996:	learn: 0.0018845	total: 2.12s	remaining: 6.38ms
997:	learn: 0.0018791	total: 2.12s	remaining: 4.26ms
998:	learn: 0.0018647	total: 2.13s	remaining: 2.13ms
999:	learn: 0.0018595	total: 2.13s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=7, depth=6, total=   2.6s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=6 .......................
0:	learn: 0.8520110	total: 2.48ms	remaining: 2.47s
1:	learn: 0.8161520	total: 4.47ms	remaining: 2.23s
2:	learn: 0.7810234	total: 6.55ms	remaining: 2.18s
3:	learn: 0.7445499	total: 8.58ms	remaining: 2.14s
4:	learn: 0.7119187	total: 10.6ms	remaining: 2.11s
5:	learn: 0.6831333	total: 12.6ms	remaining: 2.09s
6:	learn: 0.6619841	total: 15.3ms	remaining: 2.17s
7:	learn: 0.6362687	total: 17.4ms	remaining: 2.16s
8:	learn: 0.6134465	total: 19.5ms	remaining: 2.15s
9:	learn: 0.5935344	total: 21.5ms	remaining: 2.13s
10:	learn: 0.5738228	total: 23.7ms	remaining: 2.13s
11:	learn: 0.5605846	total: 25.8ms	remaining: 2.13s
12:	learn: 0.5420158	total: 27.9ms	remaining: 2.12s
13:	learn: 0.5297963	total: 30.6ms	remaining: 2.16s
14:	learn: 0.5179699	total: 32.7ms	remaining: 2.15s
15:	learn: 0.5044812	total: 34.8ms	remaining: 2.14s
16:	learn: 0.4934101	total: 36.9ms	remaining: 2.13s
17:	learn: 0.4837594	total: 39ms	remaining: 2.13s
18:	learn: 0.4699189	total: 41.2ms	remaining: 2.13s
19:	learn: 0.4598432	total: 43.3ms	remaining: 2.12s
20:	learn: 0.4501420	total: 46.2ms	remaining: 2.15s
21:	learn: 0.4392612	total: 48.5ms	remaining: 2.15s
22:	learn: 0.4297957	total: 50.6ms	remaining: 2.15s
23:	learn: 0.4237115	total: 52.7ms	remaining: 2.15s
24:	learn: 0.4155964	total: 54.9ms	remaining: 2.14s
25:	learn: 0.4101785	total: 57.1ms	remaining: 2.14s
26:	learn: 0.4033268	total: 59.9ms	remaining: 2.16s
27:	learn: 0.3970872	total: 62.1ms	remaining: 2.15s
28:	learn: 0.3921541	total: 64.2ms	remaining: 2.15s
29:	learn: 0.3860017	total: 66.3ms	remaining: 2.14s
30:	learn: 0.3801746	total: 68.4ms	remaining: 2.14s
31:	learn: 0.3747642	total: 70.6ms	remaining: 2.14s
32:	learn: 0.3712827	total: 72.8ms	remaining: 2.13s
33:	learn: 0.3674165	total: 75.3ms	remaining: 2.14s
34:	learn: 0.3632766	total: 77.3ms	remaining: 2.13s
35:	learn: 0.3593430	total: 79.4ms	remaining: 2.13s
36:	learn: 0.3554880	total: 81.4ms	remaining: 2.12s
37:	learn: 0.3533971	total: 83.6ms	remaining: 2.12s
38:	learn: 0.3495779	total: 85.8ms	remaining: 2.11s
39:	learn: 0.3490867	total: 86.6ms	remaining: 2.08s
40:	learn: 0.3484337	total: 88.7ms	remaining: 2.08s
41:	learn: 0.3446380	total: 91.4ms	remaining: 2.08s
42:	learn: 0.3441736	total: 92.5ms	remaining: 2.06s
43:	learn: 0.3417948	total: 93.5ms	remaining: 2.03s
44:	learn: 0.3413113	total: 94.1ms	remaining: 2s
45:	learn: 0.3378509	total: 96.1ms	remaining: 1.99s
46:	learn: 0.3366759	total: 98ms	remaining: 1.99s
47:	learn: 0.3331702	total: 100ms	remaining: 1.98s
48:	learn: 0.3295488	total: 102ms	remaining: 1.98s
49:	learn: 0.3283795	total: 104ms	remaining: 1.99s
50:	learn: 0.3272411	total: 106ms	remaining: 1.98s
51:	learn: 0.3256647	total: 108ms	remaining: 1.98s
52:	learn: 0.3236118	total: 110ms	remaining: 1.97s
53:	learn: 0.3215616	total: 112ms	remaining: 1.97s
54:	learn: 0.3194048	total: 114ms	remaining: 1.96s
55:	learn: 0.3171098	total: 116ms	remaining: 1.96s
56:	learn: 0.3163186	total: 118ms	remaining: 1.96s
57:	learn: 0.3158312	total: 121ms	remaining: 1.96s
58:	learn: 0.3153824	total: 123ms	remaining: 1.96s
59:	learn: 0.3142815	total: 125ms	remaining: 1.95s
60:	learn: 0.3137938	total: 127ms	remaining: 1.95s
61:	learn: 0.3129917	total: 128ms	remaining: 1.94s
62:	learn: 0.3104963	total: 130ms	remaining: 1.94s
63:	learn: 0.3077720	total: 132ms	remaining: 1.94s
64:	learn: 0.3073142	total: 134ms	remaining: 1.92s
65:	learn: 0.3068597	total: 136ms	remaining: 1.92s
66:	learn: 0.3063381	total: 138ms	remaining: 1.92s
67:	learn: 0.3042051	total: 140ms	remaining: 1.91s
68:	learn: 0.3031062	total: 141ms	remaining: 1.91s
69:	learn: 0.3016190	total: 143ms	remaining: 1.91s
70:	learn: 0.3007405	total: 146ms	remaining: 1.91s
71:	learn: 0.2992401	total: 149ms	remaining: 1.93s
72:	learn: 0.2984041	total: 152ms	remaining: 1.93s
73:	learn: 0.2979453	total: 154ms	remaining: 1.93s
74:	learn: 0.2972629	total: 156ms	remaining: 1.93s
75:	learn: 0.2965153	total: 158ms	remaining: 1.93s
76:	learn: 0.2960833	total: 161ms	remaining: 1.93s
77:	learn: 0.2926059	total: 164ms	remaining: 1.93s
78:	learn: 0.2921635	total: 166ms	remaining: 1.93s
79:	learn: 0.2917988	total: 168ms	remaining: 1.93s
80:	learn: 0.2910037	total: 170ms	remaining: 1.93s
81:	learn: 0.2880539	total: 173ms	remaining: 1.93s
82:	learn: 0.2864336	total: 175ms	remaining: 1.93s
83:	learn: 0.2855474	total: 177ms	remaining: 1.93s
84:	learn: 0.2846825	total: 180ms	remaining: 1.93s
85:	learn: 0.2843155	total: 182ms	remaining: 1.93s
86:	learn: 0.2826904	total: 184ms	remaining: 1.93s
87:	learn: 0.2821178	total: 187ms	remaining: 1.93s
88:	learn: 0.2817551	total: 190ms	remaining: 1.94s
89:	learn: 0.2783046	total: 192ms	remaining: 1.94s
90:	learn: 0.2772787	total: 195ms	remaining: 1.94s
91:	learn: 0.2757870	total: 197ms	remaining: 1.94s
92:	learn: 0.2726722	total: 199ms	remaining: 1.94s
93:	learn: 0.2719681	total: 201ms	remaining: 1.93s
94:	learn: 0.2700654	total: 203ms	remaining: 1.93s
95:	learn: 0.2697467	total: 205ms	remaining: 1.93s
96:	learn: 0.2683300	total: 206ms	remaining: 1.92s
97:	learn: 0.2659349	total: 209ms	remaining: 1.93s
98:	learn: 0.2644650	total: 211ms	remaining: 1.92s
99:	learn: 0.2637950	total: 213ms	remaining: 1.92s
100:	learn: 0.2633232	total: 215ms	remaining: 1.91s
101:	learn: 0.2596672	total: 217ms	remaining: 1.91s
102:	learn: 0.2587728	total: 218ms	remaining: 1.9s
103:	learn: 0.2573272	total: 220ms	remaining: 1.9s
104:	learn: 0.2549700	total: 222ms	remaining: 1.89s
105:	learn: 0.2541225	total: 224ms	remaining: 1.89s
106:	learn: 0.2538443	total: 226ms	remaining: 1.89s
107:	learn: 0.2527440	total: 228ms	remaining: 1.88s
108:	learn: 0.2495364	total: 230ms	remaining: 1.88s
109:	learn: 0.2488546	total: 232ms	remaining: 1.87s
110:	learn: 0.2479947	total: 234ms	remaining: 1.87s
111:	learn: 0.2477393	total: 235ms	remaining: 1.87s
112:	learn: 0.2473254	total: 238ms	remaining: 1.87s
113:	learn: 0.2456453	total: 240ms	remaining: 1.86s
114:	learn: 0.2454056	total: 242ms	remaining: 1.86s
115:	learn: 0.2433585	total: 244ms	remaining: 1.86s
116:	learn: 0.2420488	total: 246ms	remaining: 1.85s
117:	learn: 0.2411519	total: 248ms	remaining: 1.85s
118:	learn: 0.2393893	total: 250ms	remaining: 1.85s
119:	learn: 0.2386215	total: 252ms	remaining: 1.85s
120:	learn: 0.2354201	total: 254ms	remaining: 1.84s
121:	learn: 0.2337286	total: 256ms	remaining: 1.84s
122:	learn: 0.2335309	total: 258ms	remaining: 1.84s
123:	learn: 0.2333088	total: 260ms	remaining: 1.83s
124:	learn: 0.2327298	total: 262ms	remaining: 1.83s
125:	learn: 0.2325022	total: 264ms	remaining: 1.83s
126:	learn: 0.2296662	total: 266ms	remaining: 1.82s
127:	learn: 0.2284710	total: 268ms	remaining: 1.82s
128:	learn: 0.2264601	total: 270ms	remaining: 1.82s
129:	learn: 0.2245381	total: 272ms	remaining: 1.82s
130:	learn: 0.2211605	total: 274ms	remaining: 1.81s
131:	learn: 0.2209615	total: 276ms	remaining: 1.81s
132:	learn: 0.2207612	total: 278ms	remaining: 1.81s
133:	learn: 0.2202795	total: 280ms	remaining: 1.81s
134:	learn: 0.2181872	total: 282ms	remaining: 1.81s
135:	learn: 0.2164856	total: 284ms	remaining: 1.8s
136:	learn: 0.2162955	total: 286ms	remaining: 1.8s
137:	learn: 0.2159608	total: 288ms	remaining: 1.8s
138:	learn: 0.2154093	total: 290ms	remaining: 1.8s
139:	learn: 0.2124120	total: 292ms	remaining: 1.79s
140:	learn: 0.2096349	total: 294ms	remaining: 1.79s
141:	learn: 0.2078574	total: 296ms	remaining: 1.79s
142:	learn: 0.2066923	total: 299ms	remaining: 1.79s
143:	learn: 0.2048088	total: 300ms	remaining: 1.78s
144:	learn: 0.2021583	total: 302ms	remaining: 1.78s
145:	learn: 0.2003066	total: 304ms	remaining: 1.78s
146:	learn: 0.1977167	total: 306ms	remaining: 1.78s
147:	learn: 0.1972534	total: 307ms	remaining: 1.77s
148:	learn: 0.1950455	total: 310ms	remaining: 1.77s
149:	learn: 0.1928023	total: 313ms	remaining: 1.77s
150:	learn: 0.1922824	total: 315ms	remaining: 1.77s
151:	learn: 0.1921629	total: 317ms	remaining: 1.77s
152:	learn: 0.1903886	total: 320ms	remaining: 1.77s
153:	learn: 0.1888582	total: 322ms	remaining: 1.77s
154:	learn: 0.1885195	total: 324ms	remaining: 1.77s
155:	learn: 0.1865066	total: 327ms	remaining: 1.77s
156:	learn: 0.1843188	total: 330ms	remaining: 1.77s
157:	learn: 0.1835943	total: 332ms	remaining: 1.77s
158:	learn: 0.1833305	total: 334ms	remaining: 1.77s
159:	learn: 0.1817646	total: 336ms	remaining: 1.76s
160:	learn: 0.1801020	total: 339ms	remaining: 1.77s
161:	learn: 0.1794398	total: 343ms	remaining: 1.77s
162:	learn: 0.1789519	total: 345ms	remaining: 1.77s
163:	learn: 0.1776085	total: 348ms	remaining: 1.77s
164:	learn: 0.1770808	total: 350ms	remaining: 1.77s
165:	learn: 0.1752363	total: 353ms	remaining: 1.77s
166:	learn: 0.1750971	total: 355ms	remaining: 1.77s
167:	learn: 0.1726630	total: 358ms	remaining: 1.77s
168:	learn: 0.1702222	total: 360ms	remaining: 1.77s
169:	learn: 0.1682842	total: 362ms	remaining: 1.76s
170:	learn: 0.1672501	total: 363ms	remaining: 1.76s
171:	learn: 0.1654613	total: 365ms	remaining: 1.76s
172:	learn: 0.1644967	total: 367ms	remaining: 1.75s
173:	learn: 0.1628710	total: 369ms	remaining: 1.75s
174:	learn: 0.1611443	total: 372ms	remaining: 1.75s
175:	learn: 0.1599836	total: 374ms	remaining: 1.75s
176:	learn: 0.1583169	total: 376ms	remaining: 1.75s
177:	learn: 0.1581489	total: 378ms	remaining: 1.75s
178:	learn: 0.1578391	total: 380ms	remaining: 1.74s
179:	learn: 0.1563630	total: 382ms	remaining: 1.74s
180:	learn: 0.1559878	total: 384ms	remaining: 1.74s
181:	learn: 0.1541868	total: 387ms	remaining: 1.74s
182:	learn: 0.1530906	total: 388ms	remaining: 1.73s
183:	learn: 0.1515659	total: 390ms	remaining: 1.73s
184:	learn: 0.1499920	total: 392ms	remaining: 1.73s
185:	learn: 0.1499084	total: 394ms	remaining: 1.73s
186:	learn: 0.1482511	total: 396ms	remaining: 1.72s
187:	learn: 0.1479725	total: 398ms	remaining: 1.72s
188:	learn: 0.1466479	total: 401ms	remaining: 1.72s
189:	learn: 0.1451327	total: 403ms	remaining: 1.72s
190:	learn: 0.1434557	total: 405ms	remaining: 1.72s
191:	learn: 0.1423253	total: 407ms	remaining: 1.71s
192:	learn: 0.1410355	total: 409ms	remaining: 1.71s
193:	learn: 0.1406906	total: 411ms	remaining: 1.71s
194:	learn: 0.1405540	total: 413ms	remaining: 1.7s
195:	learn: 0.1396741	total: 415ms	remaining: 1.7s
196:	learn: 0.1395393	total: 417ms	remaining: 1.7s
197:	learn: 0.1392895	total: 418ms	remaining: 1.69s
198:	learn: 0.1391278	total: 419ms	remaining: 1.69s
199:	learn: 0.1375196	total: 421ms	remaining: 1.69s
200:	learn: 0.1366314	total: 424ms	remaining: 1.68s
201:	learn: 0.1363883	total: 426ms	remaining: 1.68s
202:	learn: 0.1361053	total: 427ms	remaining: 1.68s
203:	learn: 0.1360000	total: 430ms	remaining: 1.68s
204:	learn: 0.1356505	total: 432ms	remaining: 1.67s
205:	learn: 0.1342813	total: 434ms	remaining: 1.67s
206:	learn: 0.1330645	total: 436ms	remaining: 1.67s
207:	learn: 0.1320541	total: 437ms	remaining: 1.67s
208:	learn: 0.1319863	total: 439ms	remaining: 1.66s
209:	learn: 0.1314954	total: 441ms	remaining: 1.66s
210:	learn: 0.1305927	total: 443ms	remaining: 1.66s
211:	learn: 0.1303959	total: 446ms	remaining: 1.66s
212:	learn: 0.1303068	total: 448ms	remaining: 1.65s
213:	learn: 0.1295991	total: 450ms	remaining: 1.65s
214:	learn: 0.1283587	total: 451ms	remaining: 1.65s
215:	learn: 0.1268327	total: 453ms	remaining: 1.65s
216:	learn: 0.1266337	total: 455ms	remaining: 1.64s
217:	learn: 0.1260947	total: 457ms	remaining: 1.64s
218:	learn: 0.1247603	total: 460ms	remaining: 1.64s
219:	learn: 0.1240902	total: 462ms	remaining: 1.64s
220:	learn: 0.1228061	total: 464ms	remaining: 1.64s
221:	learn: 0.1223470	total: 466ms	remaining: 1.63s
222:	learn: 0.1222604	total: 468ms	remaining: 1.63s
223:	learn: 0.1216609	total: 470ms	remaining: 1.63s
224:	learn: 0.1203078	total: 472ms	remaining: 1.63s
225:	learn: 0.1192297	total: 474ms	remaining: 1.62s
226:	learn: 0.1180779	total: 476ms	remaining: 1.62s
227:	learn: 0.1172180	total: 479ms	remaining: 1.62s
228:	learn: 0.1164023	total: 481ms	remaining: 1.62s
229:	learn: 0.1153689	total: 484ms	remaining: 1.62s
230:	learn: 0.1147649	total: 486ms	remaining: 1.62s
231:	learn: 0.1145908	total: 488ms	remaining: 1.62s
232:	learn: 0.1143672	total: 491ms	remaining: 1.61s
233:	learn: 0.1142109	total: 493ms	remaining: 1.61s
234:	learn: 0.1141355	total: 495ms	remaining: 1.61s
235:	learn: 0.1131924	total: 498ms	remaining: 1.61s
236:	learn: 0.1131073	total: 500ms	remaining: 1.61s
237:	learn: 0.1122733	total: 502ms	remaining: 1.61s
238:	learn: 0.1111898	total: 504ms	remaining: 1.61s
239:	learn: 0.1101744	total: 507ms	remaining: 1.6s
240:	learn: 0.1091385	total: 509ms	remaining: 1.6s
241:	learn: 0.1083411	total: 511ms	remaining: 1.6s
242:	learn: 0.1078163	total: 514ms	remaining: 1.6s
243:	learn: 0.1073544	total: 516ms	remaining: 1.6s
244:	learn: 0.1065731	total: 519ms	remaining: 1.6s
245:	learn: 0.1056485	total: 521ms	remaining: 1.6s
246:	learn: 0.1052950	total: 524ms	remaining: 1.6s
247:	learn: 0.1041877	total: 526ms	remaining: 1.59s
248:	learn: 0.1030377	total: 528ms	remaining: 1.59s
249:	learn: 0.1022984	total: 530ms	remaining: 1.59s
250:	learn: 0.1021528	total: 533ms	remaining: 1.59s
251:	learn: 0.1018029	total: 535ms	remaining: 1.59s
252:	learn: 0.1010813	total: 537ms	remaining: 1.58s
253:	learn: 0.1009063	total: 539ms	remaining: 1.58s
254:	learn: 0.0996897	total: 541ms	remaining: 1.58s
255:	learn: 0.0987888	total: 543ms	remaining: 1.58s
256:	learn: 0.0978331	total: 545ms	remaining: 1.57s
257:	learn: 0.0977632	total: 548ms	remaining: 1.57s
258:	learn: 0.0970829	total: 549ms	remaining: 1.57s
259:	learn: 0.0964421	total: 551ms	remaining: 1.57s
260:	learn: 0.0960055	total: 553ms	remaining: 1.57s
261:	learn: 0.0952914	total: 555ms	remaining: 1.56s
262:	learn: 0.0945089	total: 557ms	remaining: 1.56s
263:	learn: 0.0942303	total: 559ms	remaining: 1.56s
264:	learn: 0.0936470	total: 562ms	remaining: 1.56s
265:	learn: 0.0925678	total: 564ms	remaining: 1.55s
266:	learn: 0.0917204	total: 566ms	remaining: 1.55s
267:	learn: 0.0908883	total: 567ms	remaining: 1.55s
268:	learn: 0.0904947	total: 570ms	remaining: 1.55s
269:	learn: 0.0897258	total: 571ms	remaining: 1.54s
270:	learn: 0.0894840	total: 573ms	remaining: 1.54s
271:	learn: 0.0888610	total: 575ms	remaining: 1.54s
272:	learn: 0.0886458	total: 578ms	remaining: 1.54s
273:	learn: 0.0884470	total: 580ms	remaining: 1.54s
274:	learn: 0.0877381	total: 582ms	remaining: 1.53s
275:	learn: 0.0871243	total: 584ms	remaining: 1.53s
276:	learn: 0.0867221	total: 586ms	remaining: 1.53s
277:	learn: 0.0859850	total: 588ms	remaining: 1.53s
278:	learn: 0.0853188	total: 590ms	remaining: 1.52s
279:	learn: 0.0848938	total: 592ms	remaining: 1.52s
280:	learn: 0.0843230	total: 594ms	remaining: 1.52s
281:	learn: 0.0840762	total: 596ms	remaining: 1.52s
282:	learn: 0.0833942	total: 598ms	remaining: 1.51s
283:	learn: 0.0830296	total: 600ms	remaining: 1.51s
284:	learn: 0.0829148	total: 602ms	remaining: 1.51s
285:	learn: 0.0823549	total: 604ms	remaining: 1.51s
286:	learn: 0.0816126	total: 606ms	remaining: 1.51s
287:	learn: 0.0813118	total: 608ms	remaining: 1.5s
288:	learn: 0.0812432	total: 610ms	remaining: 1.5s
289:	learn: 0.0805834	total: 612ms	remaining: 1.5s
290:	learn: 0.0802597	total: 614ms	remaining: 1.5s
291:	learn: 0.0795250	total: 616ms	remaining: 1.49s
292:	learn: 0.0789884	total: 618ms	remaining: 1.49s
293:	learn: 0.0784768	total: 620ms	remaining: 1.49s
294:	learn: 0.0778453	total: 623ms	remaining: 1.49s
295:	learn: 0.0772963	total: 625ms	remaining: 1.49s
296:	learn: 0.0763684	total: 627ms	remaining: 1.48s
297:	learn: 0.0762918	total: 629ms	remaining: 1.48s
298:	learn: 0.0756580	total: 631ms	remaining: 1.48s
299:	learn: 0.0755633	total: 633ms	remaining: 1.48s
300:	learn: 0.0754710	total: 635ms	remaining: 1.47s
301:	learn: 0.0753902	total: 637ms	remaining: 1.47s
302:	learn: 0.0745810	total: 639ms	remaining: 1.47s
303:	learn: 0.0743023	total: 641ms	remaining: 1.47s
304:	learn: 0.0737240	total: 643ms	remaining: 1.47s
305:	learn: 0.0734999	total: 646ms	remaining: 1.47s
306:	learn: 0.0725171	total: 648ms	remaining: 1.46s
307:	learn: 0.0719600	total: 651ms	remaining: 1.46s
308:	learn: 0.0718754	total: 653ms	remaining: 1.46s
309:	learn: 0.0712000	total: 656ms	remaining: 1.46s
310:	learn: 0.0707485	total: 658ms	remaining: 1.46s
311:	learn: 0.0702977	total: 660ms	remaining: 1.46s
312:	learn: 0.0696631	total: 662ms	remaining: 1.45s
313:	learn: 0.0689107	total: 665ms	remaining: 1.45s
314:	learn: 0.0682216	total: 667ms	remaining: 1.45s
315:	learn: 0.0675618	total: 669ms	remaining: 1.45s
316:	learn: 0.0672271	total: 671ms	remaining: 1.45s
317:	learn: 0.0670568	total: 673ms	remaining: 1.44s
318:	learn: 0.0667778	total: 676ms	remaining: 1.44s
319:	learn: 0.0666723	total: 678ms	remaining: 1.44s
320:	learn: 0.0659215	total: 681ms	remaining: 1.44s
321:	learn: 0.0654970	total: 683ms	remaining: 1.44s
322:	learn: 0.0648285	total: 686ms	remaining: 1.44s
323:	learn: 0.0645284	total: 688ms	remaining: 1.44s
324:	learn: 0.0637957	total: 690ms	remaining: 1.43s
325:	learn: 0.0637366	total: 692ms	remaining: 1.43s
326:	learn: 0.0632435	total: 695ms	remaining: 1.43s
327:	learn: 0.0629299	total: 697ms	remaining: 1.43s
328:	learn: 0.0627397	total: 699ms	remaining: 1.43s
329:	learn: 0.0622294	total: 701ms	remaining: 1.42s
330:	learn: 0.0619725	total: 703ms	remaining: 1.42s
331:	learn: 0.0615213	total: 705ms	remaining: 1.42s
332:	learn: 0.0614835	total: 706ms	remaining: 1.41s
333:	learn: 0.0614548	total: 709ms	remaining: 1.41s
334:	learn: 0.0611946	total: 711ms	remaining: 1.41s
335:	learn: 0.0606134	total: 713ms	remaining: 1.41s
336:	learn: 0.0604345	total: 715ms	remaining: 1.41s
337:	learn: 0.0598063	total: 717ms	remaining: 1.4s
338:	learn: 0.0592454	total: 719ms	remaining: 1.4s
339:	learn: 0.0587475	total: 721ms	remaining: 1.4s
340:	learn: 0.0582463	total: 724ms	remaining: 1.4s
341:	learn: 0.0575443	total: 725ms	remaining: 1.4s
342:	learn: 0.0569837	total: 727ms	remaining: 1.39s
343:	learn: 0.0569404	total: 729ms	remaining: 1.39s
344:	learn: 0.0563069	total: 731ms	remaining: 1.39s
345:	learn: 0.0560223	total: 733ms	remaining: 1.39s
346:	learn: 0.0555684	total: 735ms	remaining: 1.38s
347:	learn: 0.0552517	total: 737ms	remaining: 1.38s
348:	learn: 0.0546863	total: 740ms	remaining: 1.38s
349:	learn: 0.0541332	total: 742ms	remaining: 1.38s
350:	learn: 0.0537759	total: 744ms	remaining: 1.37s
351:	learn: 0.0537101	total: 745ms	remaining: 1.37s
352:	learn: 0.0535604	total: 747ms	remaining: 1.37s
353:	learn: 0.0532065	total: 749ms	remaining: 1.37s
354:	learn: 0.0528989	total: 751ms	remaining: 1.36s
355:	learn: 0.0522649	total: 754ms	remaining: 1.36s
356:	learn: 0.0516477	total: 756ms	remaining: 1.36s
357:	learn: 0.0516111	total: 758ms	remaining: 1.36s
358:	learn: 0.0513646	total: 760ms	remaining: 1.36s
359:	learn: 0.0510963	total: 762ms	remaining: 1.35s
360:	learn: 0.0506494	total: 764ms	remaining: 1.35s
361:	learn: 0.0503126	total: 766ms	remaining: 1.35s
362:	learn: 0.0502789	total: 769ms	remaining: 1.35s
363:	learn: 0.0499874	total: 771ms	remaining: 1.35s
364:	learn: 0.0496807	total: 773ms	remaining: 1.34s
365:	learn: 0.0494017	total: 774ms	remaining: 1.34s
366:	learn: 0.0489949	total: 776ms	remaining: 1.34s
367:	learn: 0.0486290	total: 778ms	remaining: 1.34s
368:	learn: 0.0484597	total: 780ms	remaining: 1.33s
369:	learn: 0.0484123	total: 782ms	remaining: 1.33s
370:	learn: 0.0477997	total: 785ms	remaining: 1.33s
371:	learn: 0.0475782	total: 787ms	remaining: 1.33s
372:	learn: 0.0469642	total: 789ms	remaining: 1.33s
373:	learn: 0.0466141	total: 791ms	remaining: 1.32s
374:	learn: 0.0460645	total: 793ms	remaining: 1.32s
375:	learn: 0.0457609	total: 795ms	remaining: 1.32s
376:	learn: 0.0453687	total: 797ms	remaining: 1.32s
377:	learn: 0.0450436	total: 799ms	remaining: 1.31s
378:	learn: 0.0449936	total: 801ms	remaining: 1.31s
379:	learn: 0.0448692	total: 803ms	remaining: 1.31s
380:	learn: 0.0444363	total: 805ms	remaining: 1.31s
381:	learn: 0.0442162	total: 807ms	remaining: 1.3s
382:	learn: 0.0441212	total: 810ms	remaining: 1.3s
383:	learn: 0.0436500	total: 812ms	remaining: 1.3s
384:	learn: 0.0433535	total: 815ms	remaining: 1.3s
385:	learn: 0.0433231	total: 817ms	remaining: 1.3s
386:	learn: 0.0429550	total: 820ms	remaining: 1.3s
387:	learn: 0.0425171	total: 822ms	remaining: 1.3s
388:	learn: 0.0419946	total: 824ms	remaining: 1.29s
389:	learn: 0.0416157	total: 827ms	remaining: 1.29s
390:	learn: 0.0415029	total: 830ms	remaining: 1.29s
391:	learn: 0.0411961	total: 832ms	remaining: 1.29s
392:	learn: 0.0409170	total: 835ms	remaining: 1.29s
393:	learn: 0.0405803	total: 837ms	remaining: 1.29s
394:	learn: 0.0405498	total: 839ms	remaining: 1.28s
395:	learn: 0.0402045	total: 842ms	remaining: 1.28s
396:	learn: 0.0399499	total: 844ms	remaining: 1.28s
397:	learn: 0.0396182	total: 847ms	remaining: 1.28s
398:	learn: 0.0395929	total: 849ms	remaining: 1.28s
399:	learn: 0.0391568	total: 852ms	remaining: 1.28s
400:	learn: 0.0387648	total: 854ms	remaining: 1.28s
401:	learn: 0.0386337	total: 857ms	remaining: 1.27s
402:	learn: 0.0384030	total: 860ms	remaining: 1.27s
403:	learn: 0.0382341	total: 862ms	remaining: 1.27s
404:	learn: 0.0379584	total: 864ms	remaining: 1.27s
405:	learn: 0.0375936	total: 866ms	remaining: 1.27s
406:	learn: 0.0375548	total: 868ms	remaining: 1.26s
407:	learn: 0.0373221	total: 870ms	remaining: 1.26s
408:	learn: 0.0370788	total: 873ms	remaining: 1.26s
409:	learn: 0.0369084	total: 874ms	remaining: 1.26s
410:	learn: 0.0365734	total: 876ms	remaining: 1.25s
411:	learn: 0.0362961	total: 878ms	remaining: 1.25s
412:	learn: 0.0361327	total: 880ms	remaining: 1.25s
413:	learn: 0.0358057	total: 882ms	remaining: 1.25s
414:	learn: 0.0356770	total: 884ms	remaining: 1.25s
415:	learn: 0.0354507	total: 886ms	remaining: 1.24s
416:	learn: 0.0352291	total: 889ms	remaining: 1.24s
417:	learn: 0.0351930	total: 891ms	remaining: 1.24s
418:	learn: 0.0351598	total: 892ms	remaining: 1.24s
419:	learn: 0.0351283	total: 894ms	remaining: 1.23s
420:	learn: 0.0349949	total: 896ms	remaining: 1.23s
421:	learn: 0.0349324	total: 897ms	remaining: 1.23s
422:	learn: 0.0346216	total: 899ms	remaining: 1.23s
423:	learn: 0.0346017	total: 901ms	remaining: 1.22s
424:	learn: 0.0344291	total: 903ms	remaining: 1.22s
425:	learn: 0.0343742	total: 905ms	remaining: 1.22s
426:	learn: 0.0343521	total: 907ms	remaining: 1.22s
427:	learn: 0.0341470	total: 909ms	remaining: 1.21s
428:	learn: 0.0341092	total: 911ms	remaining: 1.21s
429:	learn: 0.0339167	total: 913ms	remaining: 1.21s
430:	learn: 0.0335698	total: 915ms	remaining: 1.21s
431:	learn: 0.0333680	total: 918ms	remaining: 1.21s
432:	learn: 0.0330145	total: 920ms	remaining: 1.2s
433:	learn: 0.0329351	total: 922ms	remaining: 1.2s
434:	learn: 0.0329050	total: 924ms	remaining: 1.2s
435:	learn: 0.0325492	total: 926ms	remaining: 1.2s
436:	learn: 0.0322058	total: 928ms	remaining: 1.2s
437:	learn: 0.0321877	total: 930ms	remaining: 1.19s
438:	learn: 0.0320883	total: 932ms	remaining: 1.19s
439:	learn: 0.0318964	total: 934ms	remaining: 1.19s
440:	learn: 0.0318097	total: 936ms	remaining: 1.19s
441:	learn: 0.0315160	total: 938ms	remaining: 1.18s
442:	learn: 0.0313290	total: 940ms	remaining: 1.18s
443:	learn: 0.0312604	total: 942ms	remaining: 1.18s
444:	learn: 0.0311541	total: 944ms	remaining: 1.18s
445:	learn: 0.0310721	total: 946ms	remaining: 1.18s
446:	learn: 0.0308294	total: 949ms	remaining: 1.17s
447:	learn: 0.0307337	total: 950ms	remaining: 1.17s
448:	learn: 0.0307213	total: 952ms	remaining: 1.17s
449:	learn: 0.0305531	total: 954ms	remaining: 1.17s
450:	learn: 0.0305121	total: 956ms	remaining: 1.16s
451:	learn: 0.0304564	total: 958ms	remaining: 1.16s
452:	learn: 0.0303328	total: 960ms	remaining: 1.16s
453:	learn: 0.0303159	total: 963ms	remaining: 1.16s
454:	learn: 0.0302226	total: 965ms	remaining: 1.16s
455:	learn: 0.0301847	total: 967ms	remaining: 1.15s
456:	learn: 0.0299992	total: 969ms	remaining: 1.15s
457:	learn: 0.0296879	total: 971ms	remaining: 1.15s
458:	learn: 0.0295940	total: 973ms	remaining: 1.15s
459:	learn: 0.0292433	total: 974ms	remaining: 1.14s
460:	learn: 0.0291474	total: 978ms	remaining: 1.14s
461:	learn: 0.0290876	total: 980ms	remaining: 1.14s
462:	learn: 0.0288706	total: 983ms	remaining: 1.14s
463:	learn: 0.0287917	total: 985ms	remaining: 1.14s
464:	learn: 0.0287195	total: 987ms	remaining: 1.14s
465:	learn: 0.0284879	total: 989ms	remaining: 1.13s
466:	learn: 0.0284716	total: 992ms	remaining: 1.13s
467:	learn: 0.0284153	total: 994ms	remaining: 1.13s
468:	learn: 0.0282349	total: 997ms	remaining: 1.13s
469:	learn: 0.0280680	total: 999ms	remaining: 1.13s
470:	learn: 0.0278403	total: 1s	remaining: 1.12s
471:	learn: 0.0277795	total: 1s	remaining: 1.12s
472:	learn: 0.0276776	total: 1.01s	remaining: 1.12s
473:	learn: 0.0273889	total: 1.01s	remaining: 1.12s
474:	learn: 0.0273261	total: 1.01s	remaining: 1.12s
475:	learn: 0.0273100	total: 1.01s	remaining: 1.11s
476:	learn: 0.0271180	total: 1.01s	remaining: 1.11s
477:	learn: 0.0268844	total: 1.02s	remaining: 1.11s
478:	learn: 0.0268520	total: 1.02s	remaining: 1.11s
479:	learn: 0.0267957	total: 1.02s	remaining: 1.11s
480:	learn: 0.0267624	total: 1.02s	remaining: 1.11s
481:	learn: 0.0265485	total: 1.03s	remaining: 1.1s
482:	learn: 0.0263236	total: 1.03s	remaining: 1.1s
483:	learn: 0.0262031	total: 1.03s	remaining: 1.1s
484:	learn: 0.0261713	total: 1.03s	remaining: 1.1s
485:	learn: 0.0261353	total: 1.04s	remaining: 1.09s
486:	learn: 0.0259932	total: 1.04s	remaining: 1.09s
487:	learn: 0.0256823	total: 1.04s	remaining: 1.09s
488:	learn: 0.0255219	total: 1.04s	remaining: 1.09s
489:	learn: 0.0254880	total: 1.04s	remaining: 1.09s
490:	learn: 0.0253977	total: 1.05s	remaining: 1.08s
491:	learn: 0.0253765	total: 1.05s	remaining: 1.08s
492:	learn: 0.0253292	total: 1.05s	remaining: 1.08s
493:	learn: 0.0250693	total: 1.05s	remaining: 1.08s
494:	learn: 0.0248789	total: 1.05s	remaining: 1.08s
495:	learn: 0.0248031	total: 1.06s	remaining: 1.07s
496:	learn: 0.0246972	total: 1.06s	remaining: 1.07s
497:	learn: 0.0244660	total: 1.06s	remaining: 1.07s
498:	learn: 0.0242860	total: 1.06s	remaining: 1.07s
499:	learn: 0.0240922	total: 1.06s	remaining: 1.06s
500:	learn: 0.0239118	total: 1.07s	remaining: 1.06s
501:	learn: 0.0238328	total: 1.07s	remaining: 1.06s
502:	learn: 0.0235776	total: 1.07s	remaining: 1.06s
503:	learn: 0.0234976	total: 1.07s	remaining: 1.06s
504:	learn: 0.0234872	total: 1.07s	remaining: 1.05s
505:	learn: 0.0231631	total: 1.08s	remaining: 1.05s
506:	learn: 0.0230445	total: 1.08s	remaining: 1.05s
507:	learn: 0.0228129	total: 1.08s	remaining: 1.05s
508:	learn: 0.0224940	total: 1.08s	remaining: 1.04s
509:	learn: 0.0223714	total: 1.08s	remaining: 1.04s
510:	learn: 0.0222296	total: 1.09s	remaining: 1.04s
511:	learn: 0.0221229	total: 1.09s	remaining: 1.04s
512:	learn: 0.0221010	total: 1.09s	remaining: 1.04s
513:	learn: 0.0219454	total: 1.09s	remaining: 1.03s
514:	learn: 0.0218695	total: 1.1s	remaining: 1.03s
515:	learn: 0.0216839	total: 1.1s	remaining: 1.03s
516:	learn: 0.0214158	total: 1.1s	remaining: 1.03s
517:	learn: 0.0211952	total: 1.1s	remaining: 1.02s
518:	learn: 0.0210608	total: 1.1s	remaining: 1.02s
519:	learn: 0.0209620	total: 1.11s	remaining: 1.02s
520:	learn: 0.0208852	total: 1.11s	remaining: 1.02s
521:	learn: 0.0208134	total: 1.11s	remaining: 1.02s
522:	learn: 0.0205022	total: 1.11s	remaining: 1.01s
523:	learn: 0.0203158	total: 1.11s	remaining: 1.01s
524:	learn: 0.0201008	total: 1.12s	remaining: 1.01s
525:	learn: 0.0200554	total: 1.12s	remaining: 1.01s
526:	learn: 0.0199562	total: 1.12s	remaining: 1.01s
527:	learn: 0.0198247	total: 1.12s	remaining: 1s
528:	learn: 0.0196111	total: 1.13s	remaining: 1s
529:	learn: 0.0195001	total: 1.13s	remaining: 1000ms
530:	learn: 0.0194725	total: 1.13s	remaining: 997ms
531:	learn: 0.0194322	total: 1.13s	remaining: 995ms
532:	learn: 0.0193889	total: 1.13s	remaining: 993ms
533:	learn: 0.0192629	total: 1.14s	remaining: 991ms
534:	learn: 0.0190932	total: 1.14s	remaining: 989ms
535:	learn: 0.0190319	total: 1.14s	remaining: 986ms
536:	learn: 0.0189400	total: 1.14s	remaining: 985ms
537:	learn: 0.0188989	total: 1.14s	remaining: 983ms
538:	learn: 0.0187986	total: 1.15s	remaining: 981ms
539:	learn: 0.0187255	total: 1.15s	remaining: 979ms
540:	learn: 0.0185713	total: 1.15s	remaining: 977ms
541:	learn: 0.0184311	total: 1.15s	remaining: 975ms
542:	learn: 0.0183399	total: 1.16s	remaining: 974ms
543:	learn: 0.0182814	total: 1.16s	remaining: 972ms
544:	learn: 0.0180974	total: 1.16s	remaining: 970ms
545:	learn: 0.0179826	total: 1.16s	remaining: 968ms
546:	learn: 0.0178845	total: 1.17s	remaining: 966ms
547:	learn: 0.0177389	total: 1.17s	remaining: 964ms
548:	learn: 0.0177246	total: 1.17s	remaining: 962ms
549:	learn: 0.0176264	total: 1.17s	remaining: 960ms
550:	learn: 0.0174857	total: 1.18s	remaining: 958ms
551:	learn: 0.0174749	total: 1.18s	remaining: 956ms
552:	learn: 0.0173280	total: 1.18s	remaining: 955ms
553:	learn: 0.0172430	total: 1.18s	remaining: 952ms
554:	learn: 0.0170753	total: 1.19s	remaining: 951ms
555:	learn: 0.0168896	total: 1.19s	remaining: 949ms
556:	learn: 0.0167600	total: 1.19s	remaining: 947ms
557:	learn: 0.0165617	total: 1.19s	remaining: 944ms
558:	learn: 0.0165352	total: 1.19s	remaining: 942ms
559:	learn: 0.0164136	total: 1.2s	remaining: 940ms
560:	learn: 0.0164021	total: 1.2s	remaining: 938ms
561:	learn: 0.0163215	total: 1.2s	remaining: 936ms
562:	learn: 0.0162890	total: 1.2s	remaining: 934ms
563:	learn: 0.0162762	total: 1.2s	remaining: 931ms
564:	learn: 0.0161211	total: 1.21s	remaining: 929ms
565:	learn: 0.0160474	total: 1.21s	remaining: 927ms
566:	learn: 0.0159083	total: 1.21s	remaining: 925ms
567:	learn: 0.0158989	total: 1.21s	remaining: 922ms
568:	learn: 0.0158865	total: 1.22s	remaining: 920ms
569:	learn: 0.0157699	total: 1.22s	remaining: 918ms
570:	learn: 0.0156951	total: 1.22s	remaining: 916ms
571:	learn: 0.0155782	total: 1.22s	remaining: 914ms
572:	learn: 0.0154835	total: 1.22s	remaining: 911ms
573:	learn: 0.0153496	total: 1.23s	remaining: 909ms
574:	learn: 0.0152654	total: 1.23s	remaining: 908ms
575:	learn: 0.0152315	total: 1.23s	remaining: 906ms
576:	learn: 0.0150674	total: 1.23s	remaining: 904ms
577:	learn: 0.0149567	total: 1.23s	remaining: 902ms
578:	learn: 0.0148103	total: 1.24s	remaining: 899ms
579:	learn: 0.0147863	total: 1.24s	remaining: 897ms
580:	learn: 0.0147163	total: 1.24s	remaining: 895ms
581:	learn: 0.0146395	total: 1.24s	remaining: 893ms
582:	learn: 0.0145954	total: 1.24s	remaining: 890ms
583:	learn: 0.0144102	total: 1.25s	remaining: 888ms
584:	learn: 0.0143936	total: 1.25s	remaining: 886ms
585:	learn: 0.0142750	total: 1.25s	remaining: 884ms
586:	learn: 0.0141975	total: 1.25s	remaining: 881ms
587:	learn: 0.0141804	total: 1.25s	remaining: 879ms
588:	learn: 0.0141027	total: 1.26s	remaining: 877ms
589:	learn: 0.0140635	total: 1.26s	remaining: 875ms
590:	learn: 0.0140528	total: 1.26s	remaining: 873ms
591:	learn: 0.0140323	total: 1.26s	remaining: 871ms
592:	learn: 0.0139913	total: 1.26s	remaining: 868ms
593:	learn: 0.0139853	total: 1.27s	remaining: 866ms
594:	learn: 0.0139689	total: 1.27s	remaining: 864ms
595:	learn: 0.0139002	total: 1.27s	remaining: 862ms
596:	learn: 0.0138881	total: 1.27s	remaining: 860ms
597:	learn: 0.0138690	total: 1.28s	remaining: 858ms
598:	learn: 0.0138253	total: 1.28s	remaining: 856ms
599:	learn: 0.0137623	total: 1.28s	remaining: 853ms
600:	learn: 0.0136032	total: 1.28s	remaining: 851ms
601:	learn: 0.0135130	total: 1.28s	remaining: 849ms
602:	learn: 0.0133926	total: 1.28s	remaining: 847ms
603:	learn: 0.0132572	total: 1.29s	remaining: 845ms
604:	learn: 0.0132446	total: 1.29s	remaining: 842ms
605:	learn: 0.0132258	total: 1.29s	remaining: 840ms
606:	learn: 0.0131559	total: 1.29s	remaining: 838ms
607:	learn: 0.0131270	total: 1.3s	remaining: 836ms
608:	learn: 0.0131082	total: 1.3s	remaining: 833ms
609:	learn: 0.0130172	total: 1.3s	remaining: 831ms
610:	learn: 0.0129505	total: 1.3s	remaining: 829ms
611:	learn: 0.0129099	total: 1.3s	remaining: 827ms
612:	learn: 0.0128929	total: 1.31s	remaining: 825ms
613:	learn: 0.0127532	total: 1.31s	remaining: 823ms
614:	learn: 0.0126989	total: 1.31s	remaining: 821ms
615:	learn: 0.0126933	total: 1.31s	remaining: 819ms
616:	learn: 0.0126261	total: 1.32s	remaining: 817ms
617:	learn: 0.0125634	total: 1.32s	remaining: 815ms
618:	learn: 0.0124905	total: 1.32s	remaining: 813ms
619:	learn: 0.0123912	total: 1.32s	remaining: 811ms
620:	learn: 0.0123664	total: 1.33s	remaining: 809ms
621:	learn: 0.0123235	total: 1.33s	remaining: 807ms
622:	learn: 0.0122401	total: 1.33s	remaining: 805ms
623:	learn: 0.0121929	total: 1.33s	remaining: 804ms
624:	learn: 0.0121461	total: 1.33s	remaining: 801ms
625:	learn: 0.0120313	total: 1.34s	remaining: 799ms
626:	learn: 0.0119595	total: 1.34s	remaining: 797ms
627:	learn: 0.0118318	total: 1.34s	remaining: 795ms
628:	learn: 0.0117386	total: 1.34s	remaining: 793ms
629:	learn: 0.0116756	total: 1.35s	remaining: 791ms
630:	learn: 0.0116580	total: 1.35s	remaining: 789ms
631:	learn: 0.0116123	total: 1.35s	remaining: 788ms
632:	learn: 0.0115735	total: 1.35s	remaining: 785ms
633:	learn: 0.0114998	total: 1.36s	remaining: 783ms
634:	learn: 0.0114481	total: 1.36s	remaining: 781ms
635:	learn: 0.0113690	total: 1.36s	remaining: 780ms
636:	learn: 0.0113146	total: 1.36s	remaining: 777ms
637:	learn: 0.0112960	total: 1.36s	remaining: 775ms
638:	learn: 0.0112104	total: 1.37s	remaining: 773ms
639:	learn: 0.0110937	total: 1.37s	remaining: 770ms
640:	learn: 0.0110154	total: 1.37s	remaining: 768ms
641:	learn: 0.0109487	total: 1.37s	remaining: 766ms
642:	learn: 0.0108895	total: 1.38s	remaining: 764ms
643:	learn: 0.0108759	total: 1.38s	remaining: 762ms
644:	learn: 0.0108119	total: 1.38s	remaining: 760ms
645:	learn: 0.0107346	total: 1.38s	remaining: 757ms
646:	learn: 0.0106770	total: 1.38s	remaining: 755ms
647:	learn: 0.0105223	total: 1.39s	remaining: 753ms
648:	learn: 0.0104988	total: 1.39s	remaining: 751ms
649:	learn: 0.0103866	total: 1.39s	remaining: 749ms
650:	learn: 0.0103715	total: 1.39s	remaining: 746ms
651:	learn: 0.0103098	total: 1.39s	remaining: 744ms
652:	learn: 0.0102820	total: 1.4s	remaining: 742ms
653:	learn: 0.0102442	total: 1.4s	remaining: 740ms
654:	learn: 0.0102064	total: 1.4s	remaining: 737ms
655:	learn: 0.0101748	total: 1.4s	remaining: 735ms
656:	learn: 0.0100963	total: 1.4s	remaining: 733ms
657:	learn: 0.0099811	total: 1.41s	remaining: 731ms
658:	learn: 0.0099588	total: 1.41s	remaining: 729ms
659:	learn: 0.0098727	total: 1.41s	remaining: 727ms
660:	learn: 0.0098534	total: 1.41s	remaining: 724ms
661:	learn: 0.0097975	total: 1.41s	remaining: 722ms
662:	learn: 0.0096846	total: 1.42s	remaining: 720ms
663:	learn: 0.0096406	total: 1.42s	remaining: 718ms
664:	learn: 0.0095740	total: 1.42s	remaining: 716ms
665:	learn: 0.0095073	total: 1.42s	remaining: 714ms
666:	learn: 0.0094350	total: 1.43s	remaining: 711ms
667:	learn: 0.0094123	total: 1.43s	remaining: 709ms
668:	learn: 0.0093996	total: 1.43s	remaining: 707ms
669:	learn: 0.0093548	total: 1.43s	remaining: 705ms
670:	learn: 0.0093455	total: 1.43s	remaining: 703ms
671:	learn: 0.0093204	total: 1.44s	remaining: 701ms
672:	learn: 0.0092732	total: 1.44s	remaining: 698ms
673:	learn: 0.0092594	total: 1.44s	remaining: 696ms
674:	learn: 0.0091854	total: 1.44s	remaining: 694ms
675:	learn: 0.0091693	total: 1.44s	remaining: 692ms
676:	learn: 0.0090985	total: 1.45s	remaining: 690ms
677:	learn: 0.0090168	total: 1.45s	remaining: 687ms
678:	learn: 0.0089174	total: 1.45s	remaining: 685ms
679:	learn: 0.0088734	total: 1.45s	remaining: 683ms
680:	learn: 0.0087982	total: 1.45s	remaining: 681ms
681:	learn: 0.0087033	total: 1.46s	remaining: 679ms
682:	learn: 0.0086899	total: 1.46s	remaining: 676ms
683:	learn: 0.0086659	total: 1.46s	remaining: 674ms
684:	learn: 0.0086185	total: 1.46s	remaining: 672ms
685:	learn: 0.0085681	total: 1.46s	remaining: 670ms
686:	learn: 0.0085245	total: 1.47s	remaining: 668ms
687:	learn: 0.0084910	total: 1.47s	remaining: 666ms
688:	learn: 0.0084689	total: 1.47s	remaining: 664ms
689:	learn: 0.0083773	total: 1.47s	remaining: 661ms
690:	learn: 0.0083512	total: 1.47s	remaining: 659ms
691:	learn: 0.0083145	total: 1.48s	remaining: 657ms
692:	learn: 0.0082612	total: 1.48s	remaining: 655ms
693:	learn: 0.0082108	total: 1.48s	remaining: 653ms
694:	learn: 0.0081670	total: 1.48s	remaining: 651ms
695:	learn: 0.0081164	total: 1.49s	remaining: 649ms
696:	learn: 0.0080927	total: 1.49s	remaining: 647ms
697:	learn: 0.0080869	total: 1.49s	remaining: 645ms
698:	learn: 0.0080166	total: 1.49s	remaining: 643ms
699:	learn: 0.0079375	total: 1.5s	remaining: 641ms
700:	learn: 0.0078758	total: 1.5s	remaining: 639ms
701:	learn: 0.0078220	total: 1.5s	remaining: 637ms
702:	learn: 0.0077514	total: 1.5s	remaining: 635ms
703:	learn: 0.0077142	total: 1.5s	remaining: 633ms
704:	learn: 0.0076963	total: 1.51s	remaining: 631ms
705:	learn: 0.0076682	total: 1.51s	remaining: 629ms
706:	learn: 0.0076025	total: 1.51s	remaining: 627ms
707:	learn: 0.0075913	total: 1.51s	remaining: 625ms
708:	learn: 0.0075644	total: 1.52s	remaining: 623ms
709:	learn: 0.0074772	total: 1.52s	remaining: 621ms
710:	learn: 0.0074293	total: 1.52s	remaining: 619ms
711:	learn: 0.0073952	total: 1.52s	remaining: 617ms
712:	learn: 0.0073455	total: 1.53s	remaining: 615ms
713:	learn: 0.0073310	total: 1.53s	remaining: 612ms
714:	learn: 0.0072444	total: 1.53s	remaining: 610ms
715:	learn: 0.0071786	total: 1.53s	remaining: 608ms
716:	learn: 0.0071054	total: 1.53s	remaining: 606ms
717:	learn: 0.0070874	total: 1.54s	remaining: 604ms
718:	learn: 0.0070738	total: 1.54s	remaining: 602ms
719:	learn: 0.0070606	total: 1.54s	remaining: 600ms
720:	learn: 0.0070418	total: 1.54s	remaining: 598ms
721:	learn: 0.0070127	total: 1.55s	remaining: 596ms
722:	learn: 0.0069365	total: 1.55s	remaining: 593ms
723:	learn: 0.0069176	total: 1.55s	remaining: 591ms
724:	learn: 0.0068922	total: 1.55s	remaining: 589ms
725:	learn: 0.0068490	total: 1.55s	remaining: 587ms
726:	learn: 0.0067907	total: 1.56s	remaining: 585ms
727:	learn: 0.0067395	total: 1.56s	remaining: 583ms
728:	learn: 0.0067244	total: 1.56s	remaining: 580ms
729:	learn: 0.0066659	total: 1.56s	remaining: 578ms
730:	learn: 0.0066228	total: 1.56s	remaining: 576ms
731:	learn: 0.0066181	total: 1.57s	remaining: 574ms
732:	learn: 0.0065962	total: 1.57s	remaining: 572ms
733:	learn: 0.0065860	total: 1.57s	remaining: 570ms
734:	learn: 0.0065179	total: 1.57s	remaining: 567ms
735:	learn: 0.0064887	total: 1.57s	remaining: 565ms
736:	learn: 0.0064756	total: 1.58s	remaining: 563ms
737:	learn: 0.0064417	total: 1.58s	remaining: 561ms
738:	learn: 0.0064114	total: 1.58s	remaining: 559ms
739:	learn: 0.0063746	total: 1.58s	remaining: 557ms
740:	learn: 0.0063609	total: 1.59s	remaining: 555ms
741:	learn: 0.0063022	total: 1.59s	remaining: 552ms
742:	learn: 0.0062894	total: 1.59s	remaining: 550ms
743:	learn: 0.0062850	total: 1.59s	remaining: 548ms
744:	learn: 0.0062755	total: 1.59s	remaining: 546ms
745:	learn: 0.0062221	total: 1.6s	remaining: 543ms
746:	learn: 0.0062147	total: 1.6s	remaining: 541ms
747:	learn: 0.0061479	total: 1.6s	remaining: 539ms
748:	learn: 0.0061226	total: 1.6s	remaining: 537ms
749:	learn: 0.0061061	total: 1.6s	remaining: 535ms
750:	learn: 0.0060973	total: 1.61s	remaining: 533ms
751:	learn: 0.0060719	total: 1.61s	remaining: 531ms
752:	learn: 0.0060527	total: 1.61s	remaining: 528ms
753:	learn: 0.0059798	total: 1.61s	remaining: 526ms
754:	learn: 0.0059668	total: 1.61s	remaining: 524ms
755:	learn: 0.0059314	total: 1.62s	remaining: 522ms
756:	learn: 0.0058683	total: 1.62s	remaining: 520ms
757:	learn: 0.0058363	total: 1.62s	remaining: 518ms
758:	learn: 0.0058220	total: 1.62s	remaining: 515ms
759:	learn: 0.0057771	total: 1.63s	remaining: 513ms
760:	learn: 0.0057730	total: 1.63s	remaining: 511ms
761:	learn: 0.0057216	total: 1.63s	remaining: 509ms
762:	learn: 0.0056989	total: 1.63s	remaining: 507ms
763:	learn: 0.0056703	total: 1.63s	remaining: 505ms
764:	learn: 0.0056251	total: 1.64s	remaining: 503ms
765:	learn: 0.0056192	total: 1.64s	remaining: 500ms
766:	learn: 0.0055967	total: 1.64s	remaining: 498ms
767:	learn: 0.0055596	total: 1.64s	remaining: 496ms
768:	learn: 0.0055297	total: 1.64s	remaining: 494ms
769:	learn: 0.0055111	total: 1.65s	remaining: 492ms
770:	learn: 0.0054871	total: 1.65s	remaining: 490ms
771:	learn: 0.0054642	total: 1.65s	remaining: 488ms
772:	learn: 0.0054267	total: 1.65s	remaining: 486ms
773:	learn: 0.0053740	total: 1.66s	remaining: 484ms
774:	learn: 0.0053337	total: 1.66s	remaining: 482ms
775:	learn: 0.0053193	total: 1.66s	remaining: 480ms
776:	learn: 0.0053132	total: 1.66s	remaining: 478ms
777:	learn: 0.0053099	total: 1.67s	remaining: 476ms
778:	learn: 0.0053004	total: 1.67s	remaining: 473ms
779:	learn: 0.0052505	total: 1.67s	remaining: 471ms
780:	learn: 0.0052417	total: 1.67s	remaining: 470ms
781:	learn: 0.0052072	total: 1.68s	remaining: 467ms
782:	learn: 0.0051960	total: 1.68s	remaining: 465ms
783:	learn: 0.0051512	total: 1.68s	remaining: 463ms
784:	learn: 0.0051387	total: 1.68s	remaining: 461ms
785:	learn: 0.0051254	total: 1.69s	remaining: 459ms
786:	learn: 0.0051177	total: 1.69s	remaining: 457ms
787:	learn: 0.0050884	total: 1.69s	remaining: 455ms
788:	learn: 0.0050388	total: 1.69s	remaining: 453ms
789:	learn: 0.0050262	total: 1.7s	remaining: 451ms
790:	learn: 0.0050160	total: 1.7s	remaining: 448ms
791:	learn: 0.0049861	total: 1.7s	remaining: 446ms
792:	learn: 0.0049794	total: 1.7s	remaining: 444ms
793:	learn: 0.0049557	total: 1.7s	remaining: 442ms
794:	learn: 0.0049408	total: 1.71s	remaining: 440ms
795:	learn: 0.0049035	total: 1.71s	remaining: 438ms
796:	learn: 0.0048676	total: 1.71s	remaining: 436ms
797:	learn: 0.0048435	total: 1.71s	remaining: 433ms
798:	learn: 0.0048323	total: 1.71s	remaining: 431ms
799:	learn: 0.0048182	total: 1.72s	remaining: 429ms
800:	learn: 0.0047997	total: 1.72s	remaining: 427ms
801:	learn: 0.0047642	total: 1.72s	remaining: 425ms
802:	learn: 0.0047060	total: 1.72s	remaining: 423ms
803:	learn: 0.0046946	total: 1.72s	remaining: 420ms
804:	learn: 0.0046817	total: 1.73s	remaining: 418ms
805:	learn: 0.0046411	total: 1.73s	remaining: 416ms
806:	learn: 0.0046248	total: 1.73s	remaining: 414ms
807:	learn: 0.0045963	total: 1.73s	remaining: 412ms
808:	learn: 0.0045759	total: 1.74s	remaining: 410ms
809:	learn: 0.0045639	total: 1.74s	remaining: 407ms
810:	learn: 0.0045211	total: 1.74s	remaining: 405ms
811:	learn: 0.0044884	total: 1.74s	remaining: 403ms
812:	learn: 0.0044561	total: 1.74s	remaining: 401ms
813:	learn: 0.0044448	total: 1.75s	remaining: 399ms
814:	learn: 0.0044314	total: 1.75s	remaining: 397ms
815:	learn: 0.0044137	total: 1.75s	remaining: 395ms
816:	learn: 0.0044104	total: 1.75s	remaining: 392ms
817:	learn: 0.0043843	total: 1.75s	remaining: 390ms
818:	learn: 0.0043682	total: 1.75s	remaining: 388ms
819:	learn: 0.0043415	total: 1.76s	remaining: 386ms
820:	learn: 0.0043042	total: 1.76s	remaining: 384ms
821:	learn: 0.0042960	total: 1.76s	remaining: 381ms
822:	learn: 0.0042773	total: 1.76s	remaining: 379ms
823:	learn: 0.0042518	total: 1.77s	remaining: 377ms
824:	learn: 0.0042332	total: 1.77s	remaining: 375ms
825:	learn: 0.0042252	total: 1.77s	remaining: 373ms
826:	learn: 0.0041894	total: 1.77s	remaining: 371ms
827:	learn: 0.0041440	total: 1.77s	remaining: 369ms
828:	learn: 0.0041198	total: 1.77s	remaining: 366ms
829:	learn: 0.0040853	total: 1.78s	remaining: 364ms
830:	learn: 0.0040626	total: 1.78s	remaining: 362ms
831:	learn: 0.0040441	total: 1.78s	remaining: 360ms
832:	learn: 0.0040206	total: 1.78s	remaining: 358ms
833:	learn: 0.0039785	total: 1.79s	remaining: 356ms
834:	learn: 0.0039609	total: 1.79s	remaining: 353ms
835:	learn: 0.0039254	total: 1.79s	remaining: 351ms
836:	learn: 0.0038844	total: 1.79s	remaining: 349ms
837:	learn: 0.0038346	total: 1.79s	remaining: 347ms
838:	learn: 0.0038196	total: 1.8s	remaining: 345ms
839:	learn: 0.0038046	total: 1.8s	remaining: 343ms
840:	learn: 0.0037736	total: 1.8s	remaining: 340ms
841:	learn: 0.0037654	total: 1.8s	remaining: 338ms
842:	learn: 0.0037592	total: 1.8s	remaining: 336ms
843:	learn: 0.0037538	total: 1.81s	remaining: 334ms
844:	learn: 0.0037367	total: 1.81s	remaining: 332ms
845:	learn: 0.0037197	total: 1.81s	remaining: 330ms
846:	learn: 0.0037147	total: 1.81s	remaining: 328ms
847:	learn: 0.0036979	total: 1.81s	remaining: 325ms
848:	learn: 0.0036753	total: 1.82s	remaining: 323ms
849:	learn: 0.0036709	total: 1.82s	remaining: 321ms
850:	learn: 0.0036445	total: 1.82s	remaining: 319ms
851:	learn: 0.0036148	total: 1.82s	remaining: 317ms
852:	learn: 0.0035990	total: 1.83s	remaining: 315ms
853:	learn: 0.0035629	total: 1.83s	remaining: 313ms
854:	learn: 0.0035432	total: 1.83s	remaining: 311ms
855:	learn: 0.0035290	total: 1.83s	remaining: 309ms
856:	learn: 0.0035239	total: 1.84s	remaining: 306ms
857:	learn: 0.0035084	total: 1.84s	remaining: 304ms
858:	learn: 0.0034835	total: 1.84s	remaining: 302ms
859:	learn: 0.0034466	total: 1.84s	remaining: 300ms
860:	learn: 0.0034265	total: 1.84s	remaining: 298ms
861:	learn: 0.0034087	total: 1.85s	remaining: 296ms
862:	learn: 0.0033891	total: 1.85s	remaining: 294ms
863:	learn: 0.0033792	total: 1.85s	remaining: 292ms
864:	learn: 0.0033717	total: 1.86s	remaining: 290ms
865:	learn: 0.0033518	total: 1.86s	remaining: 288ms
866:	learn: 0.0033455	total: 1.86s	remaining: 286ms
867:	learn: 0.0033390	total: 1.86s	remaining: 283ms
868:	learn: 0.0033215	total: 1.87s	remaining: 281ms
869:	learn: 0.0033163	total: 1.87s	remaining: 279ms
870:	learn: 0.0033066	total: 1.87s	remaining: 277ms
871:	learn: 0.0032982	total: 1.87s	remaining: 275ms
872:	learn: 0.0032810	total: 1.87s	remaining: 273ms
873:	learn: 0.0032619	total: 1.88s	remaining: 270ms
874:	learn: 0.0032563	total: 1.88s	remaining: 268ms
875:	learn: 0.0032374	total: 1.88s	remaining: 266ms
876:	learn: 0.0032019	total: 1.88s	remaining: 264ms
877:	learn: 0.0031976	total: 1.88s	remaining: 262ms
878:	learn: 0.0031759	total: 1.89s	remaining: 260ms
879:	learn: 0.0031557	total: 1.89s	remaining: 258ms
880:	learn: 0.0031333	total: 1.89s	remaining: 256ms
881:	learn: 0.0031205	total: 1.89s	remaining: 253ms
882:	learn: 0.0030877	total: 1.9s	remaining: 251ms
883:	learn: 0.0030548	total: 1.9s	remaining: 249ms
884:	learn: 0.0030341	total: 1.9s	remaining: 247ms
885:	learn: 0.0030185	total: 1.9s	remaining: 245ms
886:	learn: 0.0030083	total: 1.9s	remaining: 243ms
887:	learn: 0.0029794	total: 1.91s	remaining: 240ms
888:	learn: 0.0029767	total: 1.91s	remaining: 238ms
889:	learn: 0.0029458	total: 1.91s	remaining: 236ms
890:	learn: 0.0029199	total: 1.91s	remaining: 234ms
891:	learn: 0.0028910	total: 1.91s	remaining: 232ms
892:	learn: 0.0028798	total: 1.92s	remaining: 230ms
893:	learn: 0.0028625	total: 1.92s	remaining: 227ms
894:	learn: 0.0028363	total: 1.92s	remaining: 225ms
895:	learn: 0.0028317	total: 1.92s	remaining: 223ms
896:	learn: 0.0028237	total: 1.92s	remaining: 221ms
897:	learn: 0.0027962	total: 1.93s	remaining: 219ms
898:	learn: 0.0027805	total: 1.93s	remaining: 217ms
899:	learn: 0.0027796	total: 1.93s	remaining: 214ms
900:	learn: 0.0027659	total: 1.93s	remaining: 212ms
901:	learn: 0.0027416	total: 1.93s	remaining: 210ms
902:	learn: 0.0027126	total: 1.94s	remaining: 208ms
903:	learn: 0.0027108	total: 1.94s	remaining: 206ms
904:	learn: 0.0027018	total: 1.94s	remaining: 204ms
905:	learn: 0.0026806	total: 1.94s	remaining: 202ms
906:	learn: 0.0026785	total: 1.94s	remaining: 199ms
907:	learn: 0.0026482	total: 1.95s	remaining: 197ms
908:	learn: 0.0026249	total: 1.95s	remaining: 195ms
909:	learn: 0.0026002	total: 1.95s	remaining: 193ms
910:	learn: 0.0025717	total: 1.95s	remaining: 191ms
911:	learn: 0.0025592	total: 1.95s	remaining: 189ms
912:	learn: 0.0025552	total: 1.96s	remaining: 186ms
913:	learn: 0.0025484	total: 1.96s	remaining: 184ms
914:	learn: 0.0025442	total: 1.96s	remaining: 182ms
915:	learn: 0.0025259	total: 1.96s	remaining: 180ms
916:	learn: 0.0025020	total: 1.96s	remaining: 178ms
917:	learn: 0.0024911	total: 1.97s	remaining: 176ms
918:	learn: 0.0024875	total: 1.97s	remaining: 173ms
919:	learn: 0.0024826	total: 1.97s	remaining: 171ms
920:	learn: 0.0024791	total: 1.97s	remaining: 169ms
921:	learn: 0.0024571	total: 1.97s	remaining: 167ms
922:	learn: 0.0024539	total: 1.98s	remaining: 165ms
923:	learn: 0.0024394	total: 1.98s	remaining: 163ms
924:	learn: 0.0024371	total: 1.98s	remaining: 161ms
925:	learn: 0.0024188	total: 1.98s	remaining: 159ms
926:	learn: 0.0023994	total: 1.99s	remaining: 156ms
927:	learn: 0.0023897	total: 1.99s	remaining: 154ms
928:	learn: 0.0023883	total: 1.99s	remaining: 152ms
929:	learn: 0.0023790	total: 1.99s	remaining: 150ms
930:	learn: 0.0023627	total: 2s	remaining: 148ms
931:	learn: 0.0023558	total: 2s	remaining: 146ms
932:	learn: 0.0023436	total: 2s	remaining: 144ms
933:	learn: 0.0023283	total: 2s	remaining: 142ms
934:	learn: 0.0023055	total: 2s	remaining: 139ms
935:	learn: 0.0023011	total: 2.01s	remaining: 137ms
936:	learn: 0.0022913	total: 2.01s	remaining: 135ms
937:	learn: 0.0022773	total: 2.01s	remaining: 133ms
938:	learn: 0.0022679	total: 2.02s	remaining: 131ms
939:	learn: 0.0022401	total: 2.02s	remaining: 129ms
940:	learn: 0.0022047	total: 2.02s	remaining: 127ms
941:	learn: 0.0021909	total: 2.02s	remaining: 125ms
942:	learn: 0.0021836	total: 2.02s	remaining: 122ms
943:	learn: 0.0021740	total: 2.03s	remaining: 120ms
944:	learn: 0.0021548	total: 2.03s	remaining: 118ms
945:	learn: 0.0021437	total: 2.03s	remaining: 116ms
946:	learn: 0.0021389	total: 2.03s	remaining: 114ms
947:	learn: 0.0021317	total: 2.04s	remaining: 112ms
948:	learn: 0.0021195	total: 2.04s	remaining: 110ms
949:	learn: 0.0020997	total: 2.04s	remaining: 107ms
950:	learn: 0.0020893	total: 2.04s	remaining: 105ms
951:	learn: 0.0020684	total: 2.04s	remaining: 103ms
952:	learn: 0.0020560	total: 2.05s	remaining: 101ms
953:	learn: 0.0020359	total: 2.05s	remaining: 98.8ms
954:	learn: 0.0020213	total: 2.05s	remaining: 96.7ms
955:	learn: 0.0020112	total: 2.05s	remaining: 94.5ms
956:	learn: 0.0019947	total: 2.06s	remaining: 92.4ms
957:	learn: 0.0019903	total: 2.06s	remaining: 90.2ms
958:	learn: 0.0019874	total: 2.06s	remaining: 88.1ms
959:	learn: 0.0019844	total: 2.06s	remaining: 85.9ms
960:	learn: 0.0019807	total: 2.06s	remaining: 83.8ms
961:	learn: 0.0019601	total: 2.07s	remaining: 81.6ms
962:	learn: 0.0019421	total: 2.07s	remaining: 79.5ms
963:	learn: 0.0019382	total: 2.07s	remaining: 77.3ms
964:	learn: 0.0019355	total: 2.07s	remaining: 75.2ms
965:	learn: 0.0019192	total: 2.07s	remaining: 73ms
966:	learn: 0.0019024	total: 2.08s	remaining: 70.9ms
967:	learn: 0.0018829	total: 2.08s	remaining: 68.7ms
968:	learn: 0.0018822	total: 2.08s	remaining: 66.5ms
969:	learn: 0.0018792	total: 2.08s	remaining: 64.4ms
970:	learn: 0.0018617	total: 2.08s	remaining: 62.2ms
971:	learn: 0.0018482	total: 2.09s	remaining: 60.1ms
972:	learn: 0.0018342	total: 2.09s	remaining: 57.9ms
973:	learn: 0.0018254	total: 2.09s	remaining: 55.8ms
974:	learn: 0.0018101	total: 2.09s	remaining: 53.7ms
975:	learn: 0.0018066	total: 2.09s	remaining: 51.5ms
976:	learn: 0.0017966	total: 2.1s	remaining: 49.4ms
977:	learn: 0.0017850	total: 2.1s	remaining: 47.2ms
978:	learn: 0.0017714	total: 2.1s	remaining: 45.1ms
979:	learn: 0.0017602	total: 2.1s	remaining: 42.9ms
980:	learn: 0.0017423	total: 2.1s	remaining: 40.8ms
981:	learn: 0.0017318	total: 2.11s	remaining: 38.6ms
982:	learn: 0.0017264	total: 2.11s	remaining: 36.5ms
983:	learn: 0.0017176	total: 2.11s	remaining: 34.3ms
984:	learn: 0.0017021	total: 2.11s	remaining: 32.2ms
985:	learn: 0.0016933	total: 2.11s	remaining: 30ms
986:	learn: 0.0016795	total: 2.12s	remaining: 27.9ms
987:	learn: 0.0016774	total: 2.12s	remaining: 25.7ms
988:	learn: 0.0016727	total: 2.12s	remaining: 23.6ms
989:	learn: 0.0016669	total: 2.12s	remaining: 21.5ms
990:	learn: 0.0016623	total: 2.13s	remaining: 19.3ms
991:	learn: 0.0016498	total: 2.13s	remaining: 17.2ms
992:	learn: 0.0016492	total: 2.13s	remaining: 15ms
993:	learn: 0.0016344	total: 2.13s	remaining: 12.9ms
994:	learn: 0.0016279	total: 2.13s	remaining: 10.7ms
995:	learn: 0.0016202	total: 2.14s	remaining: 8.59ms
996:	learn: 0.0016112	total: 2.14s	remaining: 6.44ms
997:	learn: 0.0016052	total: 2.14s	remaining: 4.29ms
998:	learn: 0.0015921	total: 2.14s	remaining: 2.15ms
999:	learn: 0.0015875	total: 2.15s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=7, depth=6, total=   2.7s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=6 .......................
0:	learn: 0.8394834	total: 2.52ms	remaining: 2.52s
1:	learn: 0.8105047	total: 4.69ms	remaining: 2.34s
2:	learn: 0.7760540	total: 6.76ms	remaining: 2.25s
3:	learn: 0.7374372	total: 9.13ms	remaining: 2.27s
4:	learn: 0.7064063	total: 11.2ms	remaining: 2.22s
5:	learn: 0.6784884	total: 13.2ms	remaining: 2.19s
6:	learn: 0.6560900	total: 15.3ms	remaining: 2.17s
7:	learn: 0.6335527	total: 17.3ms	remaining: 2.15s
8:	learn: 0.6125321	total: 19.4ms	remaining: 2.13s
9:	learn: 0.5935864	total: 21.4ms	remaining: 2.12s
10:	learn: 0.5750197	total: 23.6ms	remaining: 2.12s
11:	learn: 0.5610393	total: 25.8ms	remaining: 2.12s
12:	learn: 0.5451536	total: 27.9ms	remaining: 2.12s
13:	learn: 0.5289658	total: 30ms	remaining: 2.11s
14:	learn: 0.5147023	total: 32.1ms	remaining: 2.1s
15:	learn: 0.5046697	total: 34.2ms	remaining: 2.1s
16:	learn: 0.4940886	total: 36.4ms	remaining: 2.1s
17:	learn: 0.4826914	total: 38.5ms	remaining: 2.1s
18:	learn: 0.4704146	total: 41.3ms	remaining: 2.13s
19:	learn: 0.4597233	total: 43.4ms	remaining: 2.13s
20:	learn: 0.4507696	total: 45.6ms	remaining: 2.13s
21:	learn: 0.4415859	total: 47.8ms	remaining: 2.13s
22:	learn: 0.4336118	total: 49.9ms	remaining: 2.12s
23:	learn: 0.4274044	total: 52.1ms	remaining: 2.12s
24:	learn: 0.4204788	total: 54.1ms	remaining: 2.11s
25:	learn: 0.4136179	total: 56.1ms	remaining: 2.1s
26:	learn: 0.4077851	total: 58.3ms	remaining: 2.1s
27:	learn: 0.4018771	total: 60.4ms	remaining: 2.1s
28:	learn: 0.3964892	total: 62.4ms	remaining: 2.09s
29:	learn: 0.3898743	total: 64.6ms	remaining: 2.09s
30:	learn: 0.3845523	total: 66.6ms	remaining: 2.08s
31:	learn: 0.3794559	total: 68.7ms	remaining: 2.08s
32:	learn: 0.3770353	total: 71.3ms	remaining: 2.09s
33:	learn: 0.3725784	total: 73.4ms	remaining: 2.08s
34:	learn: 0.3690866	total: 75.3ms	remaining: 2.08s
35:	learn: 0.3654052	total: 77.3ms	remaining: 2.07s
36:	learn: 0.3618390	total: 79.4ms	remaining: 2.06s
37:	learn: 0.3581792	total: 81.4ms	remaining: 2.06s
38:	learn: 0.3539297	total: 83.5ms	remaining: 2.06s
39:	learn: 0.3503863	total: 86.1ms	remaining: 2.07s
40:	learn: 0.3465486	total: 88ms	remaining: 2.06s
41:	learn: 0.3444209	total: 90.1ms	remaining: 2.05s
42:	learn: 0.3406335	total: 92.1ms	remaining: 2.05s
43:	learn: 0.3366389	total: 94ms	remaining: 2.04s
44:	learn: 0.3333965	total: 96.1ms	remaining: 2.04s
45:	learn: 0.3301564	total: 98.1ms	remaining: 2.03s
46:	learn: 0.3276708	total: 101ms	remaining: 2.04s
47:	learn: 0.3253290	total: 102ms	remaining: 2.03s
48:	learn: 0.3227134	total: 104ms	remaining: 2.03s
49:	learn: 0.3198003	total: 106ms	remaining: 2.02s
50:	learn: 0.3177850	total: 108ms	remaining: 2.01s
51:	learn: 0.3153887	total: 110ms	remaining: 2.01s
52:	learn: 0.3139841	total: 112ms	remaining: 2s
53:	learn: 0.3118247	total: 116ms	remaining: 2.03s
54:	learn: 0.3095334	total: 118ms	remaining: 2.03s
55:	learn: 0.3080883	total: 120ms	remaining: 2.03s
56:	learn: 0.3057528	total: 123ms	remaining: 2.03s
57:	learn: 0.3033518	total: 125ms	remaining: 2.03s
58:	learn: 0.3016532	total: 127ms	remaining: 2.03s
59:	learn: 0.2992187	total: 130ms	remaining: 2.04s
60:	learn: 0.2974004	total: 132ms	remaining: 2.04s
61:	learn: 0.2966039	total: 135ms	remaining: 2.04s
62:	learn: 0.2954894	total: 137ms	remaining: 2.03s
63:	learn: 0.2943000	total: 139ms	remaining: 2.03s
64:	learn: 0.2919684	total: 141ms	remaining: 2.03s
65:	learn: 0.2895519	total: 144ms	remaining: 2.04s
66:	learn: 0.2862736	total: 146ms	remaining: 2.04s
67:	learn: 0.2837639	total: 149ms	remaining: 2.04s
68:	learn: 0.2828696	total: 151ms	remaining: 2.04s
69:	learn: 0.2811884	total: 153ms	remaining: 2.03s
70:	learn: 0.2782142	total: 156ms	remaining: 2.04s
71:	learn: 0.2765667	total: 158ms	remaining: 2.03s
72:	learn: 0.2756112	total: 160ms	remaining: 2.03s
73:	learn: 0.2746597	total: 162ms	remaining: 2.03s
74:	learn: 0.2737313	total: 164ms	remaining: 2.02s
75:	learn: 0.2727346	total: 166ms	remaining: 2.02s
76:	learn: 0.2715964	total: 168ms	remaining: 2.01s
77:	learn: 0.2707008	total: 170ms	remaining: 2s
78:	learn: 0.2674847	total: 173ms	remaining: 2.01s
79:	learn: 0.2661376	total: 175ms	remaining: 2.01s
80:	learn: 0.2651773	total: 177ms	remaining: 2s
81:	learn: 0.2642812	total: 179ms	remaining: 2s
82:	learn: 0.2633791	total: 181ms	remaining: 1.99s
83:	learn: 0.2625344	total: 183ms	remaining: 1.99s
84:	learn: 0.2596204	total: 184ms	remaining: 1.99s
85:	learn: 0.2587545	total: 186ms	remaining: 1.98s
86:	learn: 0.2561493	total: 188ms	remaining: 1.98s
87:	learn: 0.2548521	total: 190ms	remaining: 1.97s
88:	learn: 0.2535937	total: 192ms	remaining: 1.97s
89:	learn: 0.2514674	total: 194ms	remaining: 1.96s
90:	learn: 0.2505803	total: 196ms	remaining: 1.96s
91:	learn: 0.2499036	total: 198ms	remaining: 1.96s
92:	learn: 0.2487049	total: 200ms	remaining: 1.95s
93:	learn: 0.2473918	total: 203ms	remaining: 1.96s
94:	learn: 0.2465608	total: 205ms	remaining: 1.95s
95:	learn: 0.2453310	total: 207ms	remaining: 1.95s
96:	learn: 0.2438098	total: 209ms	remaining: 1.94s
97:	learn: 0.2422410	total: 211ms	remaining: 1.94s
98:	learn: 0.2401054	total: 212ms	remaining: 1.93s
99:	learn: 0.2391978	total: 214ms	remaining: 1.93s
100:	learn: 0.2381158	total: 216ms	remaining: 1.93s
101:	learn: 0.2373937	total: 219ms	remaining: 1.93s
102:	learn: 0.2355479	total: 221ms	remaining: 1.92s
103:	learn: 0.2347796	total: 223ms	remaining: 1.92s
104:	learn: 0.2325184	total: 225ms	remaining: 1.91s
105:	learn: 0.2305793	total: 226ms	remaining: 1.91s
106:	learn: 0.2295253	total: 228ms	remaining: 1.91s
107:	learn: 0.2282548	total: 230ms	remaining: 1.9s
108:	learn: 0.2274558	total: 232ms	remaining: 1.9s
109:	learn: 0.2258625	total: 234ms	remaining: 1.9s
110:	learn: 0.2252903	total: 236ms	remaining: 1.89s
111:	learn: 0.2247491	total: 238ms	remaining: 1.89s
112:	learn: 0.2223120	total: 240ms	remaining: 1.88s
113:	learn: 0.2214333	total: 242ms	remaining: 1.88s
114:	learn: 0.2207235	total: 244ms	remaining: 1.88s
115:	learn: 0.2202374	total: 247ms	remaining: 1.88s
116:	learn: 0.2184028	total: 249ms	remaining: 1.88s
117:	learn: 0.2176820	total: 251ms	remaining: 1.87s
118:	learn: 0.2164068	total: 253ms	remaining: 1.87s
119:	learn: 0.2146416	total: 255ms	remaining: 1.87s
120:	learn: 0.2127591	total: 257ms	remaining: 1.86s
121:	learn: 0.2105939	total: 259ms	remaining: 1.86s
122:	learn: 0.2102102	total: 261ms	remaining: 1.86s
123:	learn: 0.2096717	total: 263ms	remaining: 1.86s
124:	learn: 0.2092435	total: 264ms	remaining: 1.85s
125:	learn: 0.2079235	total: 266ms	remaining: 1.84s
126:	learn: 0.2061429	total: 268ms	remaining: 1.84s
127:	learn: 0.2058838	total: 270ms	remaining: 1.84s
128:	learn: 0.2048383	total: 272ms	remaining: 1.83s
129:	learn: 0.2027913	total: 274ms	remaining: 1.83s
130:	learn: 0.2009920	total: 276ms	remaining: 1.83s
131:	learn: 0.1997120	total: 278ms	remaining: 1.83s
132:	learn: 0.1987580	total: 281ms	remaining: 1.83s
133:	learn: 0.1968840	total: 283ms	remaining: 1.83s
134:	learn: 0.1961626	total: 286ms	remaining: 1.83s
135:	learn: 0.1944395	total: 288ms	remaining: 1.83s
136:	learn: 0.1932511	total: 291ms	remaining: 1.83s
137:	learn: 0.1918117	total: 293ms	remaining: 1.83s
138:	learn: 0.1897428	total: 296ms	remaining: 1.83s
139:	learn: 0.1877096	total: 298ms	remaining: 1.83s
140:	learn: 0.1875103	total: 299ms	remaining: 1.82s
141:	learn: 0.1860210	total: 302ms	remaining: 1.82s
142:	learn: 0.1844606	total: 304ms	remaining: 1.82s
143:	learn: 0.1828675	total: 307ms	remaining: 1.82s
144:	learn: 0.1826624	total: 309ms	remaining: 1.82s
145:	learn: 0.1816689	total: 311ms	remaining: 1.82s
146:	learn: 0.1806073	total: 314ms	remaining: 1.82s
147:	learn: 0.1784599	total: 316ms	remaining: 1.82s
148:	learn: 0.1782597	total: 318ms	remaining: 1.81s
149:	learn: 0.1778465	total: 321ms	remaining: 1.82s
150:	learn: 0.1767501	total: 323ms	remaining: 1.82s
151:	learn: 0.1758051	total: 326ms	remaining: 1.82s
152:	learn: 0.1746526	total: 329ms	remaining: 1.82s
153:	learn: 0.1743410	total: 330ms	remaining: 1.81s
154:	learn: 0.1741472	total: 332ms	remaining: 1.81s
155:	learn: 0.1733912	total: 336ms	remaining: 1.82s
156:	learn: 0.1719697	total: 338ms	remaining: 1.81s
157:	learn: 0.1702815	total: 340ms	remaining: 1.81s
158:	learn: 0.1693978	total: 342ms	remaining: 1.81s
159:	learn: 0.1684331	total: 344ms	remaining: 1.8s
160:	learn: 0.1670700	total: 346ms	remaining: 1.8s
161:	learn: 0.1654297	total: 348ms	remaining: 1.8s
162:	learn: 0.1649957	total: 351ms	remaining: 1.8s
163:	learn: 0.1645805	total: 353ms	remaining: 1.8s
164:	learn: 0.1637808	total: 355ms	remaining: 1.79s
165:	learn: 0.1624604	total: 357ms	remaining: 1.79s
166:	learn: 0.1616127	total: 359ms	remaining: 1.79s
167:	learn: 0.1602201	total: 361ms	remaining: 1.79s
168:	learn: 0.1588987	total: 363ms	remaining: 1.78s
169:	learn: 0.1587204	total: 365ms	remaining: 1.78s
170:	learn: 0.1577032	total: 367ms	remaining: 1.78s
171:	learn: 0.1567803	total: 369ms	remaining: 1.77s
172:	learn: 0.1557997	total: 371ms	remaining: 1.77s
173:	learn: 0.1544333	total: 373ms	remaining: 1.77s
174:	learn: 0.1532085	total: 375ms	remaining: 1.76s
175:	learn: 0.1522994	total: 376ms	remaining: 1.76s
176:	learn: 0.1510365	total: 378ms	remaining: 1.76s
177:	learn: 0.1496877	total: 381ms	remaining: 1.76s
178:	learn: 0.1488749	total: 383ms	remaining: 1.76s
179:	learn: 0.1478756	total: 385ms	remaining: 1.75s
180:	learn: 0.1474552	total: 387ms	remaining: 1.75s
181:	learn: 0.1459974	total: 389ms	remaining: 1.75s
182:	learn: 0.1457714	total: 390ms	remaining: 1.74s
183:	learn: 0.1447181	total: 392ms	remaining: 1.74s
184:	learn: 0.1435951	total: 395ms	remaining: 1.74s
185:	learn: 0.1428653	total: 397ms	remaining: 1.74s
186:	learn: 0.1416887	total: 399ms	remaining: 1.73s
187:	learn: 0.1401700	total: 401ms	remaining: 1.73s
188:	learn: 0.1394895	total: 403ms	remaining: 1.73s
189:	learn: 0.1390746	total: 405ms	remaining: 1.72s
190:	learn: 0.1389387	total: 406ms	remaining: 1.72s
191:	learn: 0.1374754	total: 409ms	remaining: 1.72s
192:	learn: 0.1361328	total: 411ms	remaining: 1.72s
193:	learn: 0.1349275	total: 413ms	remaining: 1.72s
194:	learn: 0.1343269	total: 415ms	remaining: 1.71s
195:	learn: 0.1339809	total: 417ms	remaining: 1.71s
196:	learn: 0.1335053	total: 419ms	remaining: 1.71s
197:	learn: 0.1331091	total: 421ms	remaining: 1.71s
198:	learn: 0.1325528	total: 423ms	remaining: 1.7s
199:	learn: 0.1317495	total: 425ms	remaining: 1.7s
200:	learn: 0.1316210	total: 427ms	remaining: 1.7s
201:	learn: 0.1315009	total: 429ms	remaining: 1.7s
202:	learn: 0.1303174	total: 431ms	remaining: 1.69s
203:	learn: 0.1292771	total: 433ms	remaining: 1.69s
204:	learn: 0.1285560	total: 435ms	remaining: 1.69s
205:	learn: 0.1271906	total: 437ms	remaining: 1.68s
206:	learn: 0.1266227	total: 439ms	remaining: 1.68s
207:	learn: 0.1265088	total: 441ms	remaining: 1.68s
208:	learn: 0.1263981	total: 443ms	remaining: 1.68s
209:	learn: 0.1251566	total: 445ms	remaining: 1.68s
210:	learn: 0.1250721	total: 447ms	remaining: 1.67s
211:	learn: 0.1246355	total: 450ms	remaining: 1.67s
212:	learn: 0.1239087	total: 452ms	remaining: 1.67s
213:	learn: 0.1232173	total: 455ms	remaining: 1.67s
214:	learn: 0.1230441	total: 458ms	remaining: 1.67s
215:	learn: 0.1225106	total: 460ms	remaining: 1.67s
216:	learn: 0.1217294	total: 462ms	remaining: 1.67s
217:	learn: 0.1205778	total: 464ms	remaining: 1.67s
218:	learn: 0.1199672	total: 467ms	remaining: 1.66s
219:	learn: 0.1189696	total: 470ms	remaining: 1.66s
220:	learn: 0.1178049	total: 472ms	remaining: 1.66s
221:	learn: 0.1171089	total: 474ms	remaining: 1.66s
222:	learn: 0.1166077	total: 477ms	remaining: 1.66s
223:	learn: 0.1158637	total: 479ms	remaining: 1.66s
224:	learn: 0.1157731	total: 481ms	remaining: 1.66s
225:	learn: 0.1144031	total: 484ms	remaining: 1.66s
226:	learn: 0.1136301	total: 486ms	remaining: 1.65s
227:	learn: 0.1134234	total: 488ms	remaining: 1.65s
228:	learn: 0.1133407	total: 489ms	remaining: 1.65s
229:	learn: 0.1125923	total: 492ms	remaining: 1.65s
230:	learn: 0.1116823	total: 494ms	remaining: 1.65s
231:	learn: 0.1113008	total: 496ms	remaining: 1.64s
232:	learn: 0.1102239	total: 499ms	remaining: 1.64s
233:	learn: 0.1096633	total: 501ms	remaining: 1.64s
234:	learn: 0.1092883	total: 503ms	remaining: 1.64s
235:	learn: 0.1082461	total: 505ms	remaining: 1.63s
236:	learn: 0.1080951	total: 507ms	remaining: 1.63s
237:	learn: 0.1075058	total: 509ms	remaining: 1.63s
238:	learn: 0.1067599	total: 511ms	remaining: 1.63s
239:	learn: 0.1055961	total: 514ms	remaining: 1.63s
240:	learn: 0.1046487	total: 516ms	remaining: 1.62s
241:	learn: 0.1045232	total: 517ms	remaining: 1.62s
242:	learn: 0.1036112	total: 519ms	remaining: 1.62s
243:	learn: 0.1031535	total: 521ms	remaining: 1.61s
244:	learn: 0.1029640	total: 523ms	remaining: 1.61s
245:	learn: 0.1025877	total: 525ms	remaining: 1.61s
246:	learn: 0.1017251	total: 527ms	remaining: 1.61s
247:	learn: 0.1010530	total: 530ms	remaining: 1.6s
248:	learn: 0.1000570	total: 532ms	remaining: 1.6s
249:	learn: 0.0997644	total: 533ms	remaining: 1.6s
250:	learn: 0.0991971	total: 535ms	remaining: 1.6s
251:	learn: 0.0983596	total: 537ms	remaining: 1.59s
252:	learn: 0.0978990	total: 539ms	remaining: 1.59s
253:	learn: 0.0972332	total: 541ms	remaining: 1.59s
254:	learn: 0.0965173	total: 544ms	remaining: 1.59s
255:	learn: 0.0962602	total: 546ms	remaining: 1.59s
256:	learn: 0.0955027	total: 548ms	remaining: 1.58s
257:	learn: 0.0952535	total: 550ms	remaining: 1.58s
258:	learn: 0.0950325	total: 551ms	remaining: 1.58s
259:	learn: 0.0943109	total: 553ms	remaining: 1.57s
260:	learn: 0.0938202	total: 555ms	remaining: 1.57s
261:	learn: 0.0934329	total: 558ms	remaining: 1.57s
262:	learn: 0.0927273	total: 560ms	remaining: 1.57s
263:	learn: 0.0918479	total: 562ms	remaining: 1.57s
264:	learn: 0.0910887	total: 564ms	remaining: 1.56s
265:	learn: 0.0902956	total: 566ms	remaining: 1.56s
266:	learn: 0.0897844	total: 568ms	remaining: 1.56s
267:	learn: 0.0896846	total: 570ms	remaining: 1.56s
268:	learn: 0.0888472	total: 572ms	remaining: 1.55s
269:	learn: 0.0883561	total: 574ms	remaining: 1.55s
270:	learn: 0.0876502	total: 576ms	remaining: 1.55s
271:	learn: 0.0871839	total: 578ms	remaining: 1.55s
272:	learn: 0.0869633	total: 580ms	remaining: 1.54s
273:	learn: 0.0862106	total: 582ms	remaining: 1.54s
274:	learn: 0.0861561	total: 584ms	remaining: 1.54s
275:	learn: 0.0856416	total: 586ms	remaining: 1.54s
276:	learn: 0.0855581	total: 588ms	remaining: 1.53s
277:	learn: 0.0854566	total: 590ms	remaining: 1.53s
278:	learn: 0.0848443	total: 592ms	remaining: 1.53s
279:	learn: 0.0841492	total: 594ms	remaining: 1.53s
280:	learn: 0.0836282	total: 596ms	remaining: 1.52s
281:	learn: 0.0833463	total: 598ms	remaining: 1.52s
282:	learn: 0.0830843	total: 600ms	remaining: 1.52s
283:	learn: 0.0828922	total: 602ms	remaining: 1.52s
284:	learn: 0.0824887	total: 604ms	remaining: 1.51s
285:	learn: 0.0817194	total: 606ms	remaining: 1.51s
286:	learn: 0.0809488	total: 608ms	remaining: 1.51s
287:	learn: 0.0806319	total: 610ms	remaining: 1.51s
288:	learn: 0.0800267	total: 612ms	remaining: 1.5s
289:	learn: 0.0795242	total: 615ms	remaining: 1.5s
290:	learn: 0.0792308	total: 618ms	remaining: 1.5s
291:	learn: 0.0788269	total: 620ms	remaining: 1.5s
292:	learn: 0.0780361	total: 622ms	remaining: 1.5s
293:	learn: 0.0776929	total: 625ms	remaining: 1.5s
294:	learn: 0.0772980	total: 627ms	remaining: 1.5s
295:	learn: 0.0772096	total: 630ms	remaining: 1.5s
296:	learn: 0.0765136	total: 633ms	remaining: 1.5s
297:	learn: 0.0758027	total: 635ms	remaining: 1.5s
298:	learn: 0.0750945	total: 637ms	remaining: 1.49s
299:	learn: 0.0747341	total: 640ms	remaining: 1.49s
300:	learn: 0.0742973	total: 642ms	remaining: 1.49s
301:	learn: 0.0735109	total: 644ms	remaining: 1.49s
302:	learn: 0.0726882	total: 647ms	remaining: 1.49s
303:	learn: 0.0723982	total: 649ms	remaining: 1.49s
304:	learn: 0.0717972	total: 652ms	remaining: 1.49s
305:	learn: 0.0713635	total: 654ms	remaining: 1.48s
306:	learn: 0.0708734	total: 657ms	remaining: 1.48s
307:	learn: 0.0707382	total: 659ms	remaining: 1.48s
308:	learn: 0.0705038	total: 662ms	remaining: 1.48s
309:	learn: 0.0696925	total: 664ms	remaining: 1.48s
310:	learn: 0.0691530	total: 666ms	remaining: 1.48s
311:	learn: 0.0683225	total: 668ms	remaining: 1.47s
312:	learn: 0.0680528	total: 670ms	remaining: 1.47s
313:	learn: 0.0675123	total: 673ms	remaining: 1.47s
314:	learn: 0.0669945	total: 675ms	remaining: 1.47s
315:	learn: 0.0666764	total: 677ms	remaining: 1.47s
316:	learn: 0.0661115	total: 679ms	remaining: 1.46s
317:	learn: 0.0656869	total: 681ms	remaining: 1.46s
318:	learn: 0.0651765	total: 683ms	remaining: 1.46s
319:	learn: 0.0645627	total: 685ms	remaining: 1.46s
320:	learn: 0.0640793	total: 687ms	remaining: 1.45s
321:	learn: 0.0640144	total: 689ms	remaining: 1.45s
322:	learn: 0.0631927	total: 692ms	remaining: 1.45s
323:	learn: 0.0626949	total: 694ms	remaining: 1.45s
324:	learn: 0.0622914	total: 696ms	remaining: 1.45s
325:	learn: 0.0619188	total: 698ms	remaining: 1.44s
326:	learn: 0.0616741	total: 700ms	remaining: 1.44s
327:	learn: 0.0613430	total: 702ms	remaining: 1.44s
328:	learn: 0.0606241	total: 704ms	remaining: 1.44s
329:	learn: 0.0603189	total: 706ms	remaining: 1.43s
330:	learn: 0.0600735	total: 708ms	remaining: 1.43s
331:	learn: 0.0598264	total: 710ms	remaining: 1.43s
332:	learn: 0.0597037	total: 712ms	remaining: 1.43s
333:	learn: 0.0595190	total: 714ms	remaining: 1.42s
334:	learn: 0.0589907	total: 716ms	remaining: 1.42s
335:	learn: 0.0587941	total: 718ms	remaining: 1.42s
336:	learn: 0.0585505	total: 721ms	remaining: 1.42s
337:	learn: 0.0581865	total: 723ms	remaining: 1.42s
338:	learn: 0.0577502	total: 725ms	remaining: 1.41s
339:	learn: 0.0572558	total: 727ms	remaining: 1.41s
340:	learn: 0.0568945	total: 728ms	remaining: 1.41s
341:	learn: 0.0564767	total: 730ms	remaining: 1.41s
342:	learn: 0.0564155	total: 732ms	remaining: 1.4s
343:	learn: 0.0559575	total: 735ms	remaining: 1.4s
344:	learn: 0.0553727	total: 737ms	remaining: 1.4s
345:	learn: 0.0551292	total: 739ms	remaining: 1.4s
346:	learn: 0.0546988	total: 741ms	remaining: 1.39s
347:	learn: 0.0543260	total: 743ms	remaining: 1.39s
348:	learn: 0.0541019	total: 745ms	remaining: 1.39s
349:	learn: 0.0538148	total: 747ms	remaining: 1.39s
350:	learn: 0.0532464	total: 749ms	remaining: 1.39s
351:	learn: 0.0525987	total: 752ms	remaining: 1.38s
352:	learn: 0.0519228	total: 754ms	remaining: 1.38s
353:	learn: 0.0515471	total: 756ms	remaining: 1.38s
354:	learn: 0.0511189	total: 758ms	remaining: 1.38s
355:	learn: 0.0505660	total: 760ms	remaining: 1.37s
356:	learn: 0.0499722	total: 762ms	remaining: 1.37s
357:	learn: 0.0494722	total: 764ms	remaining: 1.37s
358:	learn: 0.0491702	total: 766ms	remaining: 1.37s
359:	learn: 0.0486720	total: 768ms	remaining: 1.36s
360:	learn: 0.0484396	total: 771ms	remaining: 1.36s
361:	learn: 0.0481504	total: 773ms	remaining: 1.36s
362:	learn: 0.0479092	total: 775ms	remaining: 1.36s
363:	learn: 0.0475432	total: 777ms	remaining: 1.36s
364:	learn: 0.0473010	total: 779ms	remaining: 1.35s
365:	learn: 0.0467598	total: 782ms	remaining: 1.35s
366:	learn: 0.0466079	total: 784ms	remaining: 1.35s
367:	learn: 0.0463814	total: 787ms	remaining: 1.35s
368:	learn: 0.0459037	total: 789ms	remaining: 1.35s
369:	learn: 0.0456319	total: 791ms	remaining: 1.35s
370:	learn: 0.0453904	total: 794ms	remaining: 1.34s
371:	learn: 0.0452634	total: 797ms	remaining: 1.34s
372:	learn: 0.0451608	total: 799ms	remaining: 1.34s
373:	learn: 0.0449537	total: 801ms	remaining: 1.34s
374:	learn: 0.0446235	total: 803ms	remaining: 1.34s
375:	learn: 0.0444262	total: 806ms	remaining: 1.34s
376:	learn: 0.0442319	total: 808ms	remaining: 1.33s
377:	learn: 0.0437418	total: 811ms	remaining: 1.33s
378:	learn: 0.0432452	total: 813ms	remaining: 1.33s
379:	learn: 0.0432011	total: 815ms	remaining: 1.33s
380:	learn: 0.0430772	total: 818ms	remaining: 1.33s
381:	learn: 0.0428362	total: 820ms	remaining: 1.33s
382:	learn: 0.0426290	total: 822ms	remaining: 1.32s
383:	learn: 0.0423477	total: 825ms	remaining: 1.32s
384:	learn: 0.0422320	total: 827ms	remaining: 1.32s
385:	learn: 0.0420074	total: 830ms	remaining: 1.32s
386:	learn: 0.0419599	total: 832ms	remaining: 1.32s
387:	learn: 0.0417950	total: 834ms	remaining: 1.31s
388:	learn: 0.0414587	total: 835ms	remaining: 1.31s
389:	learn: 0.0410768	total: 838ms	remaining: 1.31s
390:	learn: 0.0406889	total: 841ms	remaining: 1.31s
391:	learn: 0.0404144	total: 842ms	remaining: 1.31s
392:	learn: 0.0403708	total: 844ms	remaining: 1.3s
393:	learn: 0.0401628	total: 846ms	remaining: 1.3s
394:	learn: 0.0400150	total: 848ms	remaining: 1.3s
395:	learn: 0.0397213	total: 850ms	remaining: 1.3s
396:	learn: 0.0394399	total: 852ms	remaining: 1.29s
397:	learn: 0.0390463	total: 855ms	remaining: 1.29s
398:	learn: 0.0388337	total: 857ms	remaining: 1.29s
399:	learn: 0.0386342	total: 859ms	remaining: 1.29s
400:	learn: 0.0381667	total: 861ms	remaining: 1.29s
401:	learn: 0.0376883	total: 863ms	remaining: 1.28s
402:	learn: 0.0375488	total: 865ms	remaining: 1.28s
403:	learn: 0.0372374	total: 867ms	remaining: 1.28s
404:	learn: 0.0370492	total: 870ms	remaining: 1.28s
405:	learn: 0.0369106	total: 872ms	remaining: 1.27s
406:	learn: 0.0365564	total: 874ms	remaining: 1.27s
407:	learn: 0.0363024	total: 876ms	remaining: 1.27s
408:	learn: 0.0361797	total: 878ms	remaining: 1.27s
409:	learn: 0.0359521	total: 880ms	remaining: 1.27s
410:	learn: 0.0355480	total: 882ms	remaining: 1.26s
411:	learn: 0.0353045	total: 885ms	remaining: 1.26s
412:	learn: 0.0349010	total: 886ms	remaining: 1.26s
413:	learn: 0.0347399	total: 888ms	remaining: 1.26s
414:	learn: 0.0344413	total: 890ms	remaining: 1.25s
415:	learn: 0.0341218	total: 892ms	remaining: 1.25s
416:	learn: 0.0339824	total: 894ms	remaining: 1.25s
417:	learn: 0.0338901	total: 896ms	remaining: 1.25s
418:	learn: 0.0336972	total: 899ms	remaining: 1.25s
419:	learn: 0.0336223	total: 901ms	remaining: 1.24s
420:	learn: 0.0334376	total: 903ms	remaining: 1.24s
421:	learn: 0.0332934	total: 905ms	remaining: 1.24s
422:	learn: 0.0331850	total: 907ms	remaining: 1.24s
423:	learn: 0.0330221	total: 909ms	remaining: 1.23s
424:	learn: 0.0328920	total: 911ms	remaining: 1.23s
425:	learn: 0.0327309	total: 913ms	remaining: 1.23s
426:	learn: 0.0324143	total: 915ms	remaining: 1.23s
427:	learn: 0.0321268	total: 917ms	remaining: 1.23s
428:	learn: 0.0320900	total: 919ms	remaining: 1.22s
429:	learn: 0.0318132	total: 921ms	remaining: 1.22s
430:	learn: 0.0316430	total: 923ms	remaining: 1.22s
431:	learn: 0.0315006	total: 925ms	remaining: 1.22s
432:	learn: 0.0311356	total: 927ms	remaining: 1.21s
433:	learn: 0.0308396	total: 930ms	remaining: 1.21s
434:	learn: 0.0306792	total: 931ms	remaining: 1.21s
435:	learn: 0.0306273	total: 933ms	remaining: 1.21s
436:	learn: 0.0303990	total: 935ms	remaining: 1.21s
437:	learn: 0.0303849	total: 936ms	remaining: 1.2s
438:	learn: 0.0301539	total: 938ms	remaining: 1.2s
439:	learn: 0.0300096	total: 940ms	remaining: 1.2s
440:	learn: 0.0297825	total: 942ms	remaining: 1.19s
441:	learn: 0.0295837	total: 945ms	remaining: 1.19s
442:	learn: 0.0294088	total: 948ms	remaining: 1.19s
443:	learn: 0.0293198	total: 950ms	remaining: 1.19s
444:	learn: 0.0290307	total: 952ms	remaining: 1.19s
445:	learn: 0.0287259	total: 955ms	remaining: 1.19s
446:	learn: 0.0285964	total: 957ms	remaining: 1.18s
447:	learn: 0.0282978	total: 960ms	remaining: 1.18s
448:	learn: 0.0280812	total: 962ms	remaining: 1.18s
449:	learn: 0.0280357	total: 965ms	remaining: 1.18s
450:	learn: 0.0279984	total: 967ms	remaining: 1.18s
451:	learn: 0.0278031	total: 969ms	remaining: 1.18s
452:	learn: 0.0277035	total: 971ms	remaining: 1.17s
453:	learn: 0.0274710	total: 974ms	remaining: 1.17s
454:	learn: 0.0274030	total: 977ms	remaining: 1.17s
455:	learn: 0.0272750	total: 979ms	remaining: 1.17s
456:	learn: 0.0272565	total: 982ms	remaining: 1.17s
457:	learn: 0.0270967	total: 984ms	remaining: 1.16s
458:	learn: 0.0268019	total: 986ms	remaining: 1.16s
459:	learn: 0.0266069	total: 989ms	remaining: 1.16s
460:	learn: 0.0264859	total: 991ms	remaining: 1.16s
461:	learn: 0.0263088	total: 993ms	remaining: 1.16s
462:	learn: 0.0262039	total: 995ms	remaining: 1.15s
463:	learn: 0.0260009	total: 997ms	remaining: 1.15s
464:	learn: 0.0259387	total: 999ms	remaining: 1.15s
465:	learn: 0.0257492	total: 1s	remaining: 1.15s
466:	learn: 0.0256068	total: 1s	remaining: 1.15s
467:	learn: 0.0253460	total: 1.01s	remaining: 1.15s
468:	learn: 0.0253350	total: 1.01s	remaining: 1.14s
469:	learn: 0.0252117	total: 1.01s	remaining: 1.14s
470:	learn: 0.0249800	total: 1.01s	remaining: 1.14s
471:	learn: 0.0247991	total: 1.01s	remaining: 1.14s
472:	learn: 0.0246969	total: 1.02s	remaining: 1.13s
473:	learn: 0.0246438	total: 1.02s	remaining: 1.13s
474:	learn: 0.0244899	total: 1.02s	remaining: 1.13s
475:	learn: 0.0242670	total: 1.02s	remaining: 1.13s
476:	learn: 0.0242290	total: 1.03s	remaining: 1.13s
477:	learn: 0.0241839	total: 1.03s	remaining: 1.12s
478:	learn: 0.0239838	total: 1.03s	remaining: 1.12s
479:	learn: 0.0238307	total: 1.03s	remaining: 1.12s
480:	learn: 0.0236839	total: 1.03s	remaining: 1.12s
481:	learn: 0.0236712	total: 1.04s	remaining: 1.11s
482:	learn: 0.0234802	total: 1.04s	remaining: 1.11s
483:	learn: 0.0232392	total: 1.04s	remaining: 1.11s
484:	learn: 0.0232208	total: 1.04s	remaining: 1.11s
485:	learn: 0.0231731	total: 1.04s	remaining: 1.1s
486:	learn: 0.0230736	total: 1.05s	remaining: 1.1s
487:	learn: 0.0230035	total: 1.05s	remaining: 1.1s
488:	learn: 0.0228095	total: 1.05s	remaining: 1.1s
489:	learn: 0.0227912	total: 1.05s	remaining: 1.09s
490:	learn: 0.0226930	total: 1.05s	remaining: 1.09s
491:	learn: 0.0224981	total: 1.06s	remaining: 1.09s
492:	learn: 0.0222456	total: 1.06s	remaining: 1.09s
493:	learn: 0.0221557	total: 1.06s	remaining: 1.09s
494:	learn: 0.0220638	total: 1.06s	remaining: 1.08s
495:	learn: 0.0218633	total: 1.06s	remaining: 1.08s
496:	learn: 0.0217996	total: 1.07s	remaining: 1.08s
497:	learn: 0.0217019	total: 1.07s	remaining: 1.08s
498:	learn: 0.0216687	total: 1.07s	remaining: 1.07s
499:	learn: 0.0216579	total: 1.07s	remaining: 1.07s
500:	learn: 0.0214443	total: 1.07s	remaining: 1.07s
501:	learn: 0.0212470	total: 1.08s	remaining: 1.07s
502:	learn: 0.0210808	total: 1.08s	remaining: 1.06s
503:	learn: 0.0209879	total: 1.08s	remaining: 1.06s
504:	learn: 0.0208857	total: 1.08s	remaining: 1.06s
505:	learn: 0.0208302	total: 1.08s	remaining: 1.06s
506:	learn: 0.0207600	total: 1.09s	remaining: 1.06s
507:	learn: 0.0205540	total: 1.09s	remaining: 1.05s
508:	learn: 0.0205313	total: 1.09s	remaining: 1.05s
509:	learn: 0.0203629	total: 1.09s	remaining: 1.05s
510:	learn: 0.0203128	total: 1.09s	remaining: 1.05s
511:	learn: 0.0201943	total: 1.1s	remaining: 1.04s
512:	learn: 0.0201460	total: 1.1s	remaining: 1.04s
513:	learn: 0.0200895	total: 1.1s	remaining: 1.04s
514:	learn: 0.0200726	total: 1.1s	remaining: 1.04s
515:	learn: 0.0198317	total: 1.1s	remaining: 1.03s
516:	learn: 0.0197881	total: 1.11s	remaining: 1.03s
517:	learn: 0.0197515	total: 1.11s	remaining: 1.03s
518:	learn: 0.0197006	total: 1.11s	remaining: 1.03s
519:	learn: 0.0196895	total: 1.11s	remaining: 1.03s
520:	learn: 0.0194502	total: 1.11s	remaining: 1.02s
521:	learn: 0.0193574	total: 1.12s	remaining: 1.02s
522:	learn: 0.0191945	total: 1.12s	remaining: 1.02s
523:	learn: 0.0191615	total: 1.12s	remaining: 1.02s
524:	learn: 0.0190278	total: 1.13s	remaining: 1.02s
525:	learn: 0.0189393	total: 1.13s	remaining: 1.01s
526:	learn: 0.0188144	total: 1.13s	remaining: 1.01s
527:	learn: 0.0187693	total: 1.13s	remaining: 1.01s
528:	learn: 0.0186391	total: 1.13s	remaining: 1.01s
529:	learn: 0.0185373	total: 1.14s	remaining: 1.01s
530:	learn: 0.0184436	total: 1.14s	remaining: 1.01s
531:	learn: 0.0183251	total: 1.14s	remaining: 1s
532:	learn: 0.0181620	total: 1.14s	remaining: 1s
533:	learn: 0.0181087	total: 1.15s	remaining: 1s
534:	learn: 0.0180727	total: 1.15s	remaining: 998ms
535:	learn: 0.0179049	total: 1.15s	remaining: 996ms
536:	learn: 0.0178509	total: 1.15s	remaining: 994ms
537:	learn: 0.0177794	total: 1.16s	remaining: 993ms
538:	learn: 0.0176247	total: 1.16s	remaining: 991ms
539:	learn: 0.0175436	total: 1.16s	remaining: 988ms
540:	learn: 0.0175167	total: 1.16s	remaining: 986ms
541:	learn: 0.0174508	total: 1.16s	remaining: 984ms
542:	learn: 0.0174077	total: 1.17s	remaining: 982ms
543:	learn: 0.0172709	total: 1.17s	remaining: 980ms
544:	learn: 0.0171968	total: 1.17s	remaining: 978ms
545:	learn: 0.0171009	total: 1.17s	remaining: 976ms
546:	learn: 0.0170906	total: 1.18s	remaining: 973ms
547:	learn: 0.0170223	total: 1.18s	remaining: 971ms
548:	learn: 0.0168359	total: 1.18s	remaining: 969ms
549:	learn: 0.0167603	total: 1.18s	remaining: 967ms
550:	learn: 0.0166767	total: 1.18s	remaining: 965ms
551:	learn: 0.0165733	total: 1.19s	remaining: 962ms
552:	learn: 0.0164233	total: 1.19s	remaining: 960ms
553:	learn: 0.0163561	total: 1.19s	remaining: 958ms
554:	learn: 0.0162969	total: 1.19s	remaining: 955ms
555:	learn: 0.0161692	total: 1.19s	remaining: 953ms
556:	learn: 0.0161311	total: 1.2s	remaining: 951ms
557:	learn: 0.0160077	total: 1.2s	remaining: 949ms
558:	learn: 0.0159713	total: 1.2s	remaining: 946ms
559:	learn: 0.0158931	total: 1.2s	remaining: 944ms
560:	learn: 0.0157224	total: 1.2s	remaining: 942ms
561:	learn: 0.0155834	total: 1.21s	remaining: 940ms
562:	learn: 0.0154875	total: 1.21s	remaining: 937ms
563:	learn: 0.0154248	total: 1.21s	remaining: 935ms
564:	learn: 0.0153629	total: 1.21s	remaining: 933ms
565:	learn: 0.0153281	total: 1.21s	remaining: 931ms
566:	learn: 0.0153085	total: 1.22s	remaining: 929ms
567:	learn: 0.0152836	total: 1.22s	remaining: 926ms
568:	learn: 0.0151401	total: 1.22s	remaining: 924ms
569:	learn: 0.0150337	total: 1.22s	remaining: 922ms
570:	learn: 0.0149419	total: 1.22s	remaining: 920ms
571:	learn: 0.0149142	total: 1.23s	remaining: 918ms
572:	learn: 0.0147828	total: 1.23s	remaining: 916ms
573:	learn: 0.0147622	total: 1.23s	remaining: 913ms
574:	learn: 0.0147308	total: 1.23s	remaining: 911ms
575:	learn: 0.0146359	total: 1.23s	remaining: 909ms
576:	learn: 0.0145061	total: 1.24s	remaining: 906ms
577:	learn: 0.0144144	total: 1.24s	remaining: 904ms
578:	learn: 0.0143247	total: 1.24s	remaining: 902ms
579:	learn: 0.0142663	total: 1.24s	remaining: 900ms
580:	learn: 0.0141350	total: 1.24s	remaining: 898ms
581:	learn: 0.0141076	total: 1.25s	remaining: 895ms
582:	learn: 0.0140197	total: 1.25s	remaining: 893ms
583:	learn: 0.0138702	total: 1.25s	remaining: 891ms
584:	learn: 0.0137590	total: 1.25s	remaining: 889ms
585:	learn: 0.0136259	total: 1.25s	remaining: 887ms
586:	learn: 0.0135087	total: 1.26s	remaining: 885ms
587:	learn: 0.0134777	total: 1.26s	remaining: 883ms
588:	learn: 0.0133931	total: 1.26s	remaining: 880ms
589:	learn: 0.0133035	total: 1.26s	remaining: 878ms
590:	learn: 0.0132839	total: 1.26s	remaining: 876ms
591:	learn: 0.0132379	total: 1.27s	remaining: 873ms
592:	learn: 0.0130943	total: 1.27s	remaining: 871ms
593:	learn: 0.0129921	total: 1.27s	remaining: 869ms
594:	learn: 0.0129664	total: 1.27s	remaining: 867ms
595:	learn: 0.0129195	total: 1.27s	remaining: 865ms
596:	learn: 0.0128397	total: 1.28s	remaining: 862ms
597:	learn: 0.0127061	total: 1.28s	remaining: 860ms
598:	learn: 0.0126247	total: 1.28s	remaining: 858ms
599:	learn: 0.0125339	total: 1.28s	remaining: 856ms
600:	learn: 0.0124674	total: 1.29s	remaining: 855ms
601:	learn: 0.0124149	total: 1.29s	remaining: 853ms
602:	learn: 0.0122948	total: 1.29s	remaining: 851ms
603:	learn: 0.0122305	total: 1.29s	remaining: 849ms
604:	learn: 0.0121570	total: 1.3s	remaining: 847ms
605:	learn: 0.0121314	total: 1.3s	remaining: 845ms
606:	learn: 0.0120102	total: 1.3s	remaining: 844ms
607:	learn: 0.0118931	total: 1.3s	remaining: 842ms
608:	learn: 0.0118290	total: 1.31s	remaining: 839ms
609:	learn: 0.0117682	total: 1.31s	remaining: 837ms
610:	learn: 0.0117406	total: 1.31s	remaining: 835ms
611:	learn: 0.0116743	total: 1.31s	remaining: 833ms
612:	learn: 0.0115719	total: 1.32s	remaining: 832ms
613:	learn: 0.0115231	total: 1.32s	remaining: 830ms
614:	learn: 0.0114571	total: 1.32s	remaining: 828ms
615:	learn: 0.0114126	total: 1.32s	remaining: 825ms
616:	learn: 0.0113101	total: 1.33s	remaining: 823ms
617:	learn: 0.0112774	total: 1.33s	remaining: 821ms
618:	learn: 0.0112513	total: 1.33s	remaining: 820ms
619:	learn: 0.0111416	total: 1.33s	remaining: 818ms
620:	learn: 0.0111248	total: 1.34s	remaining: 816ms
621:	learn: 0.0110612	total: 1.34s	remaining: 814ms
622:	learn: 0.0109984	total: 1.34s	remaining: 812ms
623:	learn: 0.0109139	total: 1.34s	remaining: 810ms
624:	learn: 0.0108985	total: 1.35s	remaining: 808ms
625:	learn: 0.0108374	total: 1.35s	remaining: 806ms
626:	learn: 0.0108036	total: 1.35s	remaining: 804ms
627:	learn: 0.0107126	total: 1.35s	remaining: 801ms
628:	learn: 0.0106814	total: 1.35s	remaining: 799ms
629:	learn: 0.0106751	total: 1.36s	remaining: 797ms
630:	learn: 0.0106026	total: 1.36s	remaining: 794ms
631:	learn: 0.0104749	total: 1.36s	remaining: 793ms
632:	learn: 0.0104414	total: 1.36s	remaining: 791ms
633:	learn: 0.0104156	total: 1.36s	remaining: 788ms
634:	learn: 0.0103838	total: 1.37s	remaining: 786ms
635:	learn: 0.0103664	total: 1.37s	remaining: 784ms
636:	learn: 0.0103309	total: 1.37s	remaining: 782ms
637:	learn: 0.0102628	total: 1.37s	remaining: 779ms
638:	learn: 0.0101994	total: 1.38s	remaining: 777ms
639:	learn: 0.0101589	total: 1.38s	remaining: 775ms
640:	learn: 0.0100666	total: 1.38s	remaining: 773ms
641:	learn: 0.0100398	total: 1.38s	remaining: 771ms
642:	learn: 0.0100319	total: 1.38s	remaining: 768ms
643:	learn: 0.0099774	total: 1.39s	remaining: 766ms
644:	learn: 0.0099216	total: 1.39s	remaining: 764ms
645:	learn: 0.0098730	total: 1.39s	remaining: 762ms
646:	learn: 0.0098560	total: 1.39s	remaining: 759ms
647:	learn: 0.0097851	total: 1.39s	remaining: 757ms
648:	learn: 0.0097209	total: 1.4s	remaining: 755ms
649:	learn: 0.0097037	total: 1.4s	remaining: 753ms
650:	learn: 0.0096097	total: 1.4s	remaining: 750ms
651:	learn: 0.0095552	total: 1.4s	remaining: 748ms
652:	learn: 0.0094736	total: 1.4s	remaining: 746ms
653:	learn: 0.0094380	total: 1.41s	remaining: 744ms
654:	learn: 0.0094238	total: 1.41s	remaining: 742ms
655:	learn: 0.0094030	total: 1.41s	remaining: 740ms
656:	learn: 0.0093596	total: 1.41s	remaining: 737ms
657:	learn: 0.0092794	total: 1.41s	remaining: 735ms
658:	learn: 0.0092222	total: 1.42s	remaining: 733ms
659:	learn: 0.0091667	total: 1.42s	remaining: 731ms
660:	learn: 0.0090869	total: 1.42s	remaining: 729ms
661:	learn: 0.0090574	total: 1.42s	remaining: 727ms
662:	learn: 0.0090000	total: 1.42s	remaining: 724ms
663:	learn: 0.0089245	total: 1.43s	remaining: 722ms
664:	learn: 0.0088908	total: 1.43s	remaining: 720ms
665:	learn: 0.0088397	total: 1.43s	remaining: 718ms
666:	learn: 0.0088032	total: 1.43s	remaining: 715ms
667:	learn: 0.0087594	total: 1.44s	remaining: 714ms
668:	learn: 0.0086833	total: 1.44s	remaining: 711ms
669:	learn: 0.0086316	total: 1.44s	remaining: 709ms
670:	learn: 0.0086127	total: 1.44s	remaining: 707ms
671:	learn: 0.0085657	total: 1.44s	remaining: 704ms
672:	learn: 0.0085272	total: 1.45s	remaining: 702ms
673:	learn: 0.0085116	total: 1.45s	remaining: 700ms
674:	learn: 0.0084568	total: 1.45s	remaining: 699ms
675:	learn: 0.0084115	total: 1.45s	remaining: 697ms
676:	learn: 0.0083987	total: 1.46s	remaining: 695ms
677:	learn: 0.0083289	total: 1.46s	remaining: 693ms
678:	learn: 0.0083171	total: 1.46s	remaining: 691ms
679:	learn: 0.0082862	total: 1.46s	remaining: 688ms
680:	learn: 0.0082177	total: 1.47s	remaining: 687ms
681:	learn: 0.0081677	total: 1.47s	remaining: 685ms
682:	learn: 0.0081579	total: 1.47s	remaining: 683ms
683:	learn: 0.0081251	total: 1.47s	remaining: 680ms
684:	learn: 0.0080680	total: 1.48s	remaining: 678ms
685:	learn: 0.0080197	total: 1.48s	remaining: 676ms
686:	learn: 0.0080057	total: 1.48s	remaining: 674ms
687:	learn: 0.0079860	total: 1.48s	remaining: 672ms
688:	learn: 0.0079701	total: 1.48s	remaining: 670ms
689:	learn: 0.0079418	total: 1.49s	remaining: 668ms
690:	learn: 0.0078692	total: 1.49s	remaining: 666ms
691:	learn: 0.0078640	total: 1.49s	remaining: 664ms
692:	learn: 0.0078411	total: 1.5s	remaining: 663ms
693:	learn: 0.0078020	total: 1.5s	remaining: 660ms
694:	learn: 0.0077162	total: 1.5s	remaining: 658ms
695:	learn: 0.0076647	total: 1.5s	remaining: 656ms
696:	learn: 0.0075940	total: 1.5s	remaining: 654ms
697:	learn: 0.0075462	total: 1.5s	remaining: 651ms
698:	learn: 0.0075050	total: 1.51s	remaining: 649ms
699:	learn: 0.0074554	total: 1.51s	remaining: 648ms
700:	learn: 0.0073890	total: 1.51s	remaining: 645ms
701:	learn: 0.0073802	total: 1.51s	remaining: 643ms
702:	learn: 0.0073533	total: 1.52s	remaining: 641ms
703:	learn: 0.0073043	total: 1.52s	remaining: 639ms
704:	learn: 0.0072614	total: 1.52s	remaining: 636ms
705:	learn: 0.0072058	total: 1.52s	remaining: 634ms
706:	learn: 0.0071312	total: 1.52s	remaining: 632ms
707:	learn: 0.0070622	total: 1.53s	remaining: 630ms
708:	learn: 0.0070202	total: 1.53s	remaining: 627ms
709:	learn: 0.0069676	total: 1.53s	remaining: 625ms
710:	learn: 0.0069404	total: 1.53s	remaining: 623ms
711:	learn: 0.0069215	total: 1.53s	remaining: 621ms
712:	learn: 0.0068661	total: 1.54s	remaining: 619ms
713:	learn: 0.0068492	total: 1.54s	remaining: 617ms
714:	learn: 0.0067844	total: 1.54s	remaining: 614ms
715:	learn: 0.0067632	total: 1.54s	remaining: 612ms
716:	learn: 0.0067352	total: 1.54s	remaining: 610ms
717:	learn: 0.0066925	total: 1.55s	remaining: 608ms
718:	learn: 0.0066675	total: 1.55s	remaining: 605ms
719:	learn: 0.0066280	total: 1.55s	remaining: 603ms
720:	learn: 0.0065962	total: 1.55s	remaining: 601ms
721:	learn: 0.0065687	total: 1.55s	remaining: 599ms
722:	learn: 0.0065498	total: 1.56s	remaining: 597ms
723:	learn: 0.0065385	total: 1.56s	remaining: 595ms
724:	learn: 0.0065125	total: 1.56s	remaining: 592ms
725:	learn: 0.0064738	total: 1.56s	remaining: 590ms
726:	learn: 0.0064607	total: 1.57s	remaining: 588ms
727:	learn: 0.0063958	total: 1.57s	remaining: 586ms
728:	learn: 0.0063659	total: 1.57s	remaining: 584ms
729:	learn: 0.0063289	total: 1.57s	remaining: 582ms
730:	learn: 0.0062903	total: 1.57s	remaining: 580ms
731:	learn: 0.0062574	total: 1.58s	remaining: 577ms
732:	learn: 0.0062401	total: 1.58s	remaining: 575ms
733:	learn: 0.0061964	total: 1.58s	remaining: 573ms
734:	learn: 0.0061803	total: 1.58s	remaining: 571ms
735:	learn: 0.0061615	total: 1.58s	remaining: 569ms
736:	learn: 0.0060915	total: 1.59s	remaining: 567ms
737:	learn: 0.0060769	total: 1.59s	remaining: 564ms
738:	learn: 0.0060544	total: 1.59s	remaining: 562ms
739:	learn: 0.0060453	total: 1.59s	remaining: 560ms
740:	learn: 0.0060109	total: 1.59s	remaining: 558ms
741:	learn: 0.0059973	total: 1.6s	remaining: 556ms
742:	learn: 0.0059843	total: 1.6s	remaining: 553ms
743:	learn: 0.0059620	total: 1.6s	remaining: 551ms
744:	learn: 0.0058996	total: 1.6s	remaining: 549ms
745:	learn: 0.0058577	total: 1.6s	remaining: 547ms
746:	learn: 0.0058130	total: 1.61s	remaining: 545ms
747:	learn: 0.0057916	total: 1.61s	remaining: 542ms
748:	learn: 0.0057798	total: 1.61s	remaining: 540ms
749:	learn: 0.0057513	total: 1.61s	remaining: 538ms
750:	learn: 0.0056966	total: 1.62s	remaining: 536ms
751:	learn: 0.0056900	total: 1.62s	remaining: 534ms
752:	learn: 0.0056576	total: 1.62s	remaining: 532ms
753:	learn: 0.0056020	total: 1.62s	remaining: 530ms
754:	learn: 0.0055827	total: 1.63s	remaining: 528ms
755:	learn: 0.0055373	total: 1.63s	remaining: 526ms
756:	learn: 0.0054966	total: 1.63s	remaining: 523ms
757:	learn: 0.0054731	total: 1.63s	remaining: 521ms
758:	learn: 0.0054453	total: 1.64s	remaining: 519ms
759:	learn: 0.0054350	total: 1.64s	remaining: 517ms
760:	learn: 0.0053908	total: 1.64s	remaining: 515ms
761:	learn: 0.0053474	total: 1.64s	remaining: 513ms
762:	learn: 0.0053180	total: 1.65s	remaining: 511ms
763:	learn: 0.0052625	total: 1.65s	remaining: 509ms
764:	learn: 0.0052430	total: 1.65s	remaining: 507ms
765:	learn: 0.0052180	total: 1.65s	remaining: 505ms
766:	learn: 0.0051809	total: 1.65s	remaining: 503ms
767:	learn: 0.0051426	total: 1.66s	remaining: 501ms
768:	learn: 0.0051169	total: 1.66s	remaining: 499ms
769:	learn: 0.0051070	total: 1.66s	remaining: 496ms
770:	learn: 0.0050813	total: 1.66s	remaining: 494ms
771:	learn: 0.0050511	total: 1.67s	remaining: 492ms
772:	learn: 0.0050240	total: 1.67s	remaining: 490ms
773:	learn: 0.0049984	total: 1.67s	remaining: 487ms
774:	learn: 0.0049858	total: 1.67s	remaining: 486ms
775:	learn: 0.0049797	total: 1.67s	remaining: 483ms
776:	learn: 0.0049503	total: 1.68s	remaining: 481ms
777:	learn: 0.0049262	total: 1.68s	remaining: 479ms
778:	learn: 0.0048923	total: 1.68s	remaining: 477ms
779:	learn: 0.0048665	total: 1.68s	remaining: 475ms
780:	learn: 0.0048037	total: 1.68s	remaining: 472ms
781:	learn: 0.0047861	total: 1.69s	remaining: 470ms
782:	learn: 0.0047639	total: 1.69s	remaining: 468ms
783:	learn: 0.0047611	total: 1.69s	remaining: 466ms
784:	learn: 0.0047214	total: 1.69s	remaining: 464ms
785:	learn: 0.0047194	total: 1.7s	remaining: 462ms
786:	learn: 0.0046864	total: 1.7s	remaining: 459ms
787:	learn: 0.0046654	total: 1.7s	remaining: 457ms
788:	learn: 0.0046316	total: 1.7s	remaining: 455ms
789:	learn: 0.0045978	total: 1.7s	remaining: 453ms
790:	learn: 0.0045758	total: 1.71s	remaining: 451ms
791:	learn: 0.0045264	total: 1.71s	remaining: 448ms
792:	learn: 0.0045136	total: 1.71s	remaining: 446ms
793:	learn: 0.0045073	total: 1.71s	remaining: 444ms
794:	learn: 0.0044856	total: 1.71s	remaining: 442ms
795:	learn: 0.0044832	total: 1.72s	remaining: 440ms
796:	learn: 0.0044397	total: 1.72s	remaining: 438ms
797:	learn: 0.0044154	total: 1.72s	remaining: 435ms
798:	learn: 0.0043849	total: 1.72s	remaining: 433ms
799:	learn: 0.0043659	total: 1.72s	remaining: 431ms
800:	learn: 0.0043336	total: 1.73s	remaining: 429ms
801:	learn: 0.0043141	total: 1.73s	remaining: 426ms
802:	learn: 0.0042686	total: 1.73s	remaining: 424ms
803:	learn: 0.0042577	total: 1.73s	remaining: 422ms
804:	learn: 0.0042252	total: 1.73s	remaining: 420ms
805:	learn: 0.0041900	total: 1.74s	remaining: 418ms
806:	learn: 0.0041536	total: 1.74s	remaining: 416ms
807:	learn: 0.0041196	total: 1.74s	remaining: 413ms
808:	learn: 0.0041116	total: 1.74s	remaining: 411ms
809:	learn: 0.0040960	total: 1.74s	remaining: 409ms
810:	learn: 0.0040692	total: 1.75s	remaining: 407ms
811:	learn: 0.0040524	total: 1.75s	remaining: 405ms
812:	learn: 0.0040327	total: 1.75s	remaining: 402ms
813:	learn: 0.0040156	total: 1.75s	remaining: 400ms
814:	learn: 0.0039954	total: 1.75s	remaining: 398ms
815:	learn: 0.0039564	total: 1.75s	remaining: 396ms
816:	learn: 0.0039390	total: 1.76s	remaining: 394ms
817:	learn: 0.0038984	total: 1.76s	remaining: 391ms
818:	learn: 0.0038922	total: 1.76s	remaining: 389ms
819:	learn: 0.0038863	total: 1.76s	remaining: 387ms
820:	learn: 0.0038505	total: 1.76s	remaining: 385ms
821:	learn: 0.0038163	total: 1.77s	remaining: 383ms
822:	learn: 0.0038083	total: 1.77s	remaining: 381ms
823:	learn: 0.0037940	total: 1.77s	remaining: 378ms
824:	learn: 0.0037609	total: 1.77s	remaining: 376ms
825:	learn: 0.0037561	total: 1.77s	remaining: 374ms
826:	learn: 0.0037484	total: 1.78s	remaining: 372ms
827:	learn: 0.0037264	total: 1.78s	remaining: 370ms
828:	learn: 0.0037168	total: 1.78s	remaining: 368ms
829:	learn: 0.0036819	total: 1.78s	remaining: 365ms
830:	learn: 0.0036796	total: 1.79s	remaining: 363ms
831:	learn: 0.0036711	total: 1.79s	remaining: 361ms
832:	learn: 0.0036561	total: 1.79s	remaining: 359ms
833:	learn: 0.0036398	total: 1.79s	remaining: 357ms
834:	learn: 0.0036139	total: 1.8s	remaining: 355ms
835:	learn: 0.0036004	total: 1.8s	remaining: 353ms
836:	learn: 0.0035879	total: 1.8s	remaining: 351ms
837:	learn: 0.0035854	total: 1.8s	remaining: 349ms
838:	learn: 0.0035731	total: 1.81s	remaining: 347ms
839:	learn: 0.0035672	total: 1.81s	remaining: 345ms
840:	learn: 0.0035600	total: 1.81s	remaining: 342ms
841:	learn: 0.0035553	total: 1.81s	remaining: 340ms
842:	learn: 0.0035395	total: 1.81s	remaining: 338ms
843:	learn: 0.0035319	total: 1.82s	remaining: 336ms
844:	learn: 0.0035272	total: 1.82s	remaining: 334ms
845:	learn: 0.0035214	total: 1.82s	remaining: 332ms
846:	learn: 0.0035137	total: 1.82s	remaining: 330ms
847:	learn: 0.0035080	total: 1.83s	remaining: 328ms
848:	learn: 0.0034924	total: 1.83s	remaining: 325ms
849:	learn: 0.0034903	total: 1.83s	remaining: 323ms
850:	learn: 0.0034629	total: 1.83s	remaining: 321ms
851:	learn: 0.0034588	total: 1.84s	remaining: 319ms
852:	learn: 0.0034542	total: 1.84s	remaining: 317ms
853:	learn: 0.0034520	total: 1.84s	remaining: 315ms
854:	learn: 0.0034360	total: 1.84s	remaining: 313ms
855:	learn: 0.0034209	total: 1.84s	remaining: 310ms
856:	learn: 0.0034040	total: 1.85s	remaining: 308ms
857:	learn: 0.0033782	total: 1.85s	remaining: 306ms
858:	learn: 0.0033593	total: 1.85s	remaining: 304ms
859:	learn: 0.0033315	total: 1.85s	remaining: 302ms
860:	learn: 0.0033277	total: 1.86s	remaining: 300ms
861:	learn: 0.0033252	total: 1.86s	remaining: 297ms
862:	learn: 0.0033229	total: 1.86s	remaining: 295ms
863:	learn: 0.0033085	total: 1.86s	remaining: 293ms
864:	learn: 0.0032945	total: 1.86s	remaining: 291ms
865:	learn: 0.0032630	total: 1.87s	remaining: 289ms
866:	learn: 0.0032608	total: 1.87s	remaining: 287ms
867:	learn: 0.0032445	total: 1.87s	remaining: 284ms
868:	learn: 0.0032305	total: 1.87s	remaining: 282ms
869:	learn: 0.0032125	total: 1.87s	remaining: 280ms
870:	learn: 0.0032014	total: 1.88s	remaining: 278ms
871:	learn: 0.0031818	total: 1.88s	remaining: 276ms
872:	learn: 0.0031574	total: 1.88s	remaining: 274ms
873:	learn: 0.0031293	total: 1.88s	remaining: 271ms
874:	learn: 0.0031094	total: 1.88s	remaining: 269ms
875:	learn: 0.0030999	total: 1.89s	remaining: 267ms
876:	learn: 0.0030974	total: 1.89s	remaining: 265ms
877:	learn: 0.0030958	total: 1.89s	remaining: 263ms
878:	learn: 0.0030893	total: 1.89s	remaining: 261ms
879:	learn: 0.0030846	total: 1.9s	remaining: 258ms
880:	learn: 0.0030656	total: 1.9s	remaining: 256ms
881:	learn: 0.0030455	total: 1.9s	remaining: 254ms
882:	learn: 0.0030440	total: 1.9s	remaining: 252ms
883:	learn: 0.0030232	total: 1.9s	remaining: 250ms
884:	learn: 0.0030095	total: 1.9s	remaining: 247ms
885:	learn: 0.0029972	total: 1.91s	remaining: 245ms
886:	learn: 0.0029956	total: 1.91s	remaining: 243ms
887:	learn: 0.0029915	total: 1.91s	remaining: 241ms
888:	learn: 0.0029860	total: 1.91s	remaining: 239ms
889:	learn: 0.0029823	total: 1.91s	remaining: 237ms
890:	learn: 0.0029600	total: 1.92s	remaining: 234ms
891:	learn: 0.0029514	total: 1.92s	remaining: 232ms
892:	learn: 0.0029472	total: 1.92s	remaining: 230ms
893:	learn: 0.0029452	total: 1.92s	remaining: 228ms
894:	learn: 0.0029291	total: 1.93s	remaining: 226ms
895:	learn: 0.0029045	total: 1.93s	remaining: 224ms
896:	learn: 0.0028780	total: 1.93s	remaining: 222ms
897:	learn: 0.0028763	total: 1.93s	remaining: 219ms
898:	learn: 0.0028713	total: 1.93s	remaining: 217ms
899:	learn: 0.0028661	total: 1.94s	remaining: 215ms
900:	learn: 0.0028582	total: 1.94s	remaining: 213ms
901:	learn: 0.0028548	total: 1.94s	remaining: 211ms
902:	learn: 0.0028235	total: 1.94s	remaining: 209ms
903:	learn: 0.0028182	total: 1.94s	remaining: 206ms
904:	learn: 0.0028155	total: 1.95s	remaining: 204ms
905:	learn: 0.0028126	total: 1.95s	remaining: 202ms
906:	learn: 0.0027835	total: 1.95s	remaining: 200ms
907:	learn: 0.0027612	total: 1.95s	remaining: 198ms
908:	learn: 0.0027441	total: 1.96s	remaining: 196ms
909:	learn: 0.0027320	total: 1.96s	remaining: 194ms
910:	learn: 0.0027103	total: 1.96s	remaining: 192ms
911:	learn: 0.0026936	total: 1.96s	remaining: 189ms
912:	learn: 0.0026619	total: 1.96s	remaining: 187ms
913:	learn: 0.0026534	total: 1.97s	remaining: 185ms
914:	learn: 0.0026513	total: 1.97s	remaining: 183ms
915:	learn: 0.0026465	total: 1.97s	remaining: 181ms
916:	learn: 0.0026333	total: 1.97s	remaining: 179ms
917:	learn: 0.0026295	total: 1.98s	remaining: 177ms
918:	learn: 0.0026099	total: 1.98s	remaining: 174ms
919:	learn: 0.0026089	total: 1.98s	remaining: 172ms
920:	learn: 0.0025946	total: 1.98s	remaining: 170ms
921:	learn: 0.0025888	total: 1.99s	remaining: 168ms
922:	learn: 0.0025695	total: 1.99s	remaining: 166ms
923:	learn: 0.0025486	total: 1.99s	remaining: 164ms
924:	learn: 0.0025385	total: 1.99s	remaining: 162ms
925:	learn: 0.0025245	total: 2s	remaining: 160ms
926:	learn: 0.0025226	total: 2s	remaining: 157ms
927:	learn: 0.0025172	total: 2s	remaining: 155ms
928:	learn: 0.0025139	total: 2s	remaining: 153ms
929:	learn: 0.0025073	total: 2s	remaining: 151ms
930:	learn: 0.0024855	total: 2s	remaining: 149ms
931:	learn: 0.0024624	total: 2.01s	remaining: 146ms
932:	learn: 0.0024576	total: 2.01s	remaining: 144ms
933:	learn: 0.0024402	total: 2.01s	remaining: 142ms
934:	learn: 0.0024361	total: 2.01s	remaining: 140ms
935:	learn: 0.0024301	total: 2.02s	remaining: 138ms
936:	learn: 0.0024099	total: 2.02s	remaining: 136ms
937:	learn: 0.0024008	total: 2.02s	remaining: 134ms
938:	learn: 0.0023773	total: 2.02s	remaining: 131ms
939:	learn: 0.0023681	total: 2.02s	remaining: 129ms
940:	learn: 0.0023510	total: 2.03s	remaining: 127ms
941:	learn: 0.0023298	total: 2.03s	remaining: 125ms
942:	learn: 0.0023200	total: 2.03s	remaining: 123ms
943:	learn: 0.0023147	total: 2.03s	remaining: 121ms
944:	learn: 0.0023107	total: 2.03s	remaining: 118ms
945:	learn: 0.0023058	total: 2.04s	remaining: 116ms
946:	learn: 0.0022895	total: 2.04s	remaining: 114ms
947:	learn: 0.0022865	total: 2.04s	remaining: 112ms
948:	learn: 0.0022806	total: 2.04s	remaining: 110ms
949:	learn: 0.0022695	total: 2.04s	remaining: 108ms
950:	learn: 0.0022555	total: 2.05s	remaining: 105ms
951:	learn: 0.0022385	total: 2.05s	remaining: 103ms
952:	learn: 0.0022369	total: 2.05s	remaining: 101ms
953:	learn: 0.0022197	total: 2.05s	remaining: 99ms
954:	learn: 0.0022165	total: 2.06s	remaining: 96.9ms
955:	learn: 0.0021980	total: 2.06s	remaining: 94.7ms
956:	learn: 0.0021784	total: 2.06s	remaining: 92.5ms
957:	learn: 0.0021591	total: 2.06s	remaining: 90.4ms
958:	learn: 0.0021473	total: 2.06s	remaining: 88.2ms
959:	learn: 0.0021437	total: 2.06s	remaining: 86ms
960:	learn: 0.0021194	total: 2.07s	remaining: 83.9ms
961:	learn: 0.0021054	total: 2.07s	remaining: 81.7ms
962:	learn: 0.0021028	total: 2.07s	remaining: 79.6ms
963:	learn: 0.0020957	total: 2.07s	remaining: 77.4ms
964:	learn: 0.0020784	total: 2.08s	remaining: 75.3ms
965:	learn: 0.0020711	total: 2.08s	remaining: 73.1ms
966:	learn: 0.0020674	total: 2.08s	remaining: 71ms
967:	learn: 0.0020552	total: 2.08s	remaining: 68.8ms
968:	learn: 0.0020514	total: 2.08s	remaining: 66.6ms
969:	learn: 0.0020428	total: 2.08s	remaining: 64.5ms
970:	learn: 0.0020391	total: 2.09s	remaining: 62.3ms
971:	learn: 0.0020362	total: 2.09s	remaining: 60.2ms
972:	learn: 0.0020337	total: 2.09s	remaining: 58ms
973:	learn: 0.0020266	total: 2.09s	remaining: 55.9ms
974:	learn: 0.0020200	total: 2.1s	remaining: 53.7ms
975:	learn: 0.0020135	total: 2.1s	remaining: 51.6ms
976:	learn: 0.0019958	total: 2.1s	remaining: 49.4ms
977:	learn: 0.0019815	total: 2.1s	remaining: 47.3ms
978:	learn: 0.0019787	total: 2.1s	remaining: 45.1ms
979:	learn: 0.0019646	total: 2.1s	remaining: 43ms
980:	learn: 0.0019513	total: 2.11s	remaining: 40.8ms
981:	learn: 0.0019467	total: 2.11s	remaining: 38.7ms
982:	learn: 0.0019406	total: 2.11s	remaining: 36.5ms
983:	learn: 0.0019315	total: 2.11s	remaining: 34.4ms
984:	learn: 0.0019226	total: 2.12s	remaining: 32.2ms
985:	learn: 0.0019048	total: 2.12s	remaining: 30.1ms
986:	learn: 0.0019005	total: 2.12s	remaining: 27.9ms
987:	learn: 0.0018997	total: 2.12s	remaining: 25.8ms
988:	learn: 0.0018844	total: 2.13s	remaining: 23.6ms
989:	learn: 0.0018672	total: 2.13s	remaining: 21.5ms
990:	learn: 0.0018561	total: 2.13s	remaining: 19.4ms
991:	learn: 0.0018506	total: 2.13s	remaining: 17.2ms
992:	learn: 0.0018454	total: 2.13s	remaining: 15.1ms
993:	learn: 0.0018310	total: 2.14s	remaining: 12.9ms
994:	learn: 0.0018268	total: 2.14s	remaining: 10.8ms
995:	learn: 0.0018212	total: 2.14s	remaining: 8.6ms
996:	learn: 0.0018107	total: 2.15s	remaining: 6.46ms
997:	learn: 0.0017971	total: 2.15s	remaining: 4.3ms
998:	learn: 0.0017900	total: 2.15s	remaining: 2.15ms
999:	learn: 0.0017828	total: 2.15s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=7, depth=6, total=   2.7s
[CV] learning_rate=0.1, l2_leaf_reg=7, depth=6 .......................
0:	learn: 0.8370382	total: 4.72ms	remaining: 4.71s
1:	learn: 0.8056216	total: 7.67ms	remaining: 3.83s
2:	learn: 0.7768756	total: 10.4ms	remaining: 3.44s
3:	learn: 0.7424550	total: 13.5ms	remaining: 3.36s
4:	learn: 0.7121831	total: 16.3ms	remaining: 3.25s
5:	learn: 0.6827930	total: 20ms	remaining: 3.31s
6:	learn: 0.6630305	total: 22.3ms	remaining: 3.17s
7:	learn: 0.6411837	total: 24.7ms	remaining: 3.06s
8:	learn: 0.6218683	total: 27.1ms	remaining: 2.98s
9:	learn: 0.6085588	total: 28.9ms	remaining: 2.87s
10:	learn: 0.5893517	total: 30.9ms	remaining: 2.78s
11:	learn: 0.5745061	total: 32.9ms	remaining: 2.71s
12:	learn: 0.5607642	total: 35.5ms	remaining: 2.69s
13:	learn: 0.5475926	total: 37.4ms	remaining: 2.64s
14:	learn: 0.5369361	total: 39.4ms	remaining: 2.59s
15:	learn: 0.5240260	total: 41.4ms	remaining: 2.55s
16:	learn: 0.5110460	total: 43.4ms	remaining: 2.51s
17:	learn: 0.4964900	total: 45.5ms	remaining: 2.48s
18:	learn: 0.4849307	total: 47.5ms	remaining: 2.45s
19:	learn: 0.4765238	total: 50.1ms	remaining: 2.46s
20:	learn: 0.4670647	total: 52.2ms	remaining: 2.43s
21:	learn: 0.4576755	total: 54.1ms	remaining: 2.4s
22:	learn: 0.4486658	total: 56.2ms	remaining: 2.39s
23:	learn: 0.4402106	total: 58.2ms	remaining: 2.37s
24:	learn: 0.4322842	total: 60.2ms	remaining: 2.35s
25:	learn: 0.4249283	total: 62.1ms	remaining: 2.33s
26:	learn: 0.4184035	total: 64.7ms	remaining: 2.33s
27:	learn: 0.4119265	total: 66.6ms	remaining: 2.31s
28:	learn: 0.4057713	total: 68.5ms	remaining: 2.29s
29:	learn: 0.4003397	total: 70.3ms	remaining: 2.27s
30:	learn: 0.3954471	total: 72.3ms	remaining: 2.26s
31:	learn: 0.3904365	total: 74.2ms	remaining: 2.24s
32:	learn: 0.3868358	total: 76.2ms	remaining: 2.23s
33:	learn: 0.3830934	total: 78.5ms	remaining: 2.23s
34:	learn: 0.3805773	total: 80.4ms	remaining: 2.22s
35:	learn: 0.3789102	total: 82.2ms	remaining: 2.2s
36:	learn: 0.3754287	total: 84.1ms	remaining: 2.19s
37:	learn: 0.3725933	total: 86.1ms	remaining: 2.18s
38:	learn: 0.3696386	total: 88.1ms	remaining: 2.17s
39:	learn: 0.3683605	total: 90ms	remaining: 2.16s
40:	learn: 0.3645509	total: 91.8ms	remaining: 2.15s
41:	learn: 0.3627232	total: 94.5ms	remaining: 2.15s
42:	learn: 0.3592919	total: 96.4ms	remaining: 2.14s
43:	learn: 0.3550843	total: 98.4ms	remaining: 2.14s
44:	learn: 0.3523108	total: 100ms	remaining: 2.13s
45:	learn: 0.3516910	total: 102ms	remaining: 2.12s
46:	learn: 0.3484391	total: 104ms	remaining: 2.12s
47:	learn: 0.3469539	total: 106ms	remaining: 2.11s
48:	learn: 0.3456315	total: 109ms	remaining: 2.11s
49:	learn: 0.3443978	total: 111ms	remaining: 2.1s
50:	learn: 0.3428403	total: 113ms	remaining: 2.11s
51:	learn: 0.3394642	total: 116ms	remaining: 2.11s
52:	learn: 0.3380125	total: 118ms	remaining: 2.11s
53:	learn: 0.3374324	total: 120ms	remaining: 2.11s
54:	learn: 0.3358372	total: 123ms	remaining: 2.12s
55:	learn: 0.3348884	total: 126ms	remaining: 2.12s
56:	learn: 0.3333463	total: 128ms	remaining: 2.12s
57:	learn: 0.3322330	total: 130ms	remaining: 2.11s
58:	learn: 0.3311476	total: 133ms	remaining: 2.12s
59:	learn: 0.3282902	total: 135ms	remaining: 2.11s
60:	learn: 0.3278735	total: 136ms	remaining: 2.09s
61:	learn: 0.3268078	total: 139ms	remaining: 2.1s
62:	learn: 0.3264902	total: 139ms	remaining: 2.07s
63:	learn: 0.3251671	total: 141ms	remaining: 2.06s
64:	learn: 0.3221459	total: 143ms	remaining: 2.06s
65:	learn: 0.3211585	total: 145ms	remaining: 2.06s
66:	learn: 0.3198547	total: 147ms	remaining: 2.05s
67:	learn: 0.3189782	total: 150ms	remaining: 2.05s
68:	learn: 0.3163874	total: 153ms	remaining: 2.07s
69:	learn: 0.3151803	total: 157ms	remaining: 2.08s
70:	learn: 0.3112699	total: 159ms	remaining: 2.08s
71:	learn: 0.3100731	total: 161ms	remaining: 2.08s
72:	learn: 0.3087764	total: 164ms	remaining: 2.08s
73:	learn: 0.3076796	total: 167ms	remaining: 2.09s
74:	learn: 0.3053306	total: 169ms	remaining: 2.08s
75:	learn: 0.3026064	total: 171ms	remaining: 2.08s
76:	learn: 0.3015799	total: 173ms	remaining: 2.07s
77:	learn: 0.2993700	total: 175ms	remaining: 2.07s
78:	learn: 0.2985238	total: 177ms	remaining: 2.06s
79:	learn: 0.2970278	total: 179ms	remaining: 2.05s
80:	learn: 0.2959731	total: 181ms	remaining: 2.05s
81:	learn: 0.2949523	total: 183ms	remaining: 2.05s
82:	learn: 0.2941791	total: 185ms	remaining: 2.04s
83:	learn: 0.2934470	total: 187ms	remaining: 2.04s
84:	learn: 0.2924871	total: 188ms	remaining: 2.02s
85:	learn: 0.2916870	total: 190ms	remaining: 2.02s
86:	learn: 0.2911900	total: 192ms	remaining: 2.01s
87:	learn: 0.2902357	total: 194ms	remaining: 2.01s
88:	learn: 0.2867011	total: 197ms	remaining: 2.01s
89:	learn: 0.2840273	total: 199ms	remaining: 2.01s
90:	learn: 0.2833004	total: 201ms	remaining: 2s
91:	learn: 0.2826629	total: 202ms	remaining: 2s
92:	learn: 0.2817630	total: 204ms	remaining: 1.99s
93:	learn: 0.2808772	total: 206ms	remaining: 1.99s
94:	learn: 0.2801822	total: 208ms	remaining: 1.98s
95:	learn: 0.2793518	total: 210ms	remaining: 1.98s
96:	learn: 0.2783419	total: 213ms	remaining: 1.98s
97:	learn: 0.2774518	total: 214ms	remaining: 1.97s
98:	learn: 0.2768887	total: 216ms	remaining: 1.97s
99:	learn: 0.2740083	total: 218ms	remaining: 1.96s
100:	learn: 0.2725797	total: 220ms	remaining: 1.96s
101:	learn: 0.2701853	total: 222ms	remaining: 1.96s
102:	learn: 0.2694113	total: 223ms	remaining: 1.95s
103:	learn: 0.2674039	total: 226ms	remaining: 1.94s
104:	learn: 0.2656313	total: 228ms	remaining: 1.94s
105:	learn: 0.2640329	total: 229ms	remaining: 1.94s
106:	learn: 0.2630384	total: 231ms	remaining: 1.93s
107:	learn: 0.2625626	total: 233ms	remaining: 1.93s
108:	learn: 0.2618291	total: 235ms	remaining: 1.92s
109:	learn: 0.2610096	total: 237ms	remaining: 1.92s
110:	learn: 0.2602951	total: 239ms	remaining: 1.91s
111:	learn: 0.2572860	total: 242ms	remaining: 1.91s
112:	learn: 0.2555978	total: 243ms	remaining: 1.91s
113:	learn: 0.2551722	total: 245ms	remaining: 1.91s
114:	learn: 0.2544767	total: 246ms	remaining: 1.89s
115:	learn: 0.2534075	total: 248ms	remaining: 1.89s
116:	learn: 0.2526733	total: 250ms	remaining: 1.89s
117:	learn: 0.2497556	total: 252ms	remaining: 1.88s
118:	learn: 0.2483538	total: 254ms	remaining: 1.88s
119:	learn: 0.2473866	total: 256ms	remaining: 1.88s
120:	learn: 0.2449243	total: 258ms	remaining: 1.87s
121:	learn: 0.2445193	total: 260ms	remaining: 1.87s
122:	learn: 0.2429165	total: 262ms	remaining: 1.87s
123:	learn: 0.2425077	total: 264ms	remaining: 1.86s
124:	learn: 0.2420842	total: 266ms	remaining: 1.86s
125:	learn: 0.2395736	total: 268ms	remaining: 1.86s
126:	learn: 0.2359130	total: 271ms	remaining: 1.86s
127:	learn: 0.2338211	total: 273ms	remaining: 1.86s
128:	learn: 0.2318227	total: 274ms	remaining: 1.85s
129:	learn: 0.2294827	total: 277ms	remaining: 1.85s
130:	learn: 0.2288825	total: 280ms	remaining: 1.85s
131:	learn: 0.2282901	total: 282ms	remaining: 1.85s
132:	learn: 0.2278780	total: 285ms	remaining: 1.86s
133:	learn: 0.2253387	total: 287ms	remaining: 1.86s
134:	learn: 0.2226292	total: 290ms	remaining: 1.86s
135:	learn: 0.2222420	total: 292ms	remaining: 1.85s
136:	learn: 0.2216263	total: 295ms	remaining: 1.85s
137:	learn: 0.2194180	total: 297ms	remaining: 1.85s
138:	learn: 0.2190827	total: 300ms	remaining: 1.86s
139:	learn: 0.2177892	total: 302ms	remaining: 1.85s
140:	learn: 0.2161587	total: 304ms	remaining: 1.85s
141:	learn: 0.2145536	total: 306ms	remaining: 1.85s
142:	learn: 0.2141962	total: 309ms	remaining: 1.85s
143:	learn: 0.2127171	total: 311ms	remaining: 1.85s
144:	learn: 0.2123774	total: 314ms	remaining: 1.85s
145:	learn: 0.2120499	total: 316ms	remaining: 1.85s
146:	learn: 0.2096880	total: 319ms	remaining: 1.85s
147:	learn: 0.2090022	total: 321ms	remaining: 1.85s
148:	learn: 0.2072310	total: 323ms	remaining: 1.84s
149:	learn: 0.2069241	total: 325ms	remaining: 1.84s
150:	learn: 0.2064372	total: 329ms	remaining: 1.85s
151:	learn: 0.2058828	total: 331ms	remaining: 1.84s
152:	learn: 0.2040318	total: 333ms	remaining: 1.84s
153:	learn: 0.2037409	total: 335ms	remaining: 1.84s
154:	learn: 0.2021493	total: 337ms	remaining: 1.83s
155:	learn: 0.2017024	total: 339ms	remaining: 1.83s
156:	learn: 0.2014488	total: 341ms	remaining: 1.83s
157:	learn: 0.2010646	total: 343ms	remaining: 1.83s
158:	learn: 0.1997023	total: 345ms	remaining: 1.83s
159:	learn: 0.1992835	total: 347ms	remaining: 1.82s
160:	learn: 0.1974980	total: 349ms	remaining: 1.82s
161:	learn: 0.1966404	total: 351ms	remaining: 1.82s
162:	learn: 0.1956271	total: 353ms	remaining: 1.81s
163:	learn: 0.1953779	total: 355ms	remaining: 1.81s
164:	learn: 0.1949528	total: 357ms	remaining: 1.81s
165:	learn: 0.1934745	total: 359ms	remaining: 1.8s
166:	learn: 0.1931124	total: 361ms	remaining: 1.8s
167:	learn: 0.1904418	total: 363ms	remaining: 1.8s
168:	learn: 0.1896189	total: 365ms	remaining: 1.79s
169:	learn: 0.1871892	total: 367ms	remaining: 1.79s
170:	learn: 0.1866368	total: 369ms	remaining: 1.79s
171:	learn: 0.1856985	total: 371ms	remaining: 1.78s
172:	learn: 0.1853701	total: 373ms	remaining: 1.78s
173:	learn: 0.1850539	total: 375ms	remaining: 1.78s
174:	learn: 0.1848417	total: 377ms	remaining: 1.78s
175:	learn: 0.1828105	total: 379ms	remaining: 1.77s
176:	learn: 0.1797567	total: 381ms	remaining: 1.77s
177:	learn: 0.1794607	total: 383ms	remaining: 1.77s
178:	learn: 0.1784992	total: 385ms	remaining: 1.77s
179:	learn: 0.1776178	total: 388ms	remaining: 1.77s
180:	learn: 0.1764757	total: 390ms	remaining: 1.76s
181:	learn: 0.1754043	total: 392ms	remaining: 1.76s
182:	learn: 0.1746224	total: 394ms	remaining: 1.76s
183:	learn: 0.1734345	total: 396ms	remaining: 1.75s
184:	learn: 0.1726578	total: 398ms	remaining: 1.75s
185:	learn: 0.1724427	total: 399ms	remaining: 1.75s
186:	learn: 0.1710704	total: 401ms	remaining: 1.75s
187:	learn: 0.1708287	total: 403ms	remaining: 1.74s
188:	learn: 0.1693035	total: 405ms	remaining: 1.74s
189:	learn: 0.1686664	total: 407ms	remaining: 1.74s
190:	learn: 0.1671932	total: 409ms	remaining: 1.73s
191:	learn: 0.1652477	total: 411ms	remaining: 1.73s
192:	learn: 0.1650916	total: 413ms	remaining: 1.73s
193:	learn: 0.1640964	total: 415ms	remaining: 1.72s
194:	learn: 0.1634095	total: 417ms	remaining: 1.72s
195:	learn: 0.1611436	total: 419ms	remaining: 1.72s
196:	learn: 0.1604103	total: 421ms	remaining: 1.72s
197:	learn: 0.1602394	total: 423ms	remaining: 1.71s
198:	learn: 0.1601295	total: 425ms	remaining: 1.71s
199:	learn: 0.1587546	total: 427ms	remaining: 1.71s
200:	learn: 0.1572746	total: 429ms	remaining: 1.7s
201:	learn: 0.1566371	total: 431ms	remaining: 1.7s
202:	learn: 0.1552661	total: 433ms	remaining: 1.7s
203:	learn: 0.1544033	total: 435ms	remaining: 1.7s
204:	learn: 0.1533737	total: 437ms	remaining: 1.69s
205:	learn: 0.1522956	total: 439ms	remaining: 1.69s
206:	learn: 0.1510340	total: 441ms	remaining: 1.69s
207:	learn: 0.1508309	total: 443ms	remaining: 1.69s
208:	learn: 0.1491473	total: 447ms	remaining: 1.69s
209:	learn: 0.1484133	total: 449ms	remaining: 1.69s
210:	learn: 0.1473735	total: 451ms	remaining: 1.69s
211:	learn: 0.1463235	total: 453ms	remaining: 1.69s
212:	learn: 0.1457032	total: 456ms	remaining: 1.68s
213:	learn: 0.1446722	total: 458ms	remaining: 1.68s
214:	learn: 0.1430301	total: 461ms	remaining: 1.68s
215:	learn: 0.1427170	total: 462ms	remaining: 1.68s
216:	learn: 0.1418193	total: 465ms	remaining: 1.68s
217:	learn: 0.1413679	total: 467ms	remaining: 1.67s
218:	learn: 0.1403024	total: 469ms	remaining: 1.67s
219:	learn: 0.1395383	total: 471ms	remaining: 1.67s
220:	learn: 0.1389698	total: 474ms	remaining: 1.67s
221:	learn: 0.1384861	total: 476ms	remaining: 1.67s
222:	learn: 0.1383578	total: 479ms	remaining: 1.67s
223:	learn: 0.1380444	total: 481ms	remaining: 1.67s
224:	learn: 0.1366721	total: 483ms	remaining: 1.66s
225:	learn: 0.1364016	total: 485ms	remaining: 1.66s
226:	learn: 0.1358455	total: 488ms	remaining: 1.66s
227:	learn: 0.1354022	total: 491ms	remaining: 1.66s
228:	learn: 0.1350391	total: 493ms	remaining: 1.66s
229:	learn: 0.1341523	total: 495ms	remaining: 1.66s
230:	learn: 0.1337274	total: 497ms	remaining: 1.65s
231:	learn: 0.1331623	total: 499ms	remaining: 1.65s
232:	learn: 0.1321703	total: 500ms	remaining: 1.65s
233:	learn: 0.1320449	total: 502ms	remaining: 1.64s
234:	learn: 0.1313998	total: 506ms	remaining: 1.65s
235:	learn: 0.1309770	total: 507ms	remaining: 1.64s
236:	learn: 0.1304004	total: 509ms	remaining: 1.64s
237:	learn: 0.1289793	total: 511ms	remaining: 1.64s
238:	learn: 0.1284057	total: 513ms	remaining: 1.63s
239:	learn: 0.1279879	total: 515ms	remaining: 1.63s
240:	learn: 0.1274184	total: 517ms	remaining: 1.63s
241:	learn: 0.1268836	total: 520ms	remaining: 1.63s
242:	learn: 0.1257165	total: 522ms	remaining: 1.63s
243:	learn: 0.1251692	total: 524ms	remaining: 1.62s
244:	learn: 0.1241782	total: 526ms	remaining: 1.62s
245:	learn: 0.1238419	total: 528ms	remaining: 1.62s
246:	learn: 0.1225902	total: 530ms	remaining: 1.62s
247:	learn: 0.1218986	total: 532ms	remaining: 1.61s
248:	learn: 0.1214179	total: 535ms	remaining: 1.61s
249:	learn: 0.1206080	total: 537ms	remaining: 1.61s
250:	learn: 0.1202397	total: 539ms	remaining: 1.61s
251:	learn: 0.1200020	total: 541ms	remaining: 1.6s
252:	learn: 0.1196050	total: 542ms	remaining: 1.6s
253:	learn: 0.1192200	total: 544ms	remaining: 1.6s
254:	learn: 0.1190740	total: 546ms	remaining: 1.59s
255:	learn: 0.1185938	total: 548ms	remaining: 1.59s
256:	learn: 0.1177219	total: 550ms	remaining: 1.59s
257:	learn: 0.1168097	total: 552ms	remaining: 1.59s
258:	learn: 0.1158237	total: 554ms	remaining: 1.58s
259:	learn: 0.1151335	total: 556ms	remaining: 1.58s
260:	learn: 0.1139767	total: 558ms	remaining: 1.58s
261:	learn: 0.1137188	total: 560ms	remaining: 1.58s
262:	learn: 0.1135634	total: 562ms	remaining: 1.57s
263:	learn: 0.1132785	total: 564ms	remaining: 1.57s
264:	learn: 0.1126799	total: 566ms	remaining: 1.57s
265:	learn: 0.1119289	total: 568ms	remaining: 1.57s
266:	learn: 0.1109415	total: 570ms	remaining: 1.56s
267:	learn: 0.1099379	total: 572ms	remaining: 1.56s
268:	learn: 0.1094675	total: 574ms	remaining: 1.56s
269:	learn: 0.1090093	total: 576ms	remaining: 1.56s
270:	learn: 0.1083589	total: 578ms	remaining: 1.55s
271:	learn: 0.1070208	total: 580ms	remaining: 1.55s
272:	learn: 0.1060061	total: 582ms	remaining: 1.55s
273:	learn: 0.1054282	total: 584ms	remaining: 1.55s
274:	learn: 0.1049255	total: 586ms	remaining: 1.54s
275:	learn: 0.1039251	total: 588ms	remaining: 1.54s
276:	learn: 0.1036222	total: 590ms	remaining: 1.54s
277:	learn: 0.1030508	total: 592ms	remaining: 1.54s
278:	learn: 0.1017120	total: 594ms	remaining: 1.53s
279:	learn: 0.1014371	total: 596ms	remaining: 1.53s
280:	learn: 0.1004706	total: 598ms	remaining: 1.53s
281:	learn: 0.0992398	total: 600ms	remaining: 1.53s
282:	learn: 0.0983300	total: 602ms	remaining: 1.52s
283:	learn: 0.0974499	total: 604ms	remaining: 1.52s
284:	learn: 0.0967555	total: 606ms	remaining: 1.52s
285:	learn: 0.0963402	total: 609ms	remaining: 1.52s
286:	learn: 0.0956571	total: 612ms	remaining: 1.52s
287:	learn: 0.0948034	total: 614ms	remaining: 1.52s
288:	learn: 0.0943477	total: 616ms	remaining: 1.52s
289:	learn: 0.0939831	total: 619ms	remaining: 1.51s
290:	learn: 0.0937542	total: 621ms	remaining: 1.51s
291:	learn: 0.0932869	total: 624ms	remaining: 1.51s
292:	learn: 0.0926150	total: 626ms	remaining: 1.51s
293:	learn: 0.0917806	total: 628ms	remaining: 1.51s
294:	learn: 0.0916812	total: 631ms	remaining: 1.51s
295:	learn: 0.0916157	total: 633ms	remaining: 1.5s
296:	learn: 0.0911930	total: 635ms	remaining: 1.5s
297:	learn: 0.0903477	total: 638ms	remaining: 1.5s
298:	learn: 0.0895636	total: 640ms	remaining: 1.5s
299:	learn: 0.0888831	total: 643ms	remaining: 1.5s
300:	learn: 0.0883673	total: 645ms	remaining: 1.5s
301:	learn: 0.0881925	total: 647ms	remaining: 1.5s
302:	learn: 0.0874132	total: 649ms	remaining: 1.49s
303:	learn: 0.0865556	total: 653ms	remaining: 1.5s
304:	learn: 0.0858450	total: 655ms	remaining: 1.49s
305:	learn: 0.0855964	total: 657ms	remaining: 1.49s
306:	learn: 0.0853095	total: 659ms	remaining: 1.49s
307:	learn: 0.0844933	total: 661ms	remaining: 1.48s
308:	learn: 0.0844237	total: 663ms	remaining: 1.48s
309:	learn: 0.0841940	total: 665ms	remaining: 1.48s
310:	learn: 0.0837280	total: 668ms	remaining: 1.48s
311:	learn: 0.0834529	total: 670ms	remaining: 1.48s
312:	learn: 0.0830471	total: 672ms	remaining: 1.48s
313:	learn: 0.0827309	total: 674ms	remaining: 1.47s
314:	learn: 0.0818978	total: 676ms	remaining: 1.47s
315:	learn: 0.0811832	total: 678ms	remaining: 1.47s
316:	learn: 0.0805910	total: 680ms	remaining: 1.46s
317:	learn: 0.0800262	total: 683ms	remaining: 1.46s
318:	learn: 0.0797566	total: 685ms	remaining: 1.46s
319:	learn: 0.0791701	total: 687ms	remaining: 1.46s
320:	learn: 0.0788022	total: 689ms	remaining: 1.46s
321:	learn: 0.0786004	total: 691ms	remaining: 1.45s
322:	learn: 0.0781471	total: 693ms	remaining: 1.45s
323:	learn: 0.0774751	total: 695ms	remaining: 1.45s
324:	learn: 0.0767993	total: 697ms	remaining: 1.45s
325:	learn: 0.0761241	total: 699ms	remaining: 1.45s
326:	learn: 0.0758605	total: 701ms	remaining: 1.44s
327:	learn: 0.0750143	total: 703ms	remaining: 1.44s
328:	learn: 0.0743345	total: 705ms	remaining: 1.44s
329:	learn: 0.0740329	total: 707ms	remaining: 1.44s
330:	learn: 0.0735613	total: 709ms	remaining: 1.43s
331:	learn: 0.0726710	total: 712ms	remaining: 1.43s
332:	learn: 0.0724705	total: 714ms	remaining: 1.43s
333:	learn: 0.0720509	total: 716ms	remaining: 1.43s
334:	learn: 0.0713957	total: 718ms	remaining: 1.42s
335:	learn: 0.0706398	total: 720ms	remaining: 1.42s
336:	learn: 0.0702792	total: 721ms	remaining: 1.42s
337:	learn: 0.0699326	total: 723ms	remaining: 1.42s
338:	learn: 0.0695323	total: 726ms	remaining: 1.42s
339:	learn: 0.0692567	total: 728ms	remaining: 1.41s
340:	learn: 0.0689044	total: 729ms	remaining: 1.41s
341:	learn: 0.0685641	total: 731ms	remaining: 1.41s
342:	learn: 0.0680935	total: 733ms	remaining: 1.4s
343:	learn: 0.0677858	total: 735ms	remaining: 1.4s
344:	learn: 0.0673578	total: 737ms	remaining: 1.4s
345:	learn: 0.0670388	total: 739ms	remaining: 1.4s
346:	learn: 0.0665112	total: 742ms	remaining: 1.4s
347:	learn: 0.0661103	total: 744ms	remaining: 1.39s
348:	learn: 0.0657221	total: 746ms	remaining: 1.39s
349:	learn: 0.0653863	total: 748ms	remaining: 1.39s
350:	learn: 0.0647464	total: 750ms	remaining: 1.39s
351:	learn: 0.0644724	total: 752ms	remaining: 1.38s
352:	learn: 0.0641080	total: 754ms	remaining: 1.38s
353:	learn: 0.0635055	total: 757ms	remaining: 1.38s
354:	learn: 0.0630748	total: 758ms	remaining: 1.38s
355:	learn: 0.0625369	total: 760ms	remaining: 1.38s
356:	learn: 0.0620279	total: 762ms	remaining: 1.37s
357:	learn: 0.0619316	total: 764ms	remaining: 1.37s
358:	learn: 0.0615068	total: 766ms	remaining: 1.37s
359:	learn: 0.0610811	total: 768ms	remaining: 1.37s
360:	learn: 0.0607956	total: 771ms	remaining: 1.36s
361:	learn: 0.0607346	total: 773ms	remaining: 1.36s
362:	learn: 0.0604909	total: 775ms	remaining: 1.36s
363:	learn: 0.0602075	total: 778ms	remaining: 1.36s
364:	learn: 0.0596346	total: 780ms	remaining: 1.36s
365:	learn: 0.0593116	total: 783ms	remaining: 1.35s
366:	learn: 0.0588158	total: 786ms	remaining: 1.35s
367:	learn: 0.0585714	total: 788ms	remaining: 1.35s
368:	learn: 0.0585197	total: 790ms	remaining: 1.35s
369:	learn: 0.0580845	total: 793ms	remaining: 1.35s
370:	learn: 0.0579031	total: 795ms	remaining: 1.35s
371:	learn: 0.0576752	total: 797ms	remaining: 1.34s
372:	learn: 0.0576180	total: 800ms	remaining: 1.34s
373:	learn: 0.0571837	total: 802ms	remaining: 1.34s
374:	learn: 0.0570755	total: 805ms	remaining: 1.34s
375:	learn: 0.0563091	total: 807ms	remaining: 1.34s
376:	learn: 0.0561931	total: 809ms	remaining: 1.34s
377:	learn: 0.0555166	total: 811ms	remaining: 1.33s
378:	learn: 0.0551796	total: 814ms	remaining: 1.33s
379:	learn: 0.0545764	total: 817ms	remaining: 1.33s
380:	learn: 0.0540615	total: 819ms	remaining: 1.33s
381:	learn: 0.0535555	total: 821ms	remaining: 1.33s
382:	learn: 0.0533246	total: 823ms	remaining: 1.33s
383:	learn: 0.0530036	total: 825ms	remaining: 1.32s
384:	learn: 0.0529338	total: 827ms	remaining: 1.32s
385:	learn: 0.0527503	total: 830ms	remaining: 1.32s
386:	learn: 0.0527032	total: 832ms	remaining: 1.32s
387:	learn: 0.0525413	total: 834ms	remaining: 1.31s
388:	learn: 0.0522648	total: 836ms	remaining: 1.31s
389:	learn: 0.0518389	total: 838ms	remaining: 1.31s
390:	learn: 0.0517672	total: 840ms	remaining: 1.31s
391:	learn: 0.0515190	total: 842ms	remaining: 1.3s
392:	learn: 0.0512537	total: 845ms	remaining: 1.3s
393:	learn: 0.0509783	total: 847ms	remaining: 1.3s
394:	learn: 0.0509470	total: 849ms	remaining: 1.3s
395:	learn: 0.0508753	total: 851ms	remaining: 1.3s
396:	learn: 0.0503651	total: 853ms	remaining: 1.29s
397:	learn: 0.0499724	total: 854ms	remaining: 1.29s
398:	learn: 0.0496791	total: 857ms	remaining: 1.29s
399:	learn: 0.0495240	total: 859ms	remaining: 1.29s
400:	learn: 0.0493774	total: 860ms	remaining: 1.28s
401:	learn: 0.0490423	total: 862ms	remaining: 1.28s
402:	learn: 0.0488417	total: 864ms	remaining: 1.28s
403:	learn: 0.0486840	total: 866ms	remaining: 1.28s
404:	learn: 0.0486233	total: 868ms	remaining: 1.27s
405:	learn: 0.0482253	total: 870ms	remaining: 1.27s
406:	learn: 0.0477552	total: 872ms	remaining: 1.27s
407:	learn: 0.0475554	total: 875ms	remaining: 1.27s
408:	learn: 0.0469932	total: 877ms	remaining: 1.27s
409:	learn: 0.0465538	total: 879ms	remaining: 1.26s
410:	learn: 0.0462052	total: 881ms	remaining: 1.26s
411:	learn: 0.0460001	total: 884ms	remaining: 1.26s
412:	learn: 0.0457636	total: 886ms	remaining: 1.26s
413:	learn: 0.0456022	total: 888ms	remaining: 1.26s
414:	learn: 0.0453325	total: 890ms	remaining: 1.25s
415:	learn: 0.0451471	total: 892ms	remaining: 1.25s
416:	learn: 0.0447259	total: 894ms	remaining: 1.25s
417:	learn: 0.0445804	total: 896ms	remaining: 1.25s
418:	learn: 0.0441557	total: 898ms	remaining: 1.25s
419:	learn: 0.0441254	total: 900ms	remaining: 1.24s
420:	learn: 0.0437029	total: 902ms	remaining: 1.24s
421:	learn: 0.0432684	total: 905ms	remaining: 1.24s
422:	learn: 0.0431044	total: 907ms	remaining: 1.24s
423:	learn: 0.0425511	total: 909ms	remaining: 1.23s
424:	learn: 0.0424170	total: 910ms	remaining: 1.23s
425:	learn: 0.0423872	total: 912ms	remaining: 1.23s
426:	learn: 0.0421336	total: 914ms	remaining: 1.23s
427:	learn: 0.0420401	total: 916ms	remaining: 1.22s
428:	learn: 0.0419339	total: 918ms	remaining: 1.22s
429:	learn: 0.0417171	total: 921ms	remaining: 1.22s
430:	learn: 0.0414703	total: 923ms	remaining: 1.22s
431:	learn: 0.0413441	total: 925ms	remaining: 1.22s
432:	learn: 0.0411797	total: 926ms	remaining: 1.21s
433:	learn: 0.0408877	total: 928ms	remaining: 1.21s
434:	learn: 0.0408448	total: 930ms	remaining: 1.21s
435:	learn: 0.0405053	total: 932ms	remaining: 1.21s
436:	learn: 0.0404595	total: 935ms	remaining: 1.2s
437:	learn: 0.0401092	total: 937ms	remaining: 1.2s
438:	learn: 0.0399138	total: 939ms	remaining: 1.2s
439:	learn: 0.0396287	total: 941ms	remaining: 1.2s
440:	learn: 0.0395083	total: 944ms	remaining: 1.2s
441:	learn: 0.0389812	total: 946ms	remaining: 1.19s
442:	learn: 0.0387352	total: 949ms	remaining: 1.19s
443:	learn: 0.0385017	total: 951ms	remaining: 1.19s
444:	learn: 0.0382470	total: 954ms	remaining: 1.19s
445:	learn: 0.0382049	total: 956ms	remaining: 1.19s
446:	learn: 0.0381081	total: 958ms	remaining: 1.19s
447:	learn: 0.0377627	total: 961ms	remaining: 1.18s
448:	learn: 0.0373833	total: 964ms	remaining: 1.18s
449:	learn: 0.0373191	total: 966ms	remaining: 1.18s
450:	learn: 0.0372224	total: 968ms	remaining: 1.18s
451:	learn: 0.0367848	total: 970ms	remaining: 1.18s
452:	learn: 0.0367425	total: 973ms	remaining: 1.17s
453:	learn: 0.0365857	total: 975ms	remaining: 1.17s
454:	learn: 0.0365013	total: 978ms	remaining: 1.17s
455:	learn: 0.0363080	total: 980ms	remaining: 1.17s
456:	learn: 0.0360728	total: 983ms	remaining: 1.17s
457:	learn: 0.0359006	total: 985ms	remaining: 1.17s
458:	learn: 0.0357619	total: 987ms	remaining: 1.16s
459:	learn: 0.0352901	total: 991ms	remaining: 1.16s
460:	learn: 0.0349265	total: 994ms	remaining: 1.16s
461:	learn: 0.0348577	total: 996ms	remaining: 1.16s
462:	learn: 0.0347788	total: 998ms	remaining: 1.16s
463:	learn: 0.0347090	total: 1s	remaining: 1.16s
464:	learn: 0.0346631	total: 1s	remaining: 1.15s
465:	learn: 0.0344298	total: 1s	remaining: 1.15s
466:	learn: 0.0341570	total: 1.01s	remaining: 1.15s
467:	learn: 0.0339841	total: 1.01s	remaining: 1.15s
468:	learn: 0.0338329	total: 1.01s	remaining: 1.14s
469:	learn: 0.0337148	total: 1.01s	remaining: 1.14s
470:	learn: 0.0336375	total: 1.01s	remaining: 1.14s
471:	learn: 0.0333752	total: 1.02s	remaining: 1.14s
472:	learn: 0.0331315	total: 1.02s	remaining: 1.13s
473:	learn: 0.0328925	total: 1.02s	remaining: 1.13s
474:	learn: 0.0327569	total: 1.02s	remaining: 1.13s
475:	learn: 0.0326937	total: 1.02s	remaining: 1.13s
476:	learn: 0.0323864	total: 1.03s	remaining: 1.13s
477:	learn: 0.0321592	total: 1.03s	remaining: 1.12s
478:	learn: 0.0318912	total: 1.03s	remaining: 1.12s
479:	learn: 0.0317631	total: 1.03s	remaining: 1.12s
480:	learn: 0.0315711	total: 1.03s	remaining: 1.12s
481:	learn: 0.0313197	total: 1.04s	remaining: 1.11s
482:	learn: 0.0311587	total: 1.04s	remaining: 1.11s
483:	learn: 0.0308710	total: 1.04s	remaining: 1.11s
484:	learn: 0.0306751	total: 1.04s	remaining: 1.11s
485:	learn: 0.0304327	total: 1.05s	remaining: 1.11s
486:	learn: 0.0301662	total: 1.05s	remaining: 1.1s
487:	learn: 0.0300753	total: 1.05s	remaining: 1.1s
488:	learn: 0.0296364	total: 1.05s	remaining: 1.1s
489:	learn: 0.0293642	total: 1.05s	remaining: 1.1s
490:	learn: 0.0290517	total: 1.06s	remaining: 1.1s
491:	learn: 0.0288348	total: 1.06s	remaining: 1.09s
492:	learn: 0.0285873	total: 1.06s	remaining: 1.09s
493:	learn: 0.0285439	total: 1.06s	remaining: 1.09s
494:	learn: 0.0284450	total: 1.07s	remaining: 1.09s
495:	learn: 0.0283386	total: 1.07s	remaining: 1.08s
496:	learn: 0.0281479	total: 1.07s	remaining: 1.08s
497:	learn: 0.0279126	total: 1.07s	remaining: 1.08s
498:	learn: 0.0277563	total: 1.07s	remaining: 1.08s
499:	learn: 0.0275842	total: 1.07s	remaining: 1.07s
500:	learn: 0.0274306	total: 1.08s	remaining: 1.07s
501:	learn: 0.0274009	total: 1.08s	remaining: 1.07s
502:	learn: 0.0271616	total: 1.08s	remaining: 1.07s
503:	learn: 0.0269722	total: 1.08s	remaining: 1.07s
504:	learn: 0.0268608	total: 1.09s	remaining: 1.06s
505:	learn: 0.0267145	total: 1.09s	remaining: 1.06s
506:	learn: 0.0264729	total: 1.09s	remaining: 1.06s
507:	learn: 0.0262170	total: 1.09s	remaining: 1.06s
508:	learn: 0.0261785	total: 1.09s	remaining: 1.05s
509:	learn: 0.0260498	total: 1.1s	remaining: 1.05s
510:	learn: 0.0257646	total: 1.1s	remaining: 1.05s
511:	learn: 0.0254982	total: 1.1s	remaining: 1.05s
512:	learn: 0.0253476	total: 1.1s	remaining: 1.05s
513:	learn: 0.0251429	total: 1.1s	remaining: 1.04s
514:	learn: 0.0249520	total: 1.11s	remaining: 1.04s
515:	learn: 0.0248575	total: 1.11s	remaining: 1.04s
516:	learn: 0.0247757	total: 1.11s	remaining: 1.04s
517:	learn: 0.0246108	total: 1.11s	remaining: 1.04s
518:	learn: 0.0244622	total: 1.12s	remaining: 1.03s
519:	learn: 0.0243539	total: 1.12s	remaining: 1.03s
520:	learn: 0.0242833	total: 1.12s	remaining: 1.03s
521:	learn: 0.0241095	total: 1.12s	remaining: 1.03s
522:	learn: 0.0239788	total: 1.13s	remaining: 1.03s
523:	learn: 0.0238435	total: 1.13s	remaining: 1.02s
524:	learn: 0.0237987	total: 1.13s	remaining: 1.02s
525:	learn: 0.0235777	total: 1.13s	remaining: 1.02s
526:	learn: 0.0234427	total: 1.14s	remaining: 1.02s
527:	learn: 0.0233100	total: 1.14s	remaining: 1.02s
528:	learn: 0.0230875	total: 1.14s	remaining: 1.01s
529:	learn: 0.0229613	total: 1.14s	remaining: 1.01s
530:	learn: 0.0227456	total: 1.15s	remaining: 1.01s
531:	learn: 0.0226112	total: 1.15s	remaining: 1.01s
532:	learn: 0.0224495	total: 1.15s	remaining: 1.01s
533:	learn: 0.0223716	total: 1.15s	remaining: 1s
534:	learn: 0.0222059	total: 1.16s	remaining: 1s
535:	learn: 0.0221062	total: 1.16s	remaining: 1s
536:	learn: 0.0220463	total: 1.16s	remaining: 1s
537:	learn: 0.0219530	total: 1.16s	remaining: 998ms
538:	learn: 0.0217427	total: 1.16s	remaining: 996ms
539:	learn: 0.0216547	total: 1.17s	remaining: 993ms
540:	learn: 0.0215273	total: 1.17s	remaining: 991ms
541:	learn: 0.0213480	total: 1.17s	remaining: 990ms
542:	learn: 0.0211561	total: 1.17s	remaining: 988ms
543:	learn: 0.0210230	total: 1.18s	remaining: 985ms
544:	learn: 0.0208970	total: 1.18s	remaining: 983ms
545:	learn: 0.0208134	total: 1.18s	remaining: 981ms
546:	learn: 0.0207041	total: 1.18s	remaining: 978ms
547:	learn: 0.0206446	total: 1.18s	remaining: 976ms
548:	learn: 0.0205368	total: 1.19s	remaining: 974ms
549:	learn: 0.0204510	total: 1.19s	remaining: 972ms
550:	learn: 0.0203451	total: 1.19s	remaining: 970ms
551:	learn: 0.0203139	total: 1.19s	remaining: 967ms
552:	learn: 0.0201816	total: 1.19s	remaining: 965ms
553:	learn: 0.0200811	total: 1.2s	remaining: 963ms
554:	learn: 0.0198842	total: 1.2s	remaining: 961ms
555:	learn: 0.0198493	total: 1.2s	remaining: 959ms
556:	learn: 0.0197172	total: 1.2s	remaining: 957ms
557:	learn: 0.0196345	total: 1.2s	remaining: 954ms
558:	learn: 0.0195492	total: 1.21s	remaining: 952ms
559:	learn: 0.0193713	total: 1.21s	remaining: 950ms
560:	learn: 0.0193244	total: 1.21s	remaining: 947ms
561:	learn: 0.0192546	total: 1.21s	remaining: 945ms
562:	learn: 0.0191877	total: 1.21s	remaining: 943ms
563:	learn: 0.0190815	total: 1.22s	remaining: 941ms
564:	learn: 0.0189389	total: 1.22s	remaining: 938ms
565:	learn: 0.0188311	total: 1.22s	remaining: 936ms
566:	learn: 0.0187161	total: 1.22s	remaining: 934ms
567:	learn: 0.0186930	total: 1.22s	remaining: 931ms
568:	learn: 0.0185644	total: 1.23s	remaining: 929ms
569:	learn: 0.0184756	total: 1.23s	remaining: 927ms
570:	learn: 0.0183492	total: 1.23s	remaining: 925ms
571:	learn: 0.0182014	total: 1.23s	remaining: 923ms
572:	learn: 0.0180406	total: 1.24s	remaining: 921ms
573:	learn: 0.0179214	total: 1.24s	remaining: 918ms
574:	learn: 0.0177410	total: 1.24s	remaining: 916ms
575:	learn: 0.0176816	total: 1.24s	remaining: 914ms
576:	learn: 0.0175184	total: 1.24s	remaining: 912ms
577:	learn: 0.0174527	total: 1.25s	remaining: 910ms
578:	learn: 0.0173454	total: 1.25s	remaining: 907ms
579:	learn: 0.0172176	total: 1.25s	remaining: 905ms
580:	learn: 0.0170251	total: 1.25s	remaining: 903ms
581:	learn: 0.0169549	total: 1.25s	remaining: 900ms
582:	learn: 0.0167574	total: 1.25s	remaining: 898ms
583:	learn: 0.0167310	total: 1.26s	remaining: 896ms
584:	learn: 0.0166998	total: 1.26s	remaining: 894ms
585:	learn: 0.0166133	total: 1.26s	remaining: 892ms
586:	learn: 0.0165085	total: 1.26s	remaining: 889ms
587:	learn: 0.0164912	total: 1.26s	remaining: 887ms
588:	learn: 0.0164469	total: 1.27s	remaining: 885ms
589:	learn: 0.0162274	total: 1.27s	remaining: 882ms
590:	learn: 0.0161200	total: 1.27s	remaining: 880ms
591:	learn: 0.0160782	total: 1.27s	remaining: 878ms
592:	learn: 0.0160539	total: 1.28s	remaining: 877ms
593:	learn: 0.0159671	total: 1.28s	remaining: 874ms
594:	learn: 0.0158106	total: 1.28s	remaining: 872ms
595:	learn: 0.0157938	total: 1.28s	remaining: 870ms
596:	learn: 0.0157338	total: 1.29s	remaining: 868ms
597:	learn: 0.0156614	total: 1.29s	remaining: 867ms
598:	learn: 0.0155605	total: 1.29s	remaining: 865ms
599:	learn: 0.0154006	total: 1.29s	remaining: 862ms
600:	learn: 0.0153098	total: 1.29s	remaining: 860ms
601:	learn: 0.0152196	total: 1.3s	remaining: 858ms
602:	learn: 0.0150729	total: 1.3s	remaining: 856ms
603:	learn: 0.0149737	total: 1.3s	remaining: 854ms
604:	learn: 0.0148083	total: 1.3s	remaining: 852ms
605:	learn: 0.0146658	total: 1.31s	remaining: 850ms
606:	learn: 0.0146492	total: 1.31s	remaining: 848ms
607:	learn: 0.0146197	total: 1.31s	remaining: 846ms
608:	learn: 0.0145032	total: 1.31s	remaining: 844ms
609:	learn: 0.0144252	total: 1.32s	remaining: 842ms
610:	learn: 0.0143402	total: 1.32s	remaining: 840ms
611:	learn: 0.0142281	total: 1.32s	remaining: 837ms
612:	learn: 0.0140927	total: 1.32s	remaining: 835ms
613:	learn: 0.0139848	total: 1.32s	remaining: 833ms
614:	learn: 0.0139151	total: 1.33s	remaining: 830ms
615:	learn: 0.0138084	total: 1.33s	remaining: 828ms
616:	learn: 0.0136705	total: 1.33s	remaining: 826ms
617:	learn: 0.0136012	total: 1.33s	remaining: 824ms
618:	learn: 0.0135316	total: 1.33s	remaining: 822ms
619:	learn: 0.0134320	total: 1.34s	remaining: 820ms
620:	learn: 0.0133220	total: 1.34s	remaining: 817ms
621:	learn: 0.0132240	total: 1.34s	remaining: 815ms
622:	learn: 0.0131708	total: 1.34s	remaining: 813ms
623:	learn: 0.0131050	total: 1.34s	remaining: 810ms
624:	learn: 0.0129728	total: 1.35s	remaining: 809ms
625:	learn: 0.0129004	total: 1.35s	remaining: 806ms
626:	learn: 0.0128905	total: 1.35s	remaining: 804ms
627:	learn: 0.0127987	total: 1.35s	remaining: 802ms
628:	learn: 0.0127481	total: 1.35s	remaining: 800ms
629:	learn: 0.0127339	total: 1.36s	remaining: 797ms
630:	learn: 0.0126362	total: 1.36s	remaining: 795ms
631:	learn: 0.0125451	total: 1.36s	remaining: 793ms
632:	learn: 0.0124509	total: 1.36s	remaining: 791ms
633:	learn: 0.0123418	total: 1.37s	remaining: 789ms
634:	learn: 0.0122170	total: 1.37s	remaining: 786ms
635:	learn: 0.0121151	total: 1.37s	remaining: 784ms
636:	learn: 0.0120394	total: 1.37s	remaining: 782ms
637:	learn: 0.0119563	total: 1.37s	remaining: 780ms
638:	learn: 0.0118457	total: 1.38s	remaining: 778ms
639:	learn: 0.0117498	total: 1.38s	remaining: 775ms
640:	learn: 0.0116805	total: 1.38s	remaining: 773ms
641:	learn: 0.0116297	total: 1.38s	remaining: 771ms
642:	learn: 0.0115676	total: 1.38s	remaining: 768ms
643:	learn: 0.0115405	total: 1.39s	remaining: 766ms
644:	learn: 0.0115182	total: 1.39s	remaining: 764ms
645:	learn: 0.0114244	total: 1.39s	remaining: 761ms
646:	learn: 0.0113456	total: 1.39s	remaining: 759ms
647:	learn: 0.0113154	total: 1.39s	remaining: 757ms
648:	learn: 0.0112570	total: 1.4s	remaining: 755ms
649:	learn: 0.0111970	total: 1.4s	remaining: 753ms
650:	learn: 0.0110942	total: 1.4s	remaining: 750ms
651:	learn: 0.0109750	total: 1.4s	remaining: 748ms
652:	learn: 0.0109059	total: 1.4s	remaining: 746ms
653:	learn: 0.0108270	total: 1.41s	remaining: 744ms
654:	learn: 0.0107482	total: 1.41s	remaining: 742ms
655:	learn: 0.0107087	total: 1.41s	remaining: 739ms
656:	learn: 0.0106406	total: 1.41s	remaining: 737ms
657:	learn: 0.0105671	total: 1.41s	remaining: 735ms
658:	learn: 0.0105172	total: 1.42s	remaining: 733ms
659:	learn: 0.0104653	total: 1.42s	remaining: 730ms
660:	learn: 0.0104110	total: 1.42s	remaining: 728ms
661:	learn: 0.0103818	total: 1.42s	remaining: 726ms
662:	learn: 0.0103665	total: 1.42s	remaining: 724ms
663:	learn: 0.0103536	total: 1.43s	remaining: 721ms
664:	learn: 0.0102356	total: 1.43s	remaining: 719ms
665:	learn: 0.0101508	total: 1.43s	remaining: 717ms
666:	learn: 0.0101343	total: 1.43s	remaining: 715ms
667:	learn: 0.0101243	total: 1.43s	remaining: 713ms
668:	learn: 0.0101059	total: 1.44s	remaining: 711ms
669:	learn: 0.0100439	total: 1.44s	remaining: 708ms
670:	learn: 0.0099392	total: 1.44s	remaining: 706ms
671:	learn: 0.0098934	total: 1.44s	remaining: 704ms
672:	learn: 0.0098371	total: 1.45s	remaining: 702ms
673:	learn: 0.0097585	total: 1.45s	remaining: 700ms
674:	learn: 0.0097442	total: 1.45s	remaining: 698ms
675:	learn: 0.0097341	total: 1.45s	remaining: 696ms
676:	learn: 0.0096865	total: 1.46s	remaining: 694ms
677:	learn: 0.0096682	total: 1.46s	remaining: 692ms
678:	learn: 0.0096329	total: 1.46s	remaining: 690ms
679:	learn: 0.0096062	total: 1.46s	remaining: 688ms
680:	learn: 0.0094835	total: 1.47s	remaining: 686ms
681:	learn: 0.0094055	total: 1.47s	remaining: 684ms
682:	learn: 0.0093395	total: 1.47s	remaining: 682ms
683:	learn: 0.0093074	total: 1.47s	remaining: 680ms
684:	learn: 0.0092276	total: 1.47s	remaining: 678ms
685:	learn: 0.0091940	total: 1.48s	remaining: 676ms
686:	learn: 0.0091011	total: 1.48s	remaining: 674ms
687:	learn: 0.0090131	total: 1.48s	remaining: 672ms
688:	learn: 0.0089410	total: 1.48s	remaining: 670ms
689:	learn: 0.0089333	total: 1.49s	remaining: 668ms
690:	learn: 0.0088839	total: 1.49s	remaining: 666ms
691:	learn: 0.0088135	total: 1.49s	remaining: 663ms
692:	learn: 0.0087673	total: 1.49s	remaining: 661ms
693:	learn: 0.0086778	total: 1.5s	remaining: 659ms
694:	learn: 0.0086413	total: 1.5s	remaining: 657ms
695:	learn: 0.0086272	total: 1.5s	remaining: 655ms
696:	learn: 0.0085761	total: 1.5s	remaining: 653ms
697:	learn: 0.0084888	total: 1.5s	remaining: 650ms
698:	learn: 0.0084473	total: 1.5s	remaining: 648ms
699:	learn: 0.0084157	total: 1.51s	remaining: 646ms
700:	learn: 0.0083469	total: 1.51s	remaining: 644ms
701:	learn: 0.0083413	total: 1.51s	remaining: 642ms
702:	learn: 0.0083128	total: 1.51s	remaining: 639ms
703:	learn: 0.0082997	total: 1.51s	remaining: 637ms
704:	learn: 0.0082202	total: 1.52s	remaining: 635ms
705:	learn: 0.0081469	total: 1.52s	remaining: 633ms
706:	learn: 0.0080438	total: 1.52s	remaining: 630ms
707:	learn: 0.0080311	total: 1.52s	remaining: 628ms
708:	learn: 0.0080217	total: 1.52s	remaining: 626ms
709:	learn: 0.0079917	total: 1.53s	remaining: 624ms
710:	learn: 0.0079334	total: 1.53s	remaining: 622ms
711:	learn: 0.0078553	total: 1.53s	remaining: 620ms
712:	learn: 0.0077867	total: 1.53s	remaining: 617ms
713:	learn: 0.0077369	total: 1.53s	remaining: 615ms
714:	learn: 0.0076696	total: 1.54s	remaining: 613ms
715:	learn: 0.0076074	total: 1.54s	remaining: 611ms
716:	learn: 0.0075976	total: 1.54s	remaining: 608ms
717:	learn: 0.0075910	total: 1.54s	remaining: 606ms
718:	learn: 0.0075444	total: 1.54s	remaining: 604ms
719:	learn: 0.0074951	total: 1.55s	remaining: 602ms
720:	learn: 0.0074001	total: 1.55s	remaining: 600ms
721:	learn: 0.0073621	total: 1.55s	remaining: 597ms
722:	learn: 0.0073452	total: 1.55s	remaining: 595ms
723:	learn: 0.0072998	total: 1.56s	remaining: 593ms
724:	learn: 0.0072336	total: 1.56s	remaining: 591ms
725:	learn: 0.0071546	total: 1.56s	remaining: 589ms
726:	learn: 0.0071162	total: 1.56s	remaining: 587ms
727:	learn: 0.0071062	total: 1.56s	remaining: 584ms
728:	learn: 0.0070848	total: 1.56s	remaining: 582ms
729:	learn: 0.0070459	total: 1.57s	remaining: 580ms
730:	learn: 0.0069845	total: 1.57s	remaining: 578ms
731:	learn: 0.0069485	total: 1.57s	remaining: 576ms
732:	learn: 0.0069046	total: 1.57s	remaining: 573ms
733:	learn: 0.0068743	total: 1.58s	remaining: 571ms
734:	learn: 0.0068517	total: 1.58s	remaining: 569ms
735:	learn: 0.0068019	total: 1.58s	remaining: 567ms
736:	learn: 0.0067922	total: 1.58s	remaining: 565ms
737:	learn: 0.0067844	total: 1.58s	remaining: 563ms
738:	learn: 0.0067549	total: 1.59s	remaining: 560ms
739:	learn: 0.0067175	total: 1.59s	remaining: 558ms
740:	learn: 0.0066452	total: 1.59s	remaining: 556ms
741:	learn: 0.0066115	total: 1.59s	remaining: 554ms
742:	learn: 0.0065766	total: 1.59s	remaining: 551ms
743:	learn: 0.0065537	total: 1.6s	remaining: 549ms
744:	learn: 0.0065467	total: 1.6s	remaining: 547ms
745:	learn: 0.0064804	total: 1.6s	remaining: 545ms
746:	learn: 0.0064760	total: 1.6s	remaining: 543ms
747:	learn: 0.0064559	total: 1.6s	remaining: 541ms
748:	learn: 0.0064371	total: 1.61s	remaining: 539ms
749:	learn: 0.0064149	total: 1.61s	remaining: 537ms
750:	learn: 0.0063536	total: 1.61s	remaining: 534ms
751:	learn: 0.0063028	total: 1.61s	remaining: 532ms
752:	learn: 0.0062463	total: 1.62s	remaining: 530ms
753:	learn: 0.0062408	total: 1.62s	remaining: 528ms
754:	learn: 0.0061998	total: 1.62s	remaining: 526ms
755:	learn: 0.0061401	total: 1.62s	remaining: 524ms
756:	learn: 0.0061334	total: 1.63s	remaining: 522ms
757:	learn: 0.0061271	total: 1.63s	remaining: 520ms
758:	learn: 0.0060959	total: 1.63s	remaining: 518ms
759:	learn: 0.0060847	total: 1.63s	remaining: 516ms
760:	learn: 0.0060785	total: 1.63s	remaining: 513ms
761:	learn: 0.0060559	total: 1.64s	remaining: 511ms
762:	learn: 0.0060499	total: 1.64s	remaining: 509ms
763:	learn: 0.0060051	total: 1.64s	remaining: 507ms
764:	learn: 0.0059947	total: 1.64s	remaining: 505ms
765:	learn: 0.0059377	total: 1.65s	remaining: 503ms
766:	learn: 0.0059334	total: 1.65s	remaining: 501ms
767:	learn: 0.0059038	total: 1.65s	remaining: 499ms
768:	learn: 0.0058733	total: 1.65s	remaining: 497ms
769:	learn: 0.0058424	total: 1.66s	remaining: 495ms
770:	learn: 0.0058288	total: 1.66s	remaining: 493ms
771:	learn: 0.0057982	total: 1.66s	remaining: 490ms
772:	learn: 0.0057567	total: 1.66s	remaining: 488ms
773:	learn: 0.0057192	total: 1.66s	remaining: 486ms
774:	learn: 0.0057118	total: 1.67s	remaining: 484ms
775:	learn: 0.0056979	total: 1.67s	remaining: 482ms
776:	learn: 0.0056503	total: 1.67s	remaining: 480ms
777:	learn: 0.0056007	total: 1.67s	remaining: 477ms
778:	learn: 0.0055646	total: 1.68s	remaining: 475ms
779:	learn: 0.0055402	total: 1.68s	remaining: 473ms
780:	learn: 0.0055171	total: 1.68s	remaining: 471ms
781:	learn: 0.0054893	total: 1.68s	remaining: 469ms
782:	learn: 0.0054361	total: 1.68s	remaining: 466ms
783:	learn: 0.0053922	total: 1.69s	remaining: 464ms
784:	learn: 0.0053566	total: 1.69s	remaining: 462ms
785:	learn: 0.0053350	total: 1.69s	remaining: 460ms
786:	learn: 0.0052915	total: 1.69s	remaining: 458ms
787:	learn: 0.0052754	total: 1.69s	remaining: 456ms
788:	learn: 0.0052699	total: 1.7s	remaining: 453ms
789:	learn: 0.0052174	total: 1.7s	remaining: 451ms
790:	learn: 0.0051890	total: 1.7s	remaining: 449ms
791:	learn: 0.0051831	total: 1.7s	remaining: 447ms
792:	learn: 0.0051763	total: 1.7s	remaining: 445ms
793:	learn: 0.0051559	total: 1.71s	remaining: 442ms
794:	learn: 0.0051488	total: 1.71s	remaining: 440ms
795:	learn: 0.0051151	total: 1.71s	remaining: 438ms
796:	learn: 0.0050510	total: 1.71s	remaining: 436ms
797:	learn: 0.0050160	total: 1.71s	remaining: 434ms
798:	learn: 0.0049899	total: 1.72s	remaining: 432ms
799:	learn: 0.0049534	total: 1.72s	remaining: 430ms
800:	learn: 0.0049218	total: 1.72s	remaining: 427ms
801:	learn: 0.0049064	total: 1.72s	remaining: 425ms
802:	learn: 0.0048790	total: 1.72s	remaining: 423ms
803:	learn: 0.0048496	total: 1.73s	remaining: 421ms
804:	learn: 0.0048444	total: 1.73s	remaining: 419ms
805:	learn: 0.0048108	total: 1.73s	remaining: 417ms
806:	learn: 0.0047877	total: 1.73s	remaining: 414ms
807:	learn: 0.0047577	total: 1.73s	remaining: 412ms
808:	learn: 0.0047546	total: 1.74s	remaining: 410ms
809:	learn: 0.0047277	total: 1.74s	remaining: 408ms
810:	learn: 0.0046946	total: 1.74s	remaining: 405ms
811:	learn: 0.0046679	total: 1.74s	remaining: 403ms
812:	learn: 0.0046363	total: 1.74s	remaining: 401ms
813:	learn: 0.0046026	total: 1.75s	remaining: 399ms
814:	learn: 0.0045677	total: 1.75s	remaining: 397ms
815:	learn: 0.0045271	total: 1.75s	remaining: 395ms
816:	learn: 0.0045098	total: 1.75s	remaining: 392ms
817:	learn: 0.0045047	total: 1.75s	remaining: 390ms
818:	learn: 0.0044804	total: 1.75s	remaining: 388ms
819:	learn: 0.0044553	total: 1.76s	remaining: 386ms
820:	learn: 0.0044350	total: 1.76s	remaining: 384ms
821:	learn: 0.0044167	total: 1.76s	remaining: 382ms
822:	learn: 0.0043895	total: 1.76s	remaining: 379ms
823:	learn: 0.0043703	total: 1.77s	remaining: 377ms
824:	learn: 0.0043458	total: 1.77s	remaining: 375ms
825:	learn: 0.0043002	total: 1.77s	remaining: 373ms
826:	learn: 0.0042958	total: 1.77s	remaining: 371ms
827:	learn: 0.0042528	total: 1.78s	remaining: 369ms
828:	learn: 0.0042217	total: 1.78s	remaining: 367ms
829:	learn: 0.0042115	total: 1.78s	remaining: 365ms
830:	learn: 0.0041915	total: 1.78s	remaining: 363ms
831:	learn: 0.0041666	total: 1.79s	remaining: 361ms
832:	learn: 0.0041352	total: 1.79s	remaining: 359ms
833:	learn: 0.0041168	total: 1.79s	remaining: 357ms
834:	learn: 0.0040825	total: 1.79s	remaining: 354ms
835:	learn: 0.0040476	total: 1.8s	remaining: 352ms
836:	learn: 0.0040139	total: 1.8s	remaining: 350ms
837:	learn: 0.0039817	total: 1.8s	remaining: 348ms
838:	learn: 0.0039480	total: 1.8s	remaining: 346ms
839:	learn: 0.0039277	total: 1.81s	remaining: 344ms
840:	learn: 0.0039245	total: 1.81s	remaining: 342ms
841:	learn: 0.0039146	total: 1.81s	remaining: 340ms
842:	learn: 0.0039104	total: 1.81s	remaining: 338ms
843:	learn: 0.0038903	total: 1.81s	remaining: 336ms
844:	learn: 0.0038613	total: 1.82s	remaining: 334ms
845:	learn: 0.0038272	total: 1.82s	remaining: 331ms
846:	learn: 0.0038157	total: 1.82s	remaining: 329ms
847:	learn: 0.0037907	total: 1.82s	remaining: 327ms
848:	learn: 0.0037839	total: 1.83s	remaining: 325ms
849:	learn: 0.0037669	total: 1.83s	remaining: 323ms
850:	learn: 0.0037439	total: 1.83s	remaining: 320ms
851:	learn: 0.0037060	total: 1.83s	remaining: 318ms
852:	learn: 0.0037016	total: 1.83s	remaining: 316ms
853:	learn: 0.0036778	total: 1.84s	remaining: 314ms
854:	learn: 0.0036610	total: 1.84s	remaining: 312ms
855:	learn: 0.0036243	total: 1.84s	remaining: 310ms
856:	learn: 0.0036036	total: 1.84s	remaining: 308ms
857:	learn: 0.0035983	total: 1.84s	remaining: 305ms
858:	learn: 0.0035733	total: 1.85s	remaining: 303ms
859:	learn: 0.0035365	total: 1.85s	remaining: 301ms
860:	learn: 0.0035326	total: 1.85s	remaining: 299ms
861:	learn: 0.0035147	total: 1.85s	remaining: 297ms
862:	learn: 0.0035112	total: 1.85s	remaining: 294ms
863:	learn: 0.0034759	total: 1.86s	remaining: 292ms
864:	learn: 0.0034613	total: 1.86s	remaining: 290ms
865:	learn: 0.0034464	total: 1.86s	remaining: 288ms
866:	learn: 0.0034318	total: 1.86s	remaining: 286ms
867:	learn: 0.0033923	total: 1.86s	remaining: 284ms
868:	learn: 0.0033702	total: 1.87s	remaining: 282ms
869:	learn: 0.0033448	total: 1.87s	remaining: 279ms
870:	learn: 0.0033420	total: 1.87s	remaining: 277ms
871:	learn: 0.0033318	total: 1.87s	remaining: 275ms
872:	learn: 0.0033128	total: 1.88s	remaining: 273ms
873:	learn: 0.0032961	total: 1.88s	remaining: 271ms
874:	learn: 0.0032750	total: 1.88s	remaining: 269ms
875:	learn: 0.0032464	total: 1.88s	remaining: 266ms
876:	learn: 0.0032192	total: 1.88s	remaining: 264ms
877:	learn: 0.0032157	total: 1.89s	remaining: 262ms
878:	learn: 0.0032014	total: 1.89s	remaining: 260ms
879:	learn: 0.0031771	total: 1.89s	remaining: 258ms
880:	learn: 0.0031563	total: 1.89s	remaining: 256ms
881:	learn: 0.0031553	total: 1.89s	remaining: 253ms
882:	learn: 0.0031285	total: 1.9s	remaining: 251ms
883:	learn: 0.0031086	total: 1.9s	remaining: 249ms
884:	learn: 0.0030708	total: 1.9s	remaining: 247ms
885:	learn: 0.0030569	total: 1.9s	remaining: 245ms
886:	learn: 0.0030503	total: 1.9s	remaining: 243ms
887:	learn: 0.0030211	total: 1.91s	remaining: 240ms
888:	learn: 0.0030178	total: 1.91s	remaining: 238ms
889:	learn: 0.0029948	total: 1.91s	remaining: 236ms
890:	learn: 0.0029656	total: 1.91s	remaining: 234ms
891:	learn: 0.0029429	total: 1.91s	remaining: 232ms
892:	learn: 0.0029330	total: 1.92s	remaining: 230ms
893:	learn: 0.0029231	total: 1.92s	remaining: 227ms
894:	learn: 0.0029085	total: 1.92s	remaining: 225ms
895:	learn: 0.0028925	total: 1.92s	remaining: 223ms
896:	learn: 0.0028761	total: 1.93s	remaining: 221ms
897:	learn: 0.0028739	total: 1.93s	remaining: 219ms
898:	learn: 0.0028447	total: 1.93s	remaining: 217ms
899:	learn: 0.0028374	total: 1.93s	remaining: 215ms
900:	learn: 0.0028156	total: 1.93s	remaining: 213ms
901:	learn: 0.0027986	total: 1.94s	remaining: 210ms
902:	learn: 0.0027919	total: 1.94s	remaining: 208ms
903:	learn: 0.0027696	total: 1.94s	remaining: 206ms
904:	learn: 0.0027680	total: 1.94s	remaining: 204ms
905:	learn: 0.0027655	total: 1.95s	remaining: 202ms
906:	learn: 0.0027495	total: 1.95s	remaining: 200ms
907:	learn: 0.0027404	total: 1.95s	remaining: 198ms
908:	learn: 0.0027272	total: 1.95s	remaining: 196ms
909:	learn: 0.0027145	total: 1.96s	remaining: 193ms
910:	learn: 0.0027015	total: 1.96s	remaining: 191ms
911:	learn: 0.0026883	total: 1.96s	remaining: 189ms
912:	learn: 0.0026784	total: 1.96s	remaining: 187ms
913:	learn: 0.0026669	total: 1.97s	remaining: 185ms
914:	learn: 0.0026643	total: 1.97s	remaining: 183ms
915:	learn: 0.0026501	total: 1.97s	remaining: 181ms
916:	learn: 0.0026325	total: 1.97s	remaining: 179ms
917:	learn: 0.0026123	total: 1.98s	remaining: 176ms
918:	learn: 0.0026079	total: 1.98s	remaining: 174ms
919:	learn: 0.0025800	total: 1.98s	remaining: 172ms
920:	learn: 0.0025557	total: 1.98s	remaining: 170ms
921:	learn: 0.0025442	total: 1.98s	remaining: 168ms
922:	learn: 0.0025419	total: 1.99s	remaining: 166ms
923:	learn: 0.0025399	total: 1.99s	remaining: 164ms
924:	learn: 0.0025168	total: 1.99s	remaining: 162ms
925:	learn: 0.0024967	total: 2s	remaining: 159ms
926:	learn: 0.0024815	total: 2s	remaining: 157ms
927:	learn: 0.0024667	total: 2s	remaining: 155ms
928:	learn: 0.0024560	total: 2s	remaining: 153ms
929:	learn: 0.0024353	total: 2s	remaining: 151ms
930:	learn: 0.0024210	total: 2s	remaining: 149ms
931:	learn: 0.0024068	total: 2.01s	remaining: 146ms
932:	learn: 0.0024041	total: 2.01s	remaining: 144ms
933:	learn: 0.0024022	total: 2.01s	remaining: 142ms
934:	learn: 0.0023994	total: 2.01s	remaining: 140ms
935:	learn: 0.0023870	total: 2.02s	remaining: 138ms
936:	learn: 0.0023786	total: 2.02s	remaining: 136ms
937:	learn: 0.0023591	total: 2.02s	remaining: 134ms
938:	learn: 0.0023455	total: 2.02s	remaining: 131ms
939:	learn: 0.0023216	total: 2.02s	remaining: 129ms
940:	learn: 0.0023188	total: 2.03s	remaining: 127ms
941:	learn: 0.0023005	total: 2.03s	remaining: 125ms
942:	learn: 0.0022839	total: 2.03s	remaining: 123ms
943:	learn: 0.0022742	total: 2.03s	remaining: 121ms
944:	learn: 0.0022625	total: 2.03s	remaining: 118ms
945:	learn: 0.0022426	total: 2.04s	remaining: 116ms
946:	learn: 0.0022234	total: 2.04s	remaining: 114ms
947:	learn: 0.0022180	total: 2.04s	remaining: 112ms
948:	learn: 0.0022026	total: 2.04s	remaining: 110ms
949:	learn: 0.0021881	total: 2.04s	remaining: 108ms
950:	learn: 0.0021714	total: 2.05s	remaining: 105ms
951:	learn: 0.0021621	total: 2.05s	remaining: 103ms
952:	learn: 0.0021440	total: 2.05s	remaining: 101ms
953:	learn: 0.0021331	total: 2.05s	remaining: 99ms
954:	learn: 0.0021148	total: 2.06s	remaining: 96.8ms
955:	learn: 0.0021037	total: 2.06s	remaining: 94.7ms
956:	learn: 0.0020956	total: 2.06s	remaining: 92.5ms
957:	learn: 0.0020888	total: 2.06s	remaining: 90.4ms
958:	learn: 0.0020827	total: 2.06s	remaining: 88.2ms
959:	learn: 0.0020647	total: 2.06s	remaining: 86ms
960:	learn: 0.0020612	total: 2.07s	remaining: 83.9ms
961:	learn: 0.0020551	total: 2.07s	remaining: 81.7ms
962:	learn: 0.0020543	total: 2.07s	remaining: 79.6ms
963:	learn: 0.0020531	total: 2.07s	remaining: 77.4ms
964:	learn: 0.0020480	total: 2.08s	remaining: 75.3ms
965:	learn: 0.0020400	total: 2.08s	remaining: 73.1ms
966:	learn: 0.0020305	total: 2.08s	remaining: 71ms
967:	learn: 0.0020206	total: 2.08s	remaining: 68.8ms
968:	learn: 0.0020099	total: 2.08s	remaining: 66.6ms
969:	learn: 0.0020003	total: 2.08s	remaining: 64.5ms
970:	learn: 0.0019837	total: 2.09s	remaining: 62.3ms
971:	learn: 0.0019720	total: 2.09s	remaining: 60.2ms
972:	learn: 0.0019621	total: 2.09s	remaining: 58ms
973:	learn: 0.0019477	total: 2.09s	remaining: 55.9ms
974:	learn: 0.0019296	total: 2.1s	remaining: 53.7ms
975:	learn: 0.0019284	total: 2.1s	remaining: 51.6ms
976:	learn: 0.0019145	total: 2.1s	remaining: 49.4ms
977:	learn: 0.0019030	total: 2.1s	remaining: 47.3ms
978:	learn: 0.0018990	total: 2.1s	remaining: 45.1ms
979:	learn: 0.0018809	total: 2.1s	remaining: 43ms
980:	learn: 0.0018663	total: 2.11s	remaining: 40.8ms
981:	learn: 0.0018641	total: 2.11s	remaining: 38.7ms
982:	learn: 0.0018596	total: 2.11s	remaining: 36.6ms
983:	learn: 0.0018426	total: 2.12s	remaining: 34.4ms
984:	learn: 0.0018250	total: 2.12s	remaining: 32.3ms
985:	learn: 0.0018078	total: 2.12s	remaining: 30.1ms
986:	learn: 0.0017983	total: 2.12s	remaining: 28ms
987:	learn: 0.0017917	total: 2.13s	remaining: 25.8ms
988:	learn: 0.0017749	total: 2.13s	remaining: 23.7ms
989:	learn: 0.0017593	total: 2.13s	remaining: 21.5ms
990:	learn: 0.0017492	total: 2.13s	remaining: 19.4ms
991:	learn: 0.0017430	total: 2.13s	remaining: 17.2ms
992:	learn: 0.0017375	total: 2.14s	remaining: 15.1ms
993:	learn: 0.0017169	total: 2.14s	remaining: 12.9ms
994:	learn: 0.0017100	total: 2.14s	remaining: 10.8ms
995:	learn: 0.0017089	total: 2.15s	remaining: 8.62ms
996:	learn: 0.0017011	total: 2.15s	remaining: 6.46ms
997:	learn: 0.0016861	total: 2.15s	remaining: 4.31ms
998:	learn: 0.0016803	total: 2.15s	remaining: 2.15ms
999:	learn: 0.0016738	total: 2.15s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=7, depth=6, total=   2.7s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=4 ......................
0:	learn: 0.8862067	total: 1.24ms	remaining: 1.24s
1:	learn: 0.8753333	total: 3.09ms	remaining: 1.54s
2:	learn: 0.8625051	total: 4.16ms	remaining: 1.38s
3:	learn: 0.8523346	total: 5.16ms	remaining: 1.28s
4:	learn: 0.8402710	total: 6.07ms	remaining: 1.21s
5:	learn: 0.8315875	total: 7.09ms	remaining: 1.17s
6:	learn: 0.8213062	total: 8.1ms	remaining: 1.15s
7:	learn: 0.8115500	total: 9.07ms	remaining: 1.12s
8:	learn: 0.8007526	total: 10.1ms	remaining: 1.11s
9:	learn: 0.7903318	total: 11.1ms	remaining: 1.1s
10:	learn: 0.7815442	total: 12.1ms	remaining: 1.09s
11:	learn: 0.7705920	total: 13.1ms	remaining: 1.08s
12:	learn: 0.7615126	total: 14.1ms	remaining: 1.07s
13:	learn: 0.7520347	total: 14.9ms	remaining: 1.05s
14:	learn: 0.7427439	total: 15.9ms	remaining: 1.05s
15:	learn: 0.7354288	total: 17.6ms	remaining: 1.08s
16:	learn: 0.7270439	total: 18.6ms	remaining: 1.07s
17:	learn: 0.7183499	total: 19.5ms	remaining: 1.07s
18:	learn: 0.7120190	total: 20.6ms	remaining: 1.07s
19:	learn: 0.7045466	total: 21.8ms	remaining: 1.07s
20:	learn: 0.6972933	total: 22.9ms	remaining: 1.07s
21:	learn: 0.6896214	total: 24ms	remaining: 1.07s
22:	learn: 0.6821236	total: 25.2ms	remaining: 1.07s
23:	learn: 0.6756280	total: 26.4ms	remaining: 1.07s
24:	learn: 0.6686472	total: 27.5ms	remaining: 1.07s
25:	learn: 0.6615168	total: 28.6ms	remaining: 1.07s
26:	learn: 0.6543865	total: 29.7ms	remaining: 1.07s
27:	learn: 0.6474041	total: 30.8ms	remaining: 1.07s
28:	learn: 0.6417482	total: 32.5ms	remaining: 1.09s
29:	learn: 0.6373361	total: 33.6ms	remaining: 1.09s
30:	learn: 0.6315069	total: 34.8ms	remaining: 1.09s
31:	learn: 0.6262367	total: 35.9ms	remaining: 1.08s
32:	learn: 0.6214751	total: 37ms	remaining: 1.08s
33:	learn: 0.6155841	total: 38.1ms	remaining: 1.08s
34:	learn: 0.6106327	total: 39.2ms	remaining: 1.08s
35:	learn: 0.6046025	total: 40.3ms	remaining: 1.08s
36:	learn: 0.5988265	total: 41.4ms	remaining: 1.08s
37:	learn: 0.5949706	total: 42.6ms	remaining: 1.08s
38:	learn: 0.5897204	total: 43.7ms	remaining: 1.08s
39:	learn: 0.5846697	total: 44.9ms	remaining: 1.08s
40:	learn: 0.5798101	total: 46.1ms	remaining: 1.08s
41:	learn: 0.5756246	total: 47.1ms	remaining: 1.07s
42:	learn: 0.5707018	total: 48.2ms	remaining: 1.07s
43:	learn: 0.5657604	total: 49.4ms	remaining: 1.07s
44:	learn: 0.5619253	total: 50.5ms	remaining: 1.07s
45:	learn: 0.5580053	total: 51.5ms	remaining: 1.07s
46:	learn: 0.5541501	total: 52.6ms	remaining: 1.07s
47:	learn: 0.5498649	total: 53.8ms	remaining: 1.07s
48:	learn: 0.5458873	total: 54.9ms	remaining: 1.06s
49:	learn: 0.5427761	total: 56ms	remaining: 1.06s
50:	learn: 0.5388675	total: 57.1ms	remaining: 1.06s
51:	learn: 0.5362370	total: 58.2ms	remaining: 1.06s
52:	learn: 0.5325172	total: 59.3ms	remaining: 1.06s
53:	learn: 0.5291448	total: 60.9ms	remaining: 1.07s
54:	learn: 0.5248507	total: 62.1ms	remaining: 1.07s
55:	learn: 0.5220706	total: 63.1ms	remaining: 1.06s
56:	learn: 0.5199244	total: 64.2ms	remaining: 1.06s
57:	learn: 0.5171940	total: 65.3ms	remaining: 1.06s
58:	learn: 0.5145485	total: 66.3ms	remaining: 1.06s
59:	learn: 0.5119931	total: 67.3ms	remaining: 1.05s
60:	learn: 0.5088757	total: 68.2ms	remaining: 1.05s
61:	learn: 0.5060704	total: 69.2ms	remaining: 1.05s
62:	learn: 0.5034391	total: 70.3ms	remaining: 1.04s
63:	learn: 0.5012571	total: 71.3ms	remaining: 1.04s
64:	learn: 0.4988636	total: 72.2ms	remaining: 1.04s
65:	learn: 0.4965597	total: 73.3ms	remaining: 1.04s
66:	learn: 0.4935170	total: 74.3ms	remaining: 1.03s
67:	learn: 0.4916456	total: 76ms	remaining: 1.04s
68:	learn: 0.4895078	total: 77.1ms	remaining: 1.04s
69:	learn: 0.4880054	total: 78.2ms	remaining: 1.04s
70:	learn: 0.4858556	total: 79.2ms	remaining: 1.04s
71:	learn: 0.4837621	total: 80.2ms	remaining: 1.03s
72:	learn: 0.4819347	total: 81.3ms	remaining: 1.03s
73:	learn: 0.4799621	total: 82.2ms	remaining: 1.03s
74:	learn: 0.4778409	total: 83.2ms	remaining: 1.03s
75:	learn: 0.4758372	total: 84.3ms	remaining: 1.02s
76:	learn: 0.4736628	total: 85.4ms	remaining: 1.02s
77:	learn: 0.4718853	total: 86.4ms	remaining: 1.02s
78:	learn: 0.4700229	total: 87.3ms	remaining: 1.02s
79:	learn: 0.4681831	total: 88.2ms	remaining: 1.01s
80:	learn: 0.4662832	total: 89.1ms	remaining: 1.01s
81:	learn: 0.4643825	total: 90.4ms	remaining: 1.01s
82:	learn: 0.4627158	total: 91.4ms	remaining: 1.01s
83:	learn: 0.4613451	total: 92.4ms	remaining: 1.01s
84:	learn: 0.4597680	total: 93.5ms	remaining: 1.01s
85:	learn: 0.4580337	total: 94.5ms	remaining: 1s
86:	learn: 0.4565004	total: 95.5ms	remaining: 1s
87:	learn: 0.4548754	total: 96.6ms	remaining: 1s
88:	learn: 0.4536267	total: 97.6ms	remaining: 999ms
89:	learn: 0.4522793	total: 98.6ms	remaining: 997ms
90:	learn: 0.4507442	total: 99.6ms	remaining: 995ms
91:	learn: 0.4492999	total: 101ms	remaining: 992ms
92:	learn: 0.4473384	total: 101ms	remaining: 990ms
93:	learn: 0.4458618	total: 102ms	remaining: 987ms
94:	learn: 0.4446793	total: 103ms	remaining: 985ms
95:	learn: 0.4436103	total: 105ms	remaining: 990ms
96:	learn: 0.4423860	total: 106ms	remaining: 987ms
97:	learn: 0.4421851	total: 107ms	remaining: 985ms
98:	learn: 0.4420137	total: 108ms	remaining: 982ms
99:	learn: 0.4409063	total: 109ms	remaining: 979ms
100:	learn: 0.4394933	total: 110ms	remaining: 976ms
101:	learn: 0.4390949	total: 111ms	remaining: 974ms
102:	learn: 0.4378819	total: 112ms	remaining: 973ms
103:	learn: 0.4365128	total: 113ms	remaining: 970ms
104:	learn: 0.4349991	total: 114ms	remaining: 968ms
105:	learn: 0.4339822	total: 115ms	remaining: 966ms
106:	learn: 0.4336567	total: 116ms	remaining: 965ms
107:	learn: 0.4334523	total: 116ms	remaining: 962ms
108:	learn: 0.4325797	total: 117ms	remaining: 959ms
109:	learn: 0.4310619	total: 119ms	remaining: 962ms
110:	learn: 0.4300547	total: 120ms	remaining: 959ms
111:	learn: 0.4294290	total: 121ms	remaining: 956ms
112:	learn: 0.4283695	total: 122ms	remaining: 954ms
113:	learn: 0.4281458	total: 123ms	remaining: 953ms
114:	learn: 0.4278832	total: 124ms	remaining: 951ms
115:	learn: 0.4276707	total: 125ms	remaining: 953ms
116:	learn: 0.4268200	total: 126ms	remaining: 952ms
117:	learn: 0.4257451	total: 127ms	remaining: 952ms
118:	learn: 0.4247256	total: 128ms	remaining: 951ms
119:	learn: 0.4242869	total: 129ms	remaining: 949ms
120:	learn: 0.4236597	total: 131ms	remaining: 948ms
121:	learn: 0.4226889	total: 132ms	remaining: 951ms
122:	learn: 0.4218608	total: 133ms	remaining: 950ms
123:	learn: 0.4216751	total: 134ms	remaining: 946ms
124:	learn: 0.4214641	total: 135ms	remaining: 945ms
125:	learn: 0.4213031	total: 136ms	remaining: 943ms
126:	learn: 0.4204763	total: 137ms	remaining: 942ms
127:	learn: 0.4200986	total: 138ms	remaining: 940ms
128:	learn: 0.4199187	total: 139ms	remaining: 939ms
129:	learn: 0.4197006	total: 140ms	remaining: 937ms
130:	learn: 0.4194711	total: 141ms	remaining: 936ms
131:	learn: 0.4192278	total: 142ms	remaining: 934ms
132:	learn: 0.4179291	total: 143ms	remaining: 932ms
133:	learn: 0.4177298	total: 144ms	remaining: 931ms
134:	learn: 0.4174289	total: 146ms	remaining: 933ms
135:	learn: 0.4170063	total: 147ms	remaining: 933ms
136:	learn: 0.4168180	total: 148ms	remaining: 931ms
137:	learn: 0.4166572	total: 149ms	remaining: 930ms
138:	learn: 0.4162583	total: 150ms	remaining: 929ms
139:	learn: 0.4160160	total: 151ms	remaining: 928ms
140:	learn: 0.4158265	total: 152ms	remaining: 926ms
141:	learn: 0.4156474	total: 153ms	remaining: 924ms
142:	learn: 0.4146630	total: 154ms	remaining: 923ms
143:	learn: 0.4144832	total: 155ms	remaining: 920ms
144:	learn: 0.4138711	total: 156ms	remaining: 918ms
145:	learn: 0.4136901	total: 157ms	remaining: 916ms
146:	learn: 0.4125955	total: 158ms	remaining: 918ms
147:	learn: 0.4123481	total: 159ms	remaining: 916ms
148:	learn: 0.4112594	total: 160ms	remaining: 915ms
149:	learn: 0.4111165	total: 161ms	remaining: 914ms
150:	learn: 0.4109341	total: 162ms	remaining: 913ms
151:	learn: 0.4107545	total: 163ms	remaining: 911ms
152:	learn: 0.4105053	total: 164ms	remaining: 909ms
153:	learn: 0.4103159	total: 165ms	remaining: 907ms
154:	learn: 0.4093908	total: 166ms	remaining: 906ms
155:	learn: 0.4084846	total: 167ms	remaining: 905ms
156:	learn: 0.4083349	total: 169ms	remaining: 905ms
157:	learn: 0.4076851	total: 170ms	remaining: 905ms
158:	learn: 0.4075464	total: 172ms	remaining: 908ms
159:	learn: 0.4074162	total: 173ms	remaining: 906ms
160:	learn: 0.4072508	total: 174ms	remaining: 905ms
161:	learn: 0.4071172	total: 175ms	remaining: 903ms
162:	learn: 0.4061535	total: 176ms	remaining: 902ms
163:	learn: 0.4059741	total: 176ms	remaining: 899ms
164:	learn: 0.4057888	total: 177ms	remaining: 897ms
165:	learn: 0.4056047	total: 178ms	remaining: 896ms
166:	learn: 0.4048219	total: 179ms	remaining: 894ms
167:	learn: 0.4046925	total: 180ms	remaining: 893ms
168:	learn: 0.4045501	total: 181ms	remaining: 891ms
169:	learn: 0.4039223	total: 182ms	remaining: 889ms
170:	learn: 0.4036030	total: 183ms	remaining: 887ms
171:	learn: 0.4034889	total: 184ms	remaining: 885ms
172:	learn: 0.4032236	total: 185ms	remaining: 883ms
173:	learn: 0.4028952	total: 187ms	remaining: 888ms
174:	learn: 0.4019562	total: 188ms	remaining: 886ms
175:	learn: 0.4013489	total: 189ms	remaining: 884ms
176:	learn: 0.4011068	total: 190ms	remaining: 882ms
177:	learn: 0.4009815	total: 191ms	remaining: 880ms
178:	learn: 0.4007519	total: 191ms	remaining: 878ms
179:	learn: 0.4004434	total: 192ms	remaining: 877ms
180:	learn: 0.4002796	total: 193ms	remaining: 875ms
181:	learn: 0.4001159	total: 194ms	remaining: 873ms
182:	learn: 0.3997000	total: 195ms	remaining: 871ms
183:	learn: 0.3995806	total: 196ms	remaining: 870ms
184:	learn: 0.3994310	total: 197ms	remaining: 869ms
185:	learn: 0.3985199	total: 198ms	remaining: 868ms
186:	learn: 0.3982559	total: 200ms	remaining: 868ms
187:	learn: 0.3981530	total: 201ms	remaining: 868ms
188:	learn: 0.3980040	total: 202ms	remaining: 867ms
189:	learn: 0.3978731	total: 203ms	remaining: 866ms
190:	learn: 0.3977316	total: 204ms	remaining: 865ms
191:	learn: 0.3975675	total: 205ms	remaining: 863ms
192:	learn: 0.3974422	total: 206ms	remaining: 861ms
193:	learn: 0.3973229	total: 207ms	remaining: 861ms
194:	learn: 0.3971895	total: 208ms	remaining: 860ms
195:	learn: 0.3968113	total: 209ms	remaining: 859ms
196:	learn: 0.3965257	total: 210ms	remaining: 858ms
197:	learn: 0.3962451	total: 212ms	remaining: 857ms
198:	learn: 0.3960040	total: 213ms	remaining: 856ms
199:	learn: 0.3957472	total: 214ms	remaining: 855ms
200:	learn: 0.3955781	total: 215ms	remaining: 854ms
201:	learn: 0.3952211	total: 216ms	remaining: 854ms
202:	learn: 0.3949001	total: 217ms	remaining: 854ms
203:	learn: 0.3947382	total: 219ms	remaining: 853ms
204:	learn: 0.3940224	total: 220ms	remaining: 852ms
205:	learn: 0.3937527	total: 221ms	remaining: 851ms
206:	learn: 0.3935188	total: 222ms	remaining: 852ms
207:	learn: 0.3933837	total: 225ms	remaining: 855ms
208:	learn: 0.3932476	total: 226ms	remaining: 855ms
209:	learn: 0.3929915	total: 227ms	remaining: 855ms
210:	learn: 0.3924392	total: 229ms	remaining: 855ms
211:	learn: 0.3922862	total: 230ms	remaining: 854ms
212:	learn: 0.3921300	total: 231ms	remaining: 854ms
213:	learn: 0.3918663	total: 233ms	remaining: 856ms
214:	learn: 0.3917473	total: 234ms	remaining: 855ms
215:	learn: 0.3915204	total: 236ms	remaining: 855ms
216:	learn: 0.3912807	total: 238ms	remaining: 859ms
217:	learn: 0.3911610	total: 239ms	remaining: 858ms
218:	learn: 0.3909314	total: 240ms	remaining: 857ms
219:	learn: 0.3897275	total: 241ms	remaining: 855ms
220:	learn: 0.3895064	total: 242ms	remaining: 854ms
221:	learn: 0.3892516	total: 243ms	remaining: 852ms
222:	learn: 0.3881604	total: 244ms	remaining: 851ms
223:	learn: 0.3880283	total: 245ms	remaining: 849ms
224:	learn: 0.3878907	total: 246ms	remaining: 847ms
225:	learn: 0.3877456	total: 247ms	remaining: 846ms
226:	learn: 0.3875296	total: 248ms	remaining: 845ms
227:	learn: 0.3872773	total: 249ms	remaining: 843ms
228:	learn: 0.3870775	total: 250ms	remaining: 843ms
229:	learn: 0.3868706	total: 251ms	remaining: 842ms
230:	learn: 0.3867351	total: 252ms	remaining: 840ms
231:	learn: 0.3864903	total: 253ms	remaining: 838ms
232:	learn: 0.3863358	total: 254ms	remaining: 837ms
233:	learn: 0.3853598	total: 255ms	remaining: 835ms
234:	learn: 0.3851472	total: 256ms	remaining: 833ms
235:	learn: 0.3850163	total: 257ms	remaining: 832ms
236:	learn: 0.3849005	total: 258ms	remaining: 830ms
237:	learn: 0.3846410	total: 259ms	remaining: 829ms
238:	learn: 0.3845007	total: 260ms	remaining: 828ms
239:	learn: 0.3842893	total: 261ms	remaining: 826ms
240:	learn: 0.3841664	total: 262ms	remaining: 825ms
241:	learn: 0.3832276	total: 263ms	remaining: 824ms
242:	learn: 0.3830938	total: 264ms	remaining: 822ms
243:	learn: 0.3828257	total: 265ms	remaining: 821ms
244:	learn: 0.3825547	total: 266ms	remaining: 819ms
245:	learn: 0.3823708	total: 267ms	remaining: 818ms
246:	learn: 0.3822208	total: 268ms	remaining: 816ms
247:	learn: 0.3819638	total: 269ms	remaining: 816ms
248:	learn: 0.3816883	total: 270ms	remaining: 815ms
249:	learn: 0.3814106	total: 272ms	remaining: 816ms
250:	learn: 0.3811613	total: 273ms	remaining: 815ms
251:	learn: 0.3809217	total: 275ms	remaining: 816ms
252:	learn: 0.3806937	total: 276ms	remaining: 815ms
253:	learn: 0.3804270	total: 277ms	remaining: 814ms
254:	learn: 0.3802411	total: 279ms	remaining: 814ms
255:	learn: 0.3799837	total: 280ms	remaining: 813ms
256:	learn: 0.3788561	total: 281ms	remaining: 812ms
257:	learn: 0.3786046	total: 282ms	remaining: 812ms
258:	learn: 0.3783311	total: 284ms	remaining: 811ms
259:	learn: 0.3780928	total: 285ms	remaining: 810ms
260:	learn: 0.3778565	total: 286ms	remaining: 809ms
261:	learn: 0.3776518	total: 288ms	remaining: 810ms
262:	learn: 0.3772599	total: 289ms	remaining: 809ms
263:	learn: 0.3763460	total: 290ms	remaining: 808ms
264:	learn: 0.3761482	total: 291ms	remaining: 807ms
265:	learn: 0.3753117	total: 292ms	remaining: 806ms
266:	learn: 0.3745271	total: 293ms	remaining: 805ms
267:	learn: 0.3743419	total: 294ms	remaining: 804ms
268:	learn: 0.3741515	total: 295ms	remaining: 803ms
269:	learn: 0.3739312	total: 296ms	remaining: 802ms
270:	learn: 0.3736845	total: 298ms	remaining: 801ms
271:	learn: 0.3725219	total: 299ms	remaining: 799ms
272:	learn: 0.3722841	total: 300ms	remaining: 799ms
273:	learn: 0.3721679	total: 301ms	remaining: 797ms
274:	learn: 0.3710808	total: 302ms	remaining: 796ms
275:	learn: 0.3708667	total: 303ms	remaining: 796ms
276:	learn: 0.3706495	total: 304ms	remaining: 794ms
277:	learn: 0.3697722	total: 305ms	remaining: 793ms
278:	learn: 0.3695373	total: 306ms	remaining: 792ms
279:	learn: 0.3693232	total: 308ms	remaining: 791ms
280:	learn: 0.3691422	total: 309ms	remaining: 790ms
281:	learn: 0.3690384	total: 310ms	remaining: 790ms
282:	learn: 0.3688279	total: 311ms	remaining: 789ms
283:	learn: 0.3686246	total: 313ms	remaining: 790ms
284:	learn: 0.3684202	total: 314ms	remaining: 789ms
285:	learn: 0.3680514	total: 315ms	remaining: 788ms
286:	learn: 0.3679359	total: 317ms	remaining: 787ms
287:	learn: 0.3677233	total: 318ms	remaining: 786ms
288:	learn: 0.3669482	total: 319ms	remaining: 785ms
289:	learn: 0.3667465	total: 321ms	remaining: 785ms
290:	learn: 0.3665716	total: 322ms	remaining: 784ms
291:	learn: 0.3663763	total: 323ms	remaining: 782ms
292:	learn: 0.3655709	total: 324ms	remaining: 781ms
293:	learn: 0.3653976	total: 325ms	remaining: 780ms
294:	learn: 0.3652857	total: 326ms	remaining: 780ms
295:	learn: 0.3650907	total: 327ms	remaining: 779ms
296:	learn: 0.3639920	total: 328ms	remaining: 777ms
297:	learn: 0.3638064	total: 329ms	remaining: 776ms
298:	learn: 0.3636502	total: 330ms	remaining: 774ms
299:	learn: 0.3634419	total: 331ms	remaining: 773ms
300:	learn: 0.3630112	total: 332ms	remaining: 772ms
301:	learn: 0.3626591	total: 333ms	remaining: 770ms
302:	learn: 0.3624705	total: 334ms	remaining: 769ms
303:	learn: 0.3617708	total: 335ms	remaining: 767ms
304:	learn: 0.3607862	total: 336ms	remaining: 766ms
305:	learn: 0.3606936	total: 337ms	remaining: 764ms
306:	learn: 0.3605221	total: 338ms	remaining: 763ms
307:	learn: 0.3595448	total: 339ms	remaining: 762ms
308:	learn: 0.3593270	total: 340ms	remaining: 760ms
309:	learn: 0.3584732	total: 341ms	remaining: 759ms
310:	learn: 0.3582830	total: 342ms	remaining: 757ms
311:	learn: 0.3575768	total: 343ms	remaining: 756ms
312:	learn: 0.3574722	total: 344ms	remaining: 755ms
313:	learn: 0.3571745	total: 345ms	remaining: 754ms
314:	learn: 0.3570710	total: 346ms	remaining: 753ms
315:	learn: 0.3569681	total: 347ms	remaining: 751ms
316:	learn: 0.3568658	total: 348ms	remaining: 750ms
317:	learn: 0.3561770	total: 349ms	remaining: 749ms
318:	learn: 0.3559857	total: 350ms	remaining: 748ms
319:	learn: 0.3558222	total: 351ms	remaining: 746ms
320:	learn: 0.3557216	total: 352ms	remaining: 745ms
321:	learn: 0.3556230	total: 353ms	remaining: 743ms
322:	learn: 0.3554110	total: 354ms	remaining: 742ms
323:	learn: 0.3550932	total: 355ms	remaining: 741ms
324:	learn: 0.3543228	total: 356ms	remaining: 740ms
325:	learn: 0.3541460	total: 357ms	remaining: 738ms
326:	learn: 0.3539710	total: 358ms	remaining: 737ms
327:	learn: 0.3533167	total: 359ms	remaining: 736ms
328:	learn: 0.3531328	total: 360ms	remaining: 734ms
329:	learn: 0.3528235	total: 361ms	remaining: 733ms
330:	learn: 0.3527368	total: 362ms	remaining: 732ms
331:	learn: 0.3524172	total: 363ms	remaining: 731ms
332:	learn: 0.3521011	total: 364ms	remaining: 729ms
333:	learn: 0.3519203	total: 365ms	remaining: 728ms
334:	learn: 0.3518257	total: 366ms	remaining: 726ms
335:	learn: 0.3515273	total: 367ms	remaining: 725ms
336:	learn: 0.3514225	total: 368ms	remaining: 723ms
337:	learn: 0.3512436	total: 368ms	remaining: 722ms
338:	learn: 0.3505538	total: 369ms	remaining: 720ms
339:	learn: 0.3503870	total: 370ms	remaining: 719ms
340:	learn: 0.3500779	total: 371ms	remaining: 717ms
341:	learn: 0.3492850	total: 372ms	remaining: 716ms
342:	learn: 0.3485740	total: 373ms	remaining: 715ms
343:	learn: 0.3478055	total: 374ms	remaining: 713ms
344:	learn: 0.3475041	total: 375ms	remaining: 713ms
345:	learn: 0.3473229	total: 376ms	remaining: 711ms
346:	learn: 0.3471463	total: 377ms	remaining: 710ms
347:	learn: 0.3469817	total: 378ms	remaining: 708ms
348:	learn: 0.3467802	total: 379ms	remaining: 707ms
349:	learn: 0.3458999	total: 380ms	remaining: 706ms
350:	learn: 0.3457487	total: 381ms	remaining: 704ms
351:	learn: 0.3454731	total: 382ms	remaining: 703ms
352:	learn: 0.3453004	total: 383ms	remaining: 701ms
353:	learn: 0.3446682	total: 384ms	remaining: 700ms
354:	learn: 0.3440959	total: 385ms	remaining: 699ms
355:	learn: 0.3438996	total: 386ms	remaining: 698ms
356:	learn: 0.3437525	total: 387ms	remaining: 696ms
357:	learn: 0.3435919	total: 388ms	remaining: 696ms
358:	learn: 0.3429512	total: 389ms	remaining: 694ms
359:	learn: 0.3427571	total: 390ms	remaining: 693ms
360:	learn: 0.3424833	total: 391ms	remaining: 692ms
361:	learn: 0.3423602	total: 392ms	remaining: 690ms
362:	learn: 0.3420776	total: 393ms	remaining: 689ms
363:	learn: 0.3415853	total: 393ms	remaining: 687ms
364:	learn: 0.3414398	total: 394ms	remaining: 686ms
365:	learn: 0.3408120	total: 395ms	remaining: 685ms
366:	learn: 0.3405355	total: 396ms	remaining: 684ms
367:	learn: 0.3396831	total: 398ms	remaining: 683ms
368:	learn: 0.3387297	total: 399ms	remaining: 682ms
369:	learn: 0.3384544	total: 400ms	remaining: 681ms
370:	learn: 0.3378967	total: 401ms	remaining: 680ms
371:	learn: 0.3377439	total: 402ms	remaining: 678ms
372:	learn: 0.3375788	total: 403ms	remaining: 677ms
373:	learn: 0.3365833	total: 404ms	remaining: 676ms
374:	learn: 0.3364537	total: 405ms	remaining: 675ms
375:	learn: 0.3362880	total: 406ms	remaining: 673ms
376:	learn: 0.3360190	total: 407ms	remaining: 672ms
377:	learn: 0.3350954	total: 408ms	remaining: 671ms
378:	learn: 0.3349462	total: 409ms	remaining: 670ms
379:	learn: 0.3346965	total: 410ms	remaining: 668ms
380:	learn: 0.3344379	total: 411ms	remaining: 667ms
381:	learn: 0.3335607	total: 412ms	remaining: 666ms
382:	learn: 0.3329814	total: 413ms	remaining: 665ms
383:	learn: 0.3329009	total: 414ms	remaining: 665ms
384:	learn: 0.3327377	total: 416ms	remaining: 664ms
385:	learn: 0.3325802	total: 417ms	remaining: 663ms
386:	learn: 0.3317865	total: 418ms	remaining: 662ms
387:	learn: 0.3316514	total: 419ms	remaining: 661ms
388:	learn: 0.3314967	total: 420ms	remaining: 660ms
389:	learn: 0.3313435	total: 421ms	remaining: 659ms
390:	learn: 0.3311754	total: 423ms	remaining: 659ms
391:	learn: 0.3310020	total: 424ms	remaining: 658ms
392:	learn: 0.3309258	total: 425ms	remaining: 657ms
393:	learn: 0.3306736	total: 427ms	remaining: 656ms
394:	learn: 0.3305980	total: 428ms	remaining: 655ms
395:	learn: 0.3305228	total: 429ms	remaining: 654ms
396:	learn: 0.3303841	total: 430ms	remaining: 653ms
397:	learn: 0.3301553	total: 431ms	remaining: 652ms
398:	learn: 0.3299959	total: 432ms	remaining: 651ms
399:	learn: 0.3299221	total: 433ms	remaining: 649ms
400:	learn: 0.3298486	total: 434ms	remaining: 649ms
401:	learn: 0.3297738	total: 435ms	remaining: 648ms
402:	learn: 0.3297011	total: 436ms	remaining: 647ms
403:	learn: 0.3295729	total: 438ms	remaining: 646ms
404:	learn: 0.3291292	total: 440ms	remaining: 646ms
405:	learn: 0.3287162	total: 441ms	remaining: 645ms
406:	learn: 0.3282205	total: 442ms	remaining: 644ms
407:	learn: 0.3271495	total: 444ms	remaining: 644ms
408:	learn: 0.3270719	total: 445ms	remaining: 642ms
409:	learn: 0.3268306	total: 446ms	remaining: 641ms
410:	learn: 0.3263530	total: 447ms	remaining: 640ms
411:	learn: 0.3262822	total: 448ms	remaining: 639ms
412:	learn: 0.3262062	total: 449ms	remaining: 638ms
413:	learn: 0.3259929	total: 450ms	remaining: 637ms
414:	learn: 0.3253634	total: 451ms	remaining: 636ms
415:	learn: 0.3252979	total: 453ms	remaining: 636ms
416:	learn: 0.3252234	total: 454ms	remaining: 634ms
417:	learn: 0.3247481	total: 455ms	remaining: 633ms
418:	learn: 0.3242503	total: 456ms	remaining: 632ms
419:	learn: 0.3240352	total: 457ms	remaining: 631ms
420:	learn: 0.3239670	total: 458ms	remaining: 630ms
421:	learn: 0.3234940	total: 459ms	remaining: 629ms
422:	learn: 0.3234265	total: 460ms	remaining: 628ms
423:	learn: 0.3233593	total: 461ms	remaining: 627ms
424:	learn: 0.3232169	total: 462ms	remaining: 626ms
425:	learn: 0.3227384	total: 466ms	remaining: 627ms
426:	learn: 0.3225289	total: 467ms	remaining: 626ms
427:	learn: 0.3224578	total: 468ms	remaining: 625ms
428:	learn: 0.3223921	total: 469ms	remaining: 624ms
429:	learn: 0.3221634	total: 470ms	remaining: 623ms
430:	learn: 0.3219371	total: 471ms	remaining: 622ms
431:	learn: 0.3218675	total: 472ms	remaining: 620ms
432:	learn: 0.3217984	total: 473ms	remaining: 619ms
433:	learn: 0.3217340	total: 474ms	remaining: 618ms
434:	learn: 0.3214933	total: 475ms	remaining: 617ms
435:	learn: 0.3210563	total: 476ms	remaining: 615ms
436:	learn: 0.3202611	total: 477ms	remaining: 614ms
437:	learn: 0.3200232	total: 477ms	remaining: 613ms
438:	learn: 0.3196295	total: 479ms	remaining: 612ms
439:	learn: 0.3194127	total: 480ms	remaining: 611ms
440:	learn: 0.3193501	total: 481ms	remaining: 610ms
441:	learn: 0.3192933	total: 482ms	remaining: 609ms
442:	learn: 0.3190952	total: 483ms	remaining: 608ms
443:	learn: 0.3186487	total: 484ms	remaining: 606ms
444:	learn: 0.3178171	total: 485ms	remaining: 605ms
445:	learn: 0.3177516	total: 486ms	remaining: 604ms
446:	learn: 0.3175331	total: 487ms	remaining: 603ms
447:	learn: 0.3174681	total: 489ms	remaining: 602ms
448:	learn: 0.3168414	total: 490ms	remaining: 601ms
449:	learn: 0.3160204	total: 491ms	remaining: 600ms
450:	learn: 0.3158868	total: 492ms	remaining: 599ms
451:	learn: 0.3151251	total: 493ms	remaining: 598ms
452:	learn: 0.3146813	total: 494ms	remaining: 596ms
453:	learn: 0.3144741	total: 495ms	remaining: 595ms
454:	learn: 0.3144200	total: 496ms	remaining: 594ms
455:	learn: 0.3141340	total: 497ms	remaining: 593ms
456:	learn: 0.3139241	total: 498ms	remaining: 591ms
457:	learn: 0.3136075	total: 499ms	remaining: 590ms
458:	learn: 0.3131278	total: 500ms	remaining: 589ms
459:	learn: 0.3130686	total: 501ms	remaining: 588ms
460:	learn: 0.3127016	total: 502ms	remaining: 587ms
461:	learn: 0.3119971	total: 503ms	remaining: 585ms
462:	learn: 0.3118659	total: 504ms	remaining: 584ms
463:	learn: 0.3115528	total: 505ms	remaining: 583ms
464:	learn: 0.3113522	total: 506ms	remaining: 582ms
465:	learn: 0.3112910	total: 506ms	remaining: 580ms
466:	learn: 0.3112336	total: 507ms	remaining: 579ms
467:	learn: 0.3106932	total: 508ms	remaining: 578ms
468:	learn: 0.3104207	total: 509ms	remaining: 577ms
469:	learn: 0.3103603	total: 510ms	remaining: 576ms
470:	learn: 0.3103003	total: 511ms	remaining: 574ms
471:	learn: 0.3101981	total: 512ms	remaining: 573ms
472:	learn: 0.3101388	total: 513ms	remaining: 572ms
473:	learn: 0.3095595	total: 514ms	remaining: 571ms
474:	learn: 0.3095041	total: 515ms	remaining: 569ms
475:	learn: 0.3091405	total: 516ms	remaining: 568ms
476:	learn: 0.3088276	total: 517ms	remaining: 567ms
477:	learn: 0.3086102	total: 518ms	remaining: 566ms
478:	learn: 0.3077307	total: 519ms	remaining: 565ms
479:	learn: 0.3076760	total: 520ms	remaining: 564ms
480:	learn: 0.3076185	total: 521ms	remaining: 563ms
481:	learn: 0.3072106	total: 522ms	remaining: 561ms
482:	learn: 0.3070196	total: 523ms	remaining: 560ms
483:	learn: 0.3063210	total: 524ms	remaining: 559ms
484:	learn: 0.3056748	total: 525ms	remaining: 558ms
485:	learn: 0.3053165	total: 526ms	remaining: 556ms
486:	learn: 0.3052551	total: 527ms	remaining: 555ms
487:	learn: 0.3045694	total: 528ms	remaining: 554ms
488:	learn: 0.3042341	total: 529ms	remaining: 553ms
489:	learn: 0.3037753	total: 530ms	remaining: 552ms
490:	learn: 0.3034249	total: 531ms	remaining: 550ms
491:	learn: 0.3028895	total: 532ms	remaining: 549ms
492:	learn: 0.3023900	total: 533ms	remaining: 548ms
493:	learn: 0.3017041	total: 534ms	remaining: 547ms
494:	learn: 0.3009709	total: 535ms	remaining: 546ms
495:	learn: 0.3009151	total: 536ms	remaining: 545ms
496:	learn: 0.3003664	total: 537ms	remaining: 543ms
497:	learn: 0.3003110	total: 538ms	remaining: 542ms
498:	learn: 0.3002596	total: 539ms	remaining: 541ms
499:	learn: 0.3002100	total: 540ms	remaining: 540ms
500:	learn: 0.2994182	total: 541ms	remaining: 539ms
501:	learn: 0.2993638	total: 542ms	remaining: 537ms
502:	learn: 0.2993135	total: 543ms	remaining: 536ms
503:	learn: 0.2991112	total: 544ms	remaining: 535ms
504:	learn: 0.2988909	total: 544ms	remaining: 534ms
505:	learn: 0.2982871	total: 545ms	remaining: 532ms
506:	learn: 0.2982395	total: 546ms	remaining: 531ms
507:	learn: 0.2977172	total: 548ms	remaining: 531ms
508:	learn: 0.2970120	total: 549ms	remaining: 529ms
509:	learn: 0.2968209	total: 550ms	remaining: 528ms
510:	learn: 0.2964970	total: 551ms	remaining: 527ms
511:	learn: 0.2963127	total: 552ms	remaining: 526ms
512:	learn: 0.2961022	total: 553ms	remaining: 525ms
513:	learn: 0.2955505	total: 554ms	remaining: 524ms
514:	learn: 0.2948377	total: 555ms	remaining: 522ms
515:	learn: 0.2947233	total: 556ms	remaining: 521ms
516:	learn: 0.2946747	total: 557ms	remaining: 520ms
517:	learn: 0.2944716	total: 558ms	remaining: 519ms
518:	learn: 0.2944234	total: 558ms	remaining: 518ms
519:	learn: 0.2940662	total: 560ms	remaining: 517ms
520:	learn: 0.2934999	total: 560ms	remaining: 515ms
521:	learn: 0.2933281	total: 562ms	remaining: 515ms
522:	learn: 0.2931469	total: 563ms	remaining: 513ms
523:	learn: 0.2929510	total: 565ms	remaining: 513ms
524:	learn: 0.2927891	total: 566ms	remaining: 512ms
525:	learn: 0.2925931	total: 567ms	remaining: 511ms
526:	learn: 0.2924828	total: 568ms	remaining: 510ms
527:	learn: 0.2920778	total: 569ms	remaining: 509ms
528:	learn: 0.2919390	total: 570ms	remaining: 507ms
529:	learn: 0.2918923	total: 571ms	remaining: 506ms
530:	learn: 0.2918458	total: 572ms	remaining: 505ms
531:	learn: 0.2914055	total: 573ms	remaining: 504ms
532:	learn: 0.2912011	total: 574ms	remaining: 503ms
533:	learn: 0.2910372	total: 576ms	remaining: 502ms
534:	learn: 0.2908366	total: 577ms	remaining: 501ms
535:	learn: 0.2902499	total: 578ms	remaining: 500ms
536:	learn: 0.2900325	total: 579ms	remaining: 499ms
537:	learn: 0.2894616	total: 580ms	remaining: 498ms
538:	learn: 0.2893086	total: 581ms	remaining: 497ms
539:	learn: 0.2888025	total: 582ms	remaining: 496ms
540:	learn: 0.2887674	total: 583ms	remaining: 495ms
541:	learn: 0.2885891	total: 584ms	remaining: 494ms
542:	learn: 0.2885528	total: 586ms	remaining: 493ms
543:	learn: 0.2881404	total: 587ms	remaining: 492ms
544:	learn: 0.2879741	total: 589ms	remaining: 491ms
545:	learn: 0.2873365	total: 590ms	remaining: 490ms
546:	learn: 0.2869193	total: 591ms	remaining: 489ms
547:	learn: 0.2867612	total: 592ms	remaining: 488ms
548:	learn: 0.2863533	total: 593ms	remaining: 487ms
549:	learn: 0.2856973	total: 594ms	remaining: 486ms
550:	learn: 0.2853943	total: 595ms	remaining: 485ms
551:	learn: 0.2847632	total: 596ms	remaining: 483ms
552:	learn: 0.2844963	total: 597ms	remaining: 482ms
553:	learn: 0.2839877	total: 598ms	remaining: 481ms
554:	learn: 0.2838236	total: 599ms	remaining: 480ms
555:	learn: 0.2834233	total: 600ms	remaining: 479ms
556:	learn: 0.2831751	total: 601ms	remaining: 478ms
557:	learn: 0.2829940	total: 602ms	remaining: 477ms
558:	learn: 0.2828155	total: 603ms	remaining: 476ms
559:	learn: 0.2819745	total: 604ms	remaining: 475ms
560:	learn: 0.2819302	total: 605ms	remaining: 474ms
561:	learn: 0.2813472	total: 606ms	remaining: 473ms
562:	learn: 0.2812110	total: 607ms	remaining: 471ms
563:	learn: 0.2806732	total: 608ms	remaining: 470ms
564:	learn: 0.2806290	total: 609ms	remaining: 469ms
565:	learn: 0.2800785	total: 611ms	remaining: 468ms
566:	learn: 0.2797151	total: 612ms	remaining: 467ms
567:	learn: 0.2791523	total: 613ms	remaining: 466ms
568:	learn: 0.2786956	total: 615ms	remaining: 466ms
569:	learn: 0.2784912	total: 616ms	remaining: 465ms
570:	learn: 0.2783872	total: 617ms	remaining: 463ms
571:	learn: 0.2777708	total: 618ms	remaining: 462ms
572:	learn: 0.2776531	total: 619ms	remaining: 461ms
573:	learn: 0.2775046	total: 619ms	remaining: 460ms
574:	learn: 0.2769485	total: 620ms	remaining: 459ms
575:	learn: 0.2767479	total: 621ms	remaining: 457ms
576:	learn: 0.2765607	total: 622ms	remaining: 456ms
577:	learn: 0.2761335	total: 623ms	remaining: 455ms
578:	learn: 0.2759787	total: 624ms	remaining: 454ms
579:	learn: 0.2758527	total: 625ms	remaining: 453ms
580:	learn: 0.2753878	total: 627ms	remaining: 452ms
581:	learn: 0.2752459	total: 628ms	remaining: 451ms
582:	learn: 0.2749341	total: 629ms	remaining: 450ms
583:	learn: 0.2747912	total: 630ms	remaining: 449ms
584:	learn: 0.2746897	total: 631ms	remaining: 448ms
585:	learn: 0.2741593	total: 632ms	remaining: 447ms
586:	learn: 0.2739555	total: 633ms	remaining: 445ms
587:	learn: 0.2738549	total: 634ms	remaining: 444ms
588:	learn: 0.2736064	total: 635ms	remaining: 443ms
589:	learn: 0.2735643	total: 636ms	remaining: 442ms
590:	learn: 0.2734051	total: 637ms	remaining: 441ms
591:	learn: 0.2731576	total: 638ms	remaining: 440ms
592:	learn: 0.2731150	total: 639ms	remaining: 439ms
593:	learn: 0.2725856	total: 640ms	remaining: 438ms
594:	learn: 0.2716305	total: 641ms	remaining: 437ms
595:	learn: 0.2715056	total: 642ms	remaining: 435ms
596:	learn: 0.2710094	total: 643ms	remaining: 434ms
597:	learn: 0.2704931	total: 644ms	remaining: 433ms
598:	learn: 0.2700097	total: 645ms	remaining: 432ms
599:	learn: 0.2693051	total: 646ms	remaining: 431ms
600:	learn: 0.2691435	total: 647ms	remaining: 429ms
601:	learn: 0.2686390	total: 648ms	remaining: 428ms
602:	learn: 0.2684628	total: 649ms	remaining: 427ms
603:	learn: 0.2682734	total: 650ms	remaining: 426ms
604:	learn: 0.2675150	total: 651ms	remaining: 425ms
605:	learn: 0.2670213	total: 652ms	remaining: 424ms
606:	learn: 0.2665301	total: 653ms	remaining: 423ms
607:	learn: 0.2663841	total: 654ms	remaining: 421ms
608:	learn: 0.2658567	total: 655ms	remaining: 420ms
609:	learn: 0.2653268	total: 656ms	remaining: 419ms
610:	learn: 0.2649479	total: 657ms	remaining: 418ms
611:	learn: 0.2642301	total: 657ms	remaining: 417ms
612:	learn: 0.2641352	total: 658ms	remaining: 416ms
613:	learn: 0.2640412	total: 659ms	remaining: 415ms
614:	learn: 0.2636150	total: 660ms	remaining: 413ms
615:	learn: 0.2630084	total: 661ms	remaining: 412ms
616:	learn: 0.2628421	total: 662ms	remaining: 411ms
617:	learn: 0.2627239	total: 663ms	remaining: 410ms
618:	learn: 0.2626332	total: 664ms	remaining: 409ms
619:	learn: 0.2622307	total: 665ms	remaining: 408ms
620:	learn: 0.2621125	total: 666ms	remaining: 406ms
621:	learn: 0.2619427	total: 667ms	remaining: 405ms
622:	learn: 0.2616868	total: 669ms	remaining: 405ms
623:	learn: 0.2613266	total: 669ms	remaining: 403ms
624:	learn: 0.2611367	total: 670ms	remaining: 402ms
625:	learn: 0.2610460	total: 671ms	remaining: 401ms
626:	learn: 0.2605724	total: 672ms	remaining: 400ms
627:	learn: 0.2601176	total: 673ms	remaining: 399ms
628:	learn: 0.2596657	total: 674ms	remaining: 398ms
629:	learn: 0.2595788	total: 675ms	remaining: 396ms
630:	learn: 0.2594896	total: 676ms	remaining: 395ms
631:	learn: 0.2593347	total: 677ms	remaining: 394ms
632:	learn: 0.2589225	total: 678ms	remaining: 393ms
633:	learn: 0.2581641	total: 679ms	remaining: 392ms
634:	learn: 0.2577563	total: 680ms	remaining: 391ms
635:	learn: 0.2571764	total: 681ms	remaining: 390ms
636:	learn: 0.2567621	total: 682ms	remaining: 389ms
637:	learn: 0.2566302	total: 683ms	remaining: 388ms
638:	learn: 0.2564930	total: 684ms	remaining: 386ms
639:	learn: 0.2560018	total: 685ms	remaining: 385ms
640:	learn: 0.2558657	total: 686ms	remaining: 384ms
641:	learn: 0.2557929	total: 687ms	remaining: 383ms
642:	learn: 0.2556074	total: 688ms	remaining: 382ms
643:	learn: 0.2555237	total: 689ms	remaining: 381ms
644:	learn: 0.2553639	total: 690ms	remaining: 380ms
645:	learn: 0.2552192	total: 691ms	remaining: 379ms
646:	learn: 0.2548198	total: 692ms	remaining: 377ms
647:	learn: 0.2547373	total: 693ms	remaining: 376ms
648:	learn: 0.2543410	total: 694ms	remaining: 375ms
649:	learn: 0.2541137	total: 695ms	remaining: 374ms
650:	learn: 0.2539358	total: 696ms	remaining: 373ms
651:	learn: 0.2537695	total: 697ms	remaining: 372ms
652:	learn: 0.2532914	total: 698ms	remaining: 371ms
653:	learn: 0.2531259	total: 699ms	remaining: 370ms
654:	learn: 0.2527175	total: 700ms	remaining: 369ms
655:	learn: 0.2521532	total: 701ms	remaining: 368ms
656:	learn: 0.2520033	total: 702ms	remaining: 366ms
657:	learn: 0.2515775	total: 703ms	remaining: 365ms
658:	learn: 0.2514976	total: 704ms	remaining: 364ms
659:	learn: 0.2513378	total: 705ms	remaining: 363ms
660:	learn: 0.2510032	total: 706ms	remaining: 362ms
661:	learn: 0.2506443	total: 707ms	remaining: 361ms
662:	learn: 0.2504848	total: 708ms	remaining: 360ms
663:	learn: 0.2500472	total: 709ms	remaining: 359ms
664:	learn: 0.2499800	total: 710ms	remaining: 358ms
665:	learn: 0.2495157	total: 711ms	remaining: 356ms
666:	learn: 0.2490421	total: 712ms	remaining: 355ms
667:	learn: 0.2486032	total: 713ms	remaining: 354ms
668:	learn: 0.2484613	total: 714ms	remaining: 353ms
669:	learn: 0.2480664	total: 715ms	remaining: 352ms
670:	learn: 0.2480002	total: 717ms	remaining: 351ms
671:	learn: 0.2475031	total: 718ms	remaining: 350ms
672:	learn: 0.2473637	total: 719ms	remaining: 349ms
673:	learn: 0.2467962	total: 720ms	remaining: 348ms
674:	learn: 0.2467128	total: 721ms	remaining: 347ms
675:	learn: 0.2466370	total: 723ms	remaining: 346ms
676:	learn: 0.2462007	total: 724ms	remaining: 345ms
677:	learn: 0.2458096	total: 725ms	remaining: 344ms
678:	learn: 0.2456844	total: 726ms	remaining: 343ms
679:	learn: 0.2455721	total: 727ms	remaining: 342ms
680:	learn: 0.2454615	total: 729ms	remaining: 341ms
681:	learn: 0.2446618	total: 730ms	remaining: 340ms
682:	learn: 0.2445852	total: 731ms	remaining: 339ms
683:	learn: 0.2442106	total: 732ms	remaining: 338ms
684:	learn: 0.2438924	total: 733ms	remaining: 337ms
685:	learn: 0.2438187	total: 734ms	remaining: 336ms
686:	learn: 0.2436606	total: 735ms	remaining: 335ms
687:	learn: 0.2433121	total: 737ms	remaining: 334ms
688:	learn: 0.2430273	total: 738ms	remaining: 333ms
689:	learn: 0.2428712	total: 739ms	remaining: 332ms
690:	learn: 0.2424400	total: 740ms	remaining: 331ms
691:	learn: 0.2420645	total: 741ms	remaining: 330ms
692:	learn: 0.2418115	total: 742ms	remaining: 329ms
693:	learn: 0.2416658	total: 743ms	remaining: 327ms
694:	learn: 0.2410714	total: 744ms	remaining: 326ms
695:	learn: 0.2409188	total: 745ms	remaining: 325ms
696:	learn: 0.2401755	total: 746ms	remaining: 324ms
697:	learn: 0.2395602	total: 747ms	remaining: 323ms
698:	learn: 0.2393508	total: 749ms	remaining: 323ms
699:	learn: 0.2391399	total: 750ms	remaining: 321ms
700:	learn: 0.2389710	total: 751ms	remaining: 320ms
701:	learn: 0.2385559	total: 752ms	remaining: 319ms
702:	learn: 0.2380973	total: 753ms	remaining: 318ms
703:	learn: 0.2376674	total: 754ms	remaining: 317ms
704:	learn: 0.2373430	total: 755ms	remaining: 316ms
705:	learn: 0.2369250	total: 756ms	remaining: 315ms
706:	learn: 0.2365443	total: 757ms	remaining: 314ms
707:	learn: 0.2364852	total: 758ms	remaining: 313ms
708:	learn: 0.2360850	total: 759ms	remaining: 312ms
709:	learn: 0.2359454	total: 760ms	remaining: 311ms
710:	learn: 0.2358760	total: 762ms	remaining: 310ms
711:	learn: 0.2357361	total: 763ms	remaining: 309ms
712:	learn: 0.2355631	total: 764ms	remaining: 308ms
713:	learn: 0.2354952	total: 766ms	remaining: 307ms
714:	learn: 0.2353749	total: 767ms	remaining: 306ms
715:	learn: 0.2353073	total: 768ms	remaining: 305ms
716:	learn: 0.2352409	total: 769ms	remaining: 303ms
717:	learn: 0.2348504	total: 770ms	remaining: 302ms
718:	learn: 0.2344145	total: 771ms	remaining: 301ms
719:	learn: 0.2343009	total: 772ms	remaining: 300ms
720:	learn: 0.2341837	total: 773ms	remaining: 299ms
721:	learn: 0.2341175	total: 773ms	remaining: 298ms
722:	learn: 0.2339839	total: 775ms	remaining: 297ms
723:	learn: 0.2338402	total: 776ms	remaining: 296ms
724:	learn: 0.2333770	total: 777ms	remaining: 295ms
725:	learn: 0.2333102	total: 778ms	remaining: 294ms
726:	learn: 0.2332458	total: 779ms	remaining: 293ms
727:	learn: 0.2331801	total: 780ms	remaining: 291ms
728:	learn: 0.2326057	total: 781ms	remaining: 290ms
729:	learn: 0.2322036	total: 782ms	remaining: 289ms
730:	learn: 0.2320980	total: 783ms	remaining: 288ms
731:	learn: 0.2317676	total: 784ms	remaining: 287ms
732:	learn: 0.2316638	total: 785ms	remaining: 286ms
733:	learn: 0.2312844	total: 786ms	remaining: 285ms
734:	learn: 0.2312212	total: 787ms	remaining: 284ms
735:	learn: 0.2311586	total: 789ms	remaining: 283ms
736:	learn: 0.2310946	total: 790ms	remaining: 282ms
737:	learn: 0.2310312	total: 791ms	remaining: 281ms
738:	learn: 0.2308323	total: 792ms	remaining: 280ms
739:	learn: 0.2301039	total: 793ms	remaining: 279ms
740:	learn: 0.2298875	total: 794ms	remaining: 277ms
741:	learn: 0.2298248	total: 795ms	remaining: 276ms
742:	learn: 0.2297092	total: 795ms	remaining: 275ms
743:	learn: 0.2295940	total: 796ms	remaining: 274ms
744:	learn: 0.2292919	total: 797ms	remaining: 273ms
745:	learn: 0.2287588	total: 798ms	remaining: 272ms
746:	learn: 0.2287007	total: 799ms	remaining: 271ms
747:	learn: 0.2282990	total: 800ms	remaining: 270ms
748:	learn: 0.2281646	total: 801ms	remaining: 269ms
749:	learn: 0.2279692	total: 802ms	remaining: 267ms
750:	learn: 0.2278671	total: 803ms	remaining: 266ms
751:	learn: 0.2272390	total: 804ms	remaining: 265ms
752:	learn: 0.2268492	total: 805ms	remaining: 264ms
753:	learn: 0.2265226	total: 806ms	remaining: 263ms
754:	learn: 0.2259485	total: 807ms	remaining: 262ms
755:	learn: 0.2255845	total: 808ms	remaining: 261ms
756:	learn: 0.2252074	total: 809ms	remaining: 260ms
757:	learn: 0.2250348	total: 810ms	remaining: 259ms
758:	learn: 0.2249246	total: 811ms	remaining: 258ms
759:	learn: 0.2248341	total: 812ms	remaining: 256ms
760:	learn: 0.2247151	total: 813ms	remaining: 255ms
761:	learn: 0.2246206	total: 814ms	remaining: 254ms
762:	learn: 0.2245135	total: 815ms	remaining: 253ms
763:	learn: 0.2242046	total: 816ms	remaining: 252ms
764:	learn: 0.2238734	total: 817ms	remaining: 251ms
765:	learn: 0.2237140	total: 818ms	remaining: 250ms
766:	learn: 0.2236564	total: 819ms	remaining: 249ms
767:	learn: 0.2236019	total: 820ms	remaining: 248ms
768:	learn: 0.2235447	total: 821ms	remaining: 247ms
769:	learn: 0.2228785	total: 822ms	remaining: 246ms
770:	learn: 0.2228222	total: 823ms	remaining: 244ms
771:	learn: 0.2226119	total: 824ms	remaining: 243ms
772:	learn: 0.2225714	total: 825ms	remaining: 242ms
773:	learn: 0.2224774	total: 826ms	remaining: 241ms
774:	learn: 0.2223795	total: 827ms	remaining: 240ms
775:	learn: 0.2222745	total: 828ms	remaining: 239ms
776:	learn: 0.2217796	total: 829ms	remaining: 238ms
777:	learn: 0.2215178	total: 830ms	remaining: 237ms
778:	learn: 0.2214630	total: 831ms	remaining: 236ms
779:	learn: 0.2211426	total: 832ms	remaining: 235ms
780:	learn: 0.2210199	total: 833ms	remaining: 234ms
781:	learn: 0.2208980	total: 834ms	remaining: 233ms
782:	learn: 0.2207878	total: 835ms	remaining: 231ms
783:	learn: 0.2207436	total: 836ms	remaining: 230ms
784:	learn: 0.2206600	total: 837ms	remaining: 229ms
785:	learn: 0.2205588	total: 838ms	remaining: 228ms
786:	learn: 0.2203956	total: 839ms	remaining: 227ms
787:	learn: 0.2198622	total: 840ms	remaining: 226ms
788:	learn: 0.2196835	total: 841ms	remaining: 225ms
789:	learn: 0.2193119	total: 842ms	remaining: 224ms
790:	learn: 0.2191726	total: 843ms	remaining: 223ms
791:	learn: 0.2190525	total: 844ms	remaining: 222ms
792:	learn: 0.2188100	total: 845ms	remaining: 221ms
793:	learn: 0.2184695	total: 846ms	remaining: 220ms
794:	learn: 0.2183405	total: 847ms	remaining: 218ms
795:	learn: 0.2180805	total: 848ms	remaining: 217ms
796:	learn: 0.2178399	total: 849ms	remaining: 216ms
797:	learn: 0.2176365	total: 850ms	remaining: 215ms
798:	learn: 0.2175280	total: 851ms	remaining: 214ms
799:	learn: 0.2170892	total: 852ms	remaining: 213ms
800:	learn: 0.2167313	total: 853ms	remaining: 212ms
801:	learn: 0.2166273	total: 854ms	remaining: 211ms
802:	learn: 0.2161883	total: 855ms	remaining: 210ms
803:	learn: 0.2160917	total: 857ms	remaining: 209ms
804:	learn: 0.2159924	total: 858ms	remaining: 208ms
805:	learn: 0.2156644	total: 859ms	remaining: 207ms
806:	learn: 0.2151900	total: 860ms	remaining: 206ms
807:	learn: 0.2151400	total: 861ms	remaining: 204ms
808:	learn: 0.2147987	total: 861ms	remaining: 203ms
809:	learn: 0.2144969	total: 862ms	remaining: 202ms
810:	learn: 0.2141406	total: 863ms	remaining: 201ms
811:	learn: 0.2135306	total: 864ms	remaining: 200ms
812:	learn: 0.2134893	total: 866ms	remaining: 199ms
813:	learn: 0.2133760	total: 867ms	remaining: 198ms
814:	learn: 0.2129718	total: 868ms	remaining: 197ms
815:	learn: 0.2125154	total: 869ms	remaining: 196ms
816:	learn: 0.2120937	total: 871ms	remaining: 195ms
817:	learn: 0.2119052	total: 872ms	remaining: 194ms
818:	learn: 0.2113520	total: 873ms	remaining: 193ms
819:	learn: 0.2112474	total: 874ms	remaining: 192ms
820:	learn: 0.2110011	total: 875ms	remaining: 191ms
821:	learn: 0.2106693	total: 876ms	remaining: 190ms
822:	learn: 0.2103114	total: 877ms	remaining: 189ms
823:	learn: 0.2101437	total: 878ms	remaining: 188ms
824:	learn: 0.2097430	total: 879ms	remaining: 186ms
825:	learn: 0.2095442	total: 880ms	remaining: 185ms
826:	learn: 0.2093359	total: 881ms	remaining: 184ms
827:	learn: 0.2092451	total: 882ms	remaining: 183ms
828:	learn: 0.2090865	total: 883ms	remaining: 182ms
829:	learn: 0.2089775	total: 884ms	remaining: 181ms
830:	learn: 0.2085167	total: 885ms	remaining: 180ms
831:	learn: 0.2084283	total: 886ms	remaining: 179ms
832:	learn: 0.2081872	total: 888ms	remaining: 178ms
833:	learn: 0.2081008	total: 889ms	remaining: 177ms
834:	learn: 0.2079861	total: 890ms	remaining: 176ms
835:	learn: 0.2077850	total: 891ms	remaining: 175ms
836:	learn: 0.2076992	total: 892ms	remaining: 174ms
837:	learn: 0.2075917	total: 893ms	remaining: 173ms
838:	learn: 0.2072583	total: 894ms	remaining: 172ms
839:	learn: 0.2072192	total: 896ms	remaining: 171ms
840:	learn: 0.2069170	total: 897ms	remaining: 170ms
841:	learn: 0.2068410	total: 898ms	remaining: 169ms
842:	learn: 0.2065470	total: 899ms	remaining: 167ms
843:	learn: 0.2064456	total: 900ms	remaining: 166ms
844:	learn: 0.2061561	total: 901ms	remaining: 165ms
845:	learn: 0.2060671	total: 902ms	remaining: 164ms
846:	learn: 0.2058960	total: 904ms	remaining: 163ms
847:	learn: 0.2058173	total: 905ms	remaining: 162ms
848:	learn: 0.2057287	total: 905ms	remaining: 161ms
849:	learn: 0.2056403	total: 906ms	remaining: 160ms
850:	learn: 0.2054089	total: 908ms	remaining: 159ms
851:	learn: 0.2050465	total: 909ms	remaining: 158ms
852:	learn: 0.2049455	total: 910ms	remaining: 157ms
853:	learn: 0.2048684	total: 911ms	remaining: 156ms
854:	learn: 0.2047728	total: 912ms	remaining: 155ms
855:	learn: 0.2046023	total: 913ms	remaining: 154ms
856:	learn: 0.2044430	total: 914ms	remaining: 153ms
857:	learn: 0.2043933	total: 915ms	remaining: 151ms
858:	learn: 0.2043153	total: 916ms	remaining: 150ms
859:	learn: 0.2042322	total: 917ms	remaining: 149ms
860:	learn: 0.2041437	total: 918ms	remaining: 148ms
861:	learn: 0.2039703	total: 919ms	remaining: 147ms
862:	learn: 0.2038416	total: 920ms	remaining: 146ms
863:	learn: 0.2033975	total: 922ms	remaining: 145ms
864:	learn: 0.2032460	total: 923ms	remaining: 144ms
865:	learn: 0.2029188	total: 924ms	remaining: 143ms
866:	learn: 0.2026678	total: 925ms	remaining: 142ms
867:	learn: 0.2022907	total: 926ms	remaining: 141ms
868:	learn: 0.2022090	total: 927ms	remaining: 140ms
869:	learn: 0.2021652	total: 928ms	remaining: 139ms
870:	learn: 0.2021202	total: 929ms	remaining: 138ms
871:	learn: 0.2020231	total: 930ms	remaining: 136ms
872:	learn: 0.2017138	total: 931ms	remaining: 135ms
873:	learn: 0.2016168	total: 932ms	remaining: 134ms
874:	learn: 0.2011269	total: 933ms	remaining: 133ms
875:	learn: 0.2010537	total: 934ms	remaining: 132ms
876:	learn: 0.2009808	total: 936ms	remaining: 131ms
877:	learn: 0.2009098	total: 937ms	remaining: 130ms
878:	learn: 0.2005629	total: 938ms	remaining: 129ms
879:	learn: 0.2003305	total: 939ms	remaining: 128ms
880:	learn: 0.1999371	total: 940ms	remaining: 127ms
881:	learn: 0.1995536	total: 941ms	remaining: 126ms
882:	learn: 0.1993825	total: 942ms	remaining: 125ms
883:	learn: 0.1991918	total: 943ms	remaining: 124ms
884:	learn: 0.1988299	total: 944ms	remaining: 123ms
885:	learn: 0.1987650	total: 945ms	remaining: 122ms
886:	learn: 0.1984558	total: 946ms	remaining: 121ms
887:	learn: 0.1981984	total: 947ms	remaining: 119ms
888:	learn: 0.1981562	total: 948ms	remaining: 118ms
889:	learn: 0.1978701	total: 949ms	remaining: 117ms
890:	learn: 0.1974667	total: 950ms	remaining: 116ms
891:	learn: 0.1972610	total: 951ms	remaining: 115ms
892:	learn: 0.1970372	total: 952ms	remaining: 114ms
893:	learn: 0.1969532	total: 953ms	remaining: 113ms
894:	learn: 0.1966889	total: 954ms	remaining: 112ms
895:	learn: 0.1966019	total: 955ms	remaining: 111ms
896:	learn: 0.1962566	total: 956ms	remaining: 110ms
897:	learn: 0.1961904	total: 957ms	remaining: 109ms
898:	learn: 0.1957218	total: 958ms	remaining: 108ms
899:	learn: 0.1955441	total: 959ms	remaining: 107ms
900:	learn: 0.1955026	total: 960ms	remaining: 105ms
901:	learn: 0.1954326	total: 962ms	remaining: 104ms
902:	learn: 0.1951190	total: 963ms	remaining: 103ms
903:	learn: 0.1950783	total: 964ms	remaining: 102ms
904:	learn: 0.1949524	total: 965ms	remaining: 101ms
905:	learn: 0.1948671	total: 966ms	remaining: 100ms
906:	learn: 0.1947763	total: 967ms	remaining: 99.1ms
907:	learn: 0.1944068	total: 968ms	remaining: 98.1ms
908:	learn: 0.1943281	total: 969ms	remaining: 97.1ms
909:	learn: 0.1942451	total: 971ms	remaining: 96ms
910:	learn: 0.1939018	total: 972ms	remaining: 94.9ms
911:	learn: 0.1936102	total: 973ms	remaining: 93.8ms
912:	learn: 0.1933227	total: 974ms	remaining: 92.8ms
913:	learn: 0.1932435	total: 975ms	remaining: 91.7ms
914:	learn: 0.1931672	total: 976ms	remaining: 90.6ms
915:	learn: 0.1930913	total: 977ms	remaining: 89.6ms
916:	learn: 0.1930120	total: 978ms	remaining: 88.5ms
917:	learn: 0.1929512	total: 979ms	remaining: 87.4ms
918:	learn: 0.1929112	total: 980ms	remaining: 86.3ms
919:	learn: 0.1928520	total: 980ms	remaining: 85.3ms
920:	learn: 0.1924183	total: 981ms	remaining: 84.2ms
921:	learn: 0.1921256	total: 982ms	remaining: 83.1ms
922:	learn: 0.1919363	total: 983ms	remaining: 82ms
923:	learn: 0.1918710	total: 984ms	remaining: 81ms
924:	learn: 0.1915150	total: 985ms	remaining: 79.9ms
925:	learn: 0.1914381	total: 986ms	remaining: 78.8ms
926:	learn: 0.1913297	total: 987ms	remaining: 77.7ms
927:	learn: 0.1912598	total: 989ms	remaining: 76.7ms
928:	learn: 0.1912217	total: 990ms	remaining: 75.6ms
929:	learn: 0.1911511	total: 991ms	remaining: 74.6ms
930:	learn: 0.1909191	total: 992ms	remaining: 73.5ms
931:	learn: 0.1908590	total: 992ms	remaining: 72.4ms
932:	learn: 0.1907846	total: 993ms	remaining: 71.3ms
933:	learn: 0.1903138	total: 994ms	remaining: 70.3ms
934:	learn: 0.1902765	total: 995ms	remaining: 69.2ms
935:	learn: 0.1902334	total: 996ms	remaining: 68.1ms
936:	learn: 0.1901775	total: 997ms	remaining: 67ms
937:	learn: 0.1898239	total: 998ms	remaining: 66ms
938:	learn: 0.1894659	total: 999ms	remaining: 64.9ms
939:	learn: 0.1893903	total: 1000ms	remaining: 63.8ms
940:	learn: 0.1890817	total: 1s	remaining: 62.7ms
941:	learn: 0.1888309	total: 1s	remaining: 61.7ms
942:	learn: 0.1887639	total: 1s	remaining: 60.6ms
943:	learn: 0.1883721	total: 1s	remaining: 59.6ms
944:	learn: 0.1879869	total: 1s	remaining: 58.5ms
945:	learn: 0.1877961	total: 1s	remaining: 57.4ms
946:	learn: 0.1877596	total: 1.01s	remaining: 56.5ms
947:	learn: 0.1877021	total: 1.01s	remaining: 55.4ms
948:	learn: 0.1876081	total: 1.01s	remaining: 54.3ms
949:	learn: 0.1875241	total: 1.01s	remaining: 53.3ms
950:	learn: 0.1874150	total: 1.01s	remaining: 52.2ms
951:	learn: 0.1870435	total: 1.02s	remaining: 51.3ms
952:	learn: 0.1869698	total: 1.02s	remaining: 50.2ms
953:	learn: 0.1866532	total: 1.02s	remaining: 49.2ms
954:	learn: 0.1865766	total: 1.02s	remaining: 48.1ms
955:	learn: 0.1864968	total: 1.02s	remaining: 47.1ms
956:	learn: 0.1864149	total: 1.02s	remaining: 46ms
957:	learn: 0.1862001	total: 1.02s	remaining: 45ms
958:	learn: 0.1860644	total: 1.03s	remaining: 43.9ms
959:	learn: 0.1859925	total: 1.03s	remaining: 42.8ms
960:	learn: 0.1855538	total: 1.03s	remaining: 41.8ms
961:	learn: 0.1854887	total: 1.03s	remaining: 40.7ms
962:	learn: 0.1854266	total: 1.03s	remaining: 39.7ms
963:	learn: 0.1853206	total: 1.03s	remaining: 38.6ms
964:	learn: 0.1848138	total: 1.03s	remaining: 37.5ms
965:	learn: 0.1847506	total: 1.03s	remaining: 36.5ms
966:	learn: 0.1844734	total: 1.04s	remaining: 35.4ms
967:	learn: 0.1844025	total: 1.04s	remaining: 34.4ms
968:	learn: 0.1840709	total: 1.04s	remaining: 33.3ms
969:	learn: 0.1840473	total: 1.04s	remaining: 32.2ms
970:	learn: 0.1839756	total: 1.04s	remaining: 31.2ms
971:	learn: 0.1839468	total: 1.04s	remaining: 30.1ms
972:	learn: 0.1838710	total: 1.05s	remaining: 29ms
973:	learn: 0.1838052	total: 1.05s	remaining: 28ms
974:	learn: 0.1836418	total: 1.05s	remaining: 26.9ms
975:	learn: 0.1835650	total: 1.05s	remaining: 25.8ms
976:	learn: 0.1834266	total: 1.05s	remaining: 24.7ms
977:	learn: 0.1831734	total: 1.05s	remaining: 23.7ms
978:	learn: 0.1830952	total: 1.05s	remaining: 22.6ms
979:	learn: 0.1830302	total: 1.05s	remaining: 21.5ms
980:	learn: 0.1829671	total: 1.06s	remaining: 20.5ms
981:	learn: 0.1826981	total: 1.06s	remaining: 19.4ms
982:	learn: 0.1822608	total: 1.06s	remaining: 18.3ms
983:	learn: 0.1822375	total: 1.06s	remaining: 17.2ms
984:	learn: 0.1821667	total: 1.06s	remaining: 16.2ms
985:	learn: 0.1818230	total: 1.06s	remaining: 15.1ms
986:	learn: 0.1815829	total: 1.06s	remaining: 14ms
987:	learn: 0.1814223	total: 1.06s	remaining: 12.9ms
988:	learn: 0.1812281	total: 1.07s	remaining: 11.9ms
989:	learn: 0.1811949	total: 1.07s	remaining: 10.8ms
990:	learn: 0.1811310	total: 1.07s	remaining: 9.71ms
991:	learn: 0.1810659	total: 1.07s	remaining: 8.63ms
992:	learn: 0.1807490	total: 1.07s	remaining: 7.55ms
993:	learn: 0.1806852	total: 1.07s	remaining: 6.48ms
994:	learn: 0.1806621	total: 1.07s	remaining: 5.4ms
995:	learn: 0.1805250	total: 1.07s	remaining: 4.32ms
996:	learn: 0.1801137	total: 1.08s	remaining: 3.24ms
997:	learn: 0.1796707	total: 1.08s	remaining: 2.16ms
998:	learn: 0.1795161	total: 1.08s	remaining: 1.08ms
999:	learn: 0.1794501	total: 1.08s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=9, depth=4, total=   1.7s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=4 ......................
0:	learn: 0.8728853	total: 2.19ms	remaining: 2.19s
1:	learn: 0.8612486	total: 4.3ms	remaining: 2.15s
2:	learn: 0.8484079	total: 6.32ms	remaining: 2.1s
3:	learn: 0.8377020	total: 8.61ms	remaining: 2.14s
4:	learn: 0.8251512	total: 10.9ms	remaining: 2.16s
5:	learn: 0.8143967	total: 13ms	remaining: 2.16s
6:	learn: 0.8042060	total: 15.1ms	remaining: 2.14s
7:	learn: 0.7936053	total: 17.2ms	remaining: 2.13s
8:	learn: 0.7812821	total: 19.3ms	remaining: 2.13s
9:	learn: 0.7699560	total: 21.7ms	remaining: 2.15s
10:	learn: 0.7593544	total: 23.6ms	remaining: 2.12s
11:	learn: 0.7486224	total: 25.6ms	remaining: 2.11s
12:	learn: 0.7401336	total: 27.7ms	remaining: 2.1s
13:	learn: 0.7320823	total: 29.3ms	remaining: 2.06s
14:	learn: 0.7217011	total: 30.9ms	remaining: 2.03s
15:	learn: 0.7133226	total: 32.4ms	remaining: 1.99s
16:	learn: 0.7045605	total: 33.7ms	remaining: 1.95s
17:	learn: 0.6972882	total: 35ms	remaining: 1.91s
18:	learn: 0.6908398	total: 37ms	remaining: 1.91s
19:	learn: 0.6827858	total: 38.3ms	remaining: 1.88s
20:	learn: 0.6751662	total: 39.6ms	remaining: 1.85s
21:	learn: 0.6677955	total: 40.7ms	remaining: 1.81s
22:	learn: 0.6595650	total: 41.8ms	remaining: 1.77s
23:	learn: 0.6530364	total: 42.9ms	remaining: 1.74s
24:	learn: 0.6470127	total: 43.8ms	remaining: 1.71s
25:	learn: 0.6392146	total: 44.8ms	remaining: 1.68s
26:	learn: 0.6313144	total: 45.9ms	remaining: 1.65s
27:	learn: 0.6239150	total: 47ms	remaining: 1.63s
28:	learn: 0.6182865	total: 48ms	remaining: 1.61s
29:	learn: 0.6115974	total: 49ms	remaining: 1.58s
30:	learn: 0.6066339	total: 50ms	remaining: 1.56s
31:	learn: 0.6020753	total: 51ms	remaining: 1.54s
32:	learn: 0.5964213	total: 52.2ms	remaining: 1.53s
33:	learn: 0.5901736	total: 53.3ms	remaining: 1.51s
34:	learn: 0.5844957	total: 54.3ms	remaining: 1.5s
35:	learn: 0.5792610	total: 55.5ms	remaining: 1.49s
36:	learn: 0.5735557	total: 56.6ms	remaining: 1.47s
37:	learn: 0.5696837	total: 57.6ms	remaining: 1.46s
38:	learn: 0.5644362	total: 58.6ms	remaining: 1.44s
39:	learn: 0.5583368	total: 59.7ms	remaining: 1.43s
40:	learn: 0.5535357	total: 60.9ms	remaining: 1.42s
41:	learn: 0.5490738	total: 62.5ms	remaining: 1.43s
42:	learn: 0.5449943	total: 63.6ms	remaining: 1.41s
43:	learn: 0.5409797	total: 64.6ms	remaining: 1.4s
44:	learn: 0.5366407	total: 65.6ms	remaining: 1.39s
45:	learn: 0.5319535	total: 66.6ms	remaining: 1.38s
46:	learn: 0.5277803	total: 67.8ms	remaining: 1.37s
47:	learn: 0.5236349	total: 68.8ms	remaining: 1.36s
48:	learn: 0.5195513	total: 69.8ms	remaining: 1.35s
49:	learn: 0.5163678	total: 70.9ms	remaining: 1.35s
50:	learn: 0.5127170	total: 71.9ms	remaining: 1.34s
51:	learn: 0.5094939	total: 73ms	remaining: 1.33s
52:	learn: 0.5061283	total: 74.3ms	remaining: 1.33s
53:	learn: 0.5026606	total: 75.9ms	remaining: 1.33s
54:	learn: 0.4993732	total: 77ms	remaining: 1.32s
55:	learn: 0.4962202	total: 78.1ms	remaining: 1.31s
56:	learn: 0.4937143	total: 79.2ms	remaining: 1.31s
57:	learn: 0.4908206	total: 80.5ms	remaining: 1.31s
58:	learn: 0.4874937	total: 81.7ms	remaining: 1.3s
59:	learn: 0.4846383	total: 82.9ms	remaining: 1.3s
60:	learn: 0.4815878	total: 83.9ms	remaining: 1.29s
61:	learn: 0.4790167	total: 85.1ms	remaining: 1.29s
62:	learn: 0.4764513	total: 86.1ms	remaining: 1.28s
63:	learn: 0.4733866	total: 87.2ms	remaining: 1.27s
64:	learn: 0.4712498	total: 88.7ms	remaining: 1.27s
65:	learn: 0.4689361	total: 90.1ms	remaining: 1.27s
66:	learn: 0.4658835	total: 91.5ms	remaining: 1.27s
67:	learn: 0.4635066	total: 92.8ms	remaining: 1.27s
68:	learn: 0.4606920	total: 94.1ms	remaining: 1.27s
69:	learn: 0.4584157	total: 95.3ms	remaining: 1.27s
70:	learn: 0.4558199	total: 96.4ms	remaining: 1.26s
71:	learn: 0.4538630	total: 97.9ms	remaining: 1.26s
72:	learn: 0.4516552	total: 99.2ms	remaining: 1.26s
73:	learn: 0.4494782	total: 101ms	remaining: 1.26s
74:	learn: 0.4471025	total: 102ms	remaining: 1.26s
75:	learn: 0.4451335	total: 103ms	remaining: 1.26s
76:	learn: 0.4429231	total: 104ms	remaining: 1.25s
77:	learn: 0.4408209	total: 106ms	remaining: 1.25s
78:	learn: 0.4394630	total: 107ms	remaining: 1.25s
79:	learn: 0.4371569	total: 108ms	remaining: 1.24s
80:	learn: 0.4356961	total: 109ms	remaining: 1.24s
81:	learn: 0.4341381	total: 111ms	remaining: 1.24s
82:	learn: 0.4322919	total: 112ms	remaining: 1.24s
83:	learn: 0.4311578	total: 113ms	remaining: 1.24s
84:	learn: 0.4295832	total: 115ms	remaining: 1.24s
85:	learn: 0.4275690	total: 116ms	remaining: 1.23s
86:	learn: 0.4256904	total: 117ms	remaining: 1.23s
87:	learn: 0.4242402	total: 118ms	remaining: 1.22s
88:	learn: 0.4227350	total: 119ms	remaining: 1.22s
89:	learn: 0.4207818	total: 120ms	remaining: 1.22s
90:	learn: 0.4194175	total: 122ms	remaining: 1.21s
91:	learn: 0.4180730	total: 123ms	remaining: 1.21s
92:	learn: 0.4165862	total: 124ms	remaining: 1.21s
93:	learn: 0.4152975	total: 125ms	remaining: 1.21s
94:	learn: 0.4143944	total: 127ms	remaining: 1.21s
95:	learn: 0.4133377	total: 128ms	remaining: 1.21s
96:	learn: 0.4118171	total: 129ms	remaining: 1.2s
97:	learn: 0.4106613	total: 130ms	remaining: 1.2s
98:	learn: 0.4092971	total: 131ms	remaining: 1.2s
99:	learn: 0.4075614	total: 133ms	remaining: 1.19s
100:	learn: 0.4072903	total: 134ms	remaining: 1.19s
101:	learn: 0.4067721	total: 135ms	remaining: 1.19s
102:	learn: 0.4053459	total: 136ms	remaining: 1.18s
103:	learn: 0.4039129	total: 137ms	remaining: 1.18s
104:	learn: 0.4026912	total: 139ms	remaining: 1.19s
105:	learn: 0.4016815	total: 141ms	remaining: 1.19s
106:	learn: 0.4001050	total: 142ms	remaining: 1.18s
107:	learn: 0.3998471	total: 143ms	remaining: 1.18s
108:	learn: 0.3984154	total: 144ms	remaining: 1.17s
109:	learn: 0.3982342	total: 145ms	remaining: 1.17s
110:	learn: 0.3980550	total: 146ms	remaining: 1.17s
111:	learn: 0.3971620	total: 147ms	remaining: 1.16s
112:	learn: 0.3969517	total: 148ms	remaining: 1.16s
113:	learn: 0.3966401	total: 149ms	remaining: 1.16s
114:	learn: 0.3964532	total: 150ms	remaining: 1.15s
115:	learn: 0.3953943	total: 151ms	remaining: 1.15s
116:	learn: 0.3942885	total: 153ms	remaining: 1.15s
117:	learn: 0.3940372	total: 154ms	remaining: 1.15s
118:	learn: 0.3936931	total: 155ms	remaining: 1.14s
119:	learn: 0.3934628	total: 156ms	remaining: 1.14s
120:	learn: 0.3932274	total: 156ms	remaining: 1.14s
121:	learn: 0.3929154	total: 157ms	remaining: 1.13s
122:	learn: 0.3918408	total: 158ms	remaining: 1.13s
123:	learn: 0.3907368	total: 159ms	remaining: 1.13s
124:	learn: 0.3905562	total: 160ms	remaining: 1.12s
125:	learn: 0.3894326	total: 161ms	remaining: 1.12s
126:	learn: 0.3879977	total: 162ms	remaining: 1.11s
127:	learn: 0.3877435	total: 163ms	remaining: 1.11s
128:	learn: 0.3869950	total: 164ms	remaining: 1.11s
129:	learn: 0.3868098	total: 165ms	remaining: 1.1s
130:	learn: 0.3857280	total: 166ms	remaining: 1.1s
131:	learn: 0.3849359	total: 167ms	remaining: 1.1s
132:	learn: 0.3843349	total: 168ms	remaining: 1.09s
133:	learn: 0.3840793	total: 169ms	remaining: 1.09s
134:	learn: 0.3839099	total: 170ms	remaining: 1.09s
135:	learn: 0.3836807	total: 171ms	remaining: 1.08s
136:	learn: 0.3833553	total: 172ms	remaining: 1.08s
137:	learn: 0.3831855	total: 173ms	remaining: 1.08s
138:	learn: 0.3830176	total: 174ms	remaining: 1.08s
139:	learn: 0.3828615	total: 175ms	remaining: 1.07s
140:	learn: 0.3827080	total: 175ms	remaining: 1.07s
141:	learn: 0.3814236	total: 176ms	remaining: 1.06s
142:	learn: 0.3804507	total: 177ms	remaining: 1.06s
143:	learn: 0.3802076	total: 178ms	remaining: 1.06s
144:	learn: 0.3795130	total: 179ms	remaining: 1.06s
145:	learn: 0.3793575	total: 180ms	remaining: 1.05s
146:	learn: 0.3791586	total: 181ms	remaining: 1.05s
147:	learn: 0.3789494	total: 182ms	remaining: 1.05s
148:	learn: 0.3786536	total: 183ms	remaining: 1.04s
149:	learn: 0.3774079	total: 184ms	remaining: 1.04s
150:	learn: 0.3771931	total: 185ms	remaining: 1.04s
151:	learn: 0.3763321	total: 186ms	remaining: 1.03s
152:	learn: 0.3760990	total: 187ms	remaining: 1.03s
153:	learn: 0.3759307	total: 188ms	remaining: 1.03s
154:	learn: 0.3757414	total: 189ms	remaining: 1.03s
155:	learn: 0.3755289	total: 189ms	remaining: 1.02s
156:	learn: 0.3752629	total: 190ms	remaining: 1.02s
157:	learn: 0.3750886	total: 191ms	remaining: 1.02s
158:	learn: 0.3749573	total: 192ms	remaining: 1.02s
159:	learn: 0.3740539	total: 193ms	remaining: 1.01s
160:	learn: 0.3735580	total: 194ms	remaining: 1.01s
161:	learn: 0.3733345	total: 195ms	remaining: 1.01s
162:	learn: 0.3731673	total: 196ms	remaining: 1.01s
163:	learn: 0.3730056	total: 197ms	remaining: 1s
164:	learn: 0.3728010	total: 198ms	remaining: 1s
165:	learn: 0.3726735	total: 199ms	remaining: 999ms
166:	learn: 0.3725385	total: 200ms	remaining: 996ms
167:	learn: 0.3723837	total: 200ms	remaining: 992ms
168:	learn: 0.3719174	total: 201ms	remaining: 990ms
169:	learn: 0.3717857	total: 202ms	remaining: 986ms
170:	learn: 0.3716276	total: 203ms	remaining: 984ms
171:	learn: 0.3713233	total: 204ms	remaining: 982ms
172:	learn: 0.3711548	total: 205ms	remaining: 980ms
173:	learn: 0.3709040	total: 207ms	remaining: 982ms
174:	learn: 0.3706120	total: 208ms	remaining: 979ms
175:	learn: 0.3703951	total: 209ms	remaining: 977ms
176:	learn: 0.3701543	total: 210ms	remaining: 974ms
177:	learn: 0.3698914	total: 211ms	remaining: 972ms
178:	learn: 0.3696750	total: 211ms	remaining: 970ms
179:	learn: 0.3695343	total: 212ms	remaining: 967ms
180:	learn: 0.3693824	total: 213ms	remaining: 965ms
181:	learn: 0.3691332	total: 214ms	remaining: 962ms
182:	learn: 0.3688561	total: 215ms	remaining: 960ms
183:	learn: 0.3686552	total: 216ms	remaining: 958ms
184:	learn: 0.3684969	total: 217ms	remaining: 955ms
185:	learn: 0.3683895	total: 218ms	remaining: 952ms
186:	learn: 0.3677525	total: 219ms	remaining: 950ms
187:	learn: 0.3675017	total: 220ms	remaining: 951ms
188:	learn: 0.3672026	total: 221ms	remaining: 948ms
189:	learn: 0.3670269	total: 222ms	remaining: 946ms
190:	learn: 0.3668589	total: 223ms	remaining: 944ms
191:	learn: 0.3666152	total: 224ms	remaining: 942ms
192:	learn: 0.3664593	total: 225ms	remaining: 940ms
193:	learn: 0.3662818	total: 226ms	remaining: 938ms
194:	learn: 0.3654718	total: 227ms	remaining: 936ms
195:	learn: 0.3653163	total: 228ms	remaining: 934ms
196:	learn: 0.3645951	total: 229ms	remaining: 932ms
197:	learn: 0.3644125	total: 229ms	remaining: 929ms
198:	learn: 0.3640492	total: 230ms	remaining: 927ms
199:	learn: 0.3638531	total: 231ms	remaining: 926ms
200:	learn: 0.3636984	total: 233ms	remaining: 924ms
201:	learn: 0.3635757	total: 233ms	remaining: 921ms
202:	learn: 0.3634560	total: 234ms	remaining: 920ms
203:	learn: 0.3631818	total: 235ms	remaining: 918ms
204:	learn: 0.3629898	total: 236ms	remaining: 917ms
205:	learn: 0.3627753	total: 237ms	remaining: 915ms
206:	learn: 0.3626498	total: 238ms	remaining: 913ms
207:	learn: 0.3625203	total: 239ms	remaining: 911ms
208:	learn: 0.3623627	total: 240ms	remaining: 909ms
209:	learn: 0.3621151	total: 241ms	remaining: 907ms
210:	learn: 0.3619588	total: 242ms	remaining: 905ms
211:	learn: 0.3616722	total: 243ms	remaining: 904ms
212:	learn: 0.3612189	total: 245ms	remaining: 904ms
213:	learn: 0.3605535	total: 246ms	remaining: 903ms
214:	learn: 0.3603573	total: 247ms	remaining: 901ms
215:	learn: 0.3601785	total: 248ms	remaining: 900ms
216:	learn: 0.3599705	total: 249ms	remaining: 899ms
217:	learn: 0.3597398	total: 250ms	remaining: 898ms
218:	learn: 0.3595264	total: 251ms	remaining: 897ms
219:	learn: 0.3593303	total: 253ms	remaining: 895ms
220:	learn: 0.3591299	total: 254ms	remaining: 895ms
221:	learn: 0.3588460	total: 255ms	remaining: 893ms
222:	learn: 0.3586461	total: 256ms	remaining: 892ms
223:	learn: 0.3584647	total: 257ms	remaining: 892ms
224:	learn: 0.3582872	total: 259ms	remaining: 891ms
225:	learn: 0.3581022	total: 260ms	remaining: 890ms
226:	learn: 0.3579206	total: 261ms	remaining: 888ms
227:	learn: 0.3574333	total: 262ms	remaining: 886ms
228:	learn: 0.3572412	total: 263ms	remaining: 885ms
229:	learn: 0.3570805	total: 264ms	remaining: 884ms
230:	learn: 0.3568367	total: 265ms	remaining: 883ms
231:	learn: 0.3566581	total: 266ms	remaining: 881ms
232:	learn: 0.3564610	total: 267ms	remaining: 880ms
233:	learn: 0.3562860	total: 268ms	remaining: 878ms
234:	learn: 0.3561115	total: 269ms	remaining: 877ms
235:	learn: 0.3559490	total: 270ms	remaining: 875ms
236:	learn: 0.3557645	total: 271ms	remaining: 874ms
237:	learn: 0.3555806	total: 272ms	remaining: 872ms
238:	learn: 0.3553981	total: 274ms	remaining: 871ms
239:	learn: 0.3552135	total: 275ms	remaining: 869ms
240:	learn: 0.3550498	total: 275ms	remaining: 868ms
241:	learn: 0.3548703	total: 277ms	remaining: 866ms
242:	learn: 0.3547011	total: 278ms	remaining: 865ms
243:	learn: 0.3545672	total: 279ms	remaining: 863ms
244:	learn: 0.3543898	total: 280ms	remaining: 861ms
245:	learn: 0.3537943	total: 281ms	remaining: 860ms
246:	learn: 0.3536188	total: 282ms	remaining: 860ms
247:	learn: 0.3534453	total: 283ms	remaining: 859ms
248:	learn: 0.3524874	total: 284ms	remaining: 857ms
249:	learn: 0.3522646	total: 285ms	remaining: 856ms
250:	learn: 0.3520676	total: 286ms	remaining: 854ms
251:	learn: 0.3518918	total: 287ms	remaining: 853ms
252:	learn: 0.3517502	total: 289ms	remaining: 852ms
253:	learn: 0.3515879	total: 290ms	remaining: 851ms
254:	learn: 0.3513995	total: 291ms	remaining: 851ms
255:	learn: 0.3507901	total: 292ms	remaining: 849ms
256:	learn: 0.3506237	total: 293ms	remaining: 848ms
257:	learn: 0.3504366	total: 295ms	remaining: 849ms
258:	learn: 0.3502710	total: 296ms	remaining: 847ms
259:	learn: 0.3501016	total: 297ms	remaining: 845ms
260:	learn: 0.3499475	total: 298ms	remaining: 844ms
261:	learn: 0.3489514	total: 299ms	remaining: 842ms
262:	learn: 0.3487828	total: 300ms	remaining: 841ms
263:	learn: 0.3485985	total: 301ms	remaining: 839ms
264:	learn: 0.3475490	total: 302ms	remaining: 838ms
265:	learn: 0.3474032	total: 303ms	remaining: 836ms
266:	learn: 0.3472377	total: 304ms	remaining: 834ms
267:	learn: 0.3470697	total: 305ms	remaining: 832ms
268:	learn: 0.3469109	total: 306ms	remaining: 831ms
269:	learn: 0.3467426	total: 307ms	remaining: 829ms
270:	learn: 0.3465790	total: 308ms	remaining: 829ms
271:	learn: 0.3464174	total: 309ms	remaining: 827ms
272:	learn: 0.3462532	total: 310ms	remaining: 825ms
273:	learn: 0.3460884	total: 311ms	remaining: 824ms
274:	learn: 0.3450813	total: 312ms	remaining: 822ms
275:	learn: 0.3449268	total: 313ms	remaining: 820ms
276:	learn: 0.3447743	total: 314ms	remaining: 819ms
277:	learn: 0.3446181	total: 315ms	remaining: 817ms
278:	learn: 0.3432546	total: 316ms	remaining: 816ms
279:	learn: 0.3430789	total: 317ms	remaining: 814ms
280:	learn: 0.3429503	total: 318ms	remaining: 813ms
281:	learn: 0.3428085	total: 319ms	remaining: 812ms
282:	learn: 0.3426570	total: 320ms	remaining: 810ms
283:	learn: 0.3425085	total: 321ms	remaining: 809ms
284:	learn: 0.3416510	total: 322ms	remaining: 808ms
285:	learn: 0.3410334	total: 323ms	remaining: 807ms
286:	learn: 0.3402350	total: 324ms	remaining: 805ms
287:	learn: 0.3400890	total: 325ms	remaining: 803ms
288:	learn: 0.3399417	total: 326ms	remaining: 802ms
289:	learn: 0.3397928	total: 327ms	remaining: 800ms
290:	learn: 0.3396601	total: 328ms	remaining: 799ms
291:	learn: 0.3395162	total: 329ms	remaining: 797ms
292:	learn: 0.3386721	total: 330ms	remaining: 796ms
293:	learn: 0.3374147	total: 331ms	remaining: 794ms
294:	learn: 0.3372853	total: 332ms	remaining: 792ms
295:	learn: 0.3359276	total: 333ms	remaining: 791ms
296:	learn: 0.3357864	total: 334ms	remaining: 790ms
297:	learn: 0.3356617	total: 335ms	remaining: 788ms
298:	learn: 0.3355191	total: 336ms	remaining: 787ms
299:	learn: 0.3353987	total: 337ms	remaining: 786ms
300:	learn: 0.3352590	total: 338ms	remaining: 784ms
301:	learn: 0.3344301	total: 339ms	remaining: 783ms
302:	learn: 0.3343054	total: 339ms	remaining: 781ms
303:	learn: 0.3341660	total: 340ms	remaining: 779ms
304:	learn: 0.3340345	total: 341ms	remaining: 778ms
305:	learn: 0.3338780	total: 342ms	remaining: 776ms
306:	learn: 0.3337417	total: 343ms	remaining: 775ms
307:	learn: 0.3336026	total: 344ms	remaining: 773ms
308:	learn: 0.3334864	total: 345ms	remaining: 772ms
309:	learn: 0.3333285	total: 346ms	remaining: 770ms
310:	learn: 0.3326931	total: 347ms	remaining: 769ms
311:	learn: 0.3321216	total: 348ms	remaining: 768ms
312:	learn: 0.3319813	total: 349ms	remaining: 767ms
313:	learn: 0.3318452	total: 350ms	remaining: 765ms
314:	learn: 0.3310436	total: 351ms	remaining: 763ms
315:	learn: 0.3309170	total: 352ms	remaining: 762ms
316:	learn: 0.3308060	total: 353ms	remaining: 761ms
317:	learn: 0.3299000	total: 354ms	remaining: 759ms
318:	learn: 0.3297664	total: 355ms	remaining: 758ms
319:	learn: 0.3296337	total: 356ms	remaining: 756ms
320:	learn: 0.3295230	total: 357ms	remaining: 755ms
321:	learn: 0.3293970	total: 358ms	remaining: 753ms
322:	learn: 0.3283553	total: 359ms	remaining: 752ms
323:	learn: 0.3282455	total: 360ms	remaining: 750ms
324:	learn: 0.3281147	total: 361ms	remaining: 749ms
325:	learn: 0.3268654	total: 362ms	remaining: 748ms
326:	learn: 0.3262815	total: 363ms	remaining: 748ms
327:	learn: 0.3261542	total: 364ms	remaining: 746ms
328:	learn: 0.3251783	total: 365ms	remaining: 745ms
329:	learn: 0.3243330	total: 366ms	remaining: 743ms
330:	learn: 0.3231277	total: 367ms	remaining: 742ms
331:	learn: 0.3230043	total: 368ms	remaining: 740ms
332:	learn: 0.3218894	total: 369ms	remaining: 739ms
333:	learn: 0.3217621	total: 370ms	remaining: 737ms
334:	learn: 0.3215030	total: 371ms	remaining: 736ms
335:	learn: 0.3213817	total: 372ms	remaining: 735ms
336:	learn: 0.3208557	total: 373ms	remaining: 733ms
337:	learn: 0.3207050	total: 374ms	remaining: 732ms
338:	learn: 0.3202587	total: 375ms	remaining: 730ms
339:	learn: 0.3201142	total: 375ms	remaining: 729ms
340:	learn: 0.3200259	total: 377ms	remaining: 728ms
341:	learn: 0.3199240	total: 378ms	remaining: 727ms
342:	learn: 0.3198027	total: 379ms	remaining: 726ms
343:	learn: 0.3189392	total: 380ms	remaining: 724ms
344:	learn: 0.3181361	total: 381ms	remaining: 723ms
345:	learn: 0.3179976	total: 382ms	remaining: 722ms
346:	learn: 0.3178982	total: 383ms	remaining: 720ms
347:	learn: 0.3177995	total: 384ms	remaining: 719ms
348:	learn: 0.3173475	total: 385ms	remaining: 717ms
349:	learn: 0.3172502	total: 386ms	remaining: 716ms
350:	learn: 0.3171120	total: 387ms	remaining: 715ms
351:	learn: 0.3169438	total: 388ms	remaining: 713ms
352:	learn: 0.3165302	total: 389ms	remaining: 712ms
353:	learn: 0.3161164	total: 389ms	remaining: 711ms
354:	learn: 0.3159887	total: 391ms	remaining: 710ms
355:	learn: 0.3158951	total: 392ms	remaining: 709ms
356:	learn: 0.3154983	total: 393ms	remaining: 707ms
357:	learn: 0.3144096	total: 394ms	remaining: 707ms
358:	learn: 0.3135840	total: 396ms	remaining: 706ms
359:	learn: 0.3134969	total: 397ms	remaining: 705ms
360:	learn: 0.3134180	total: 398ms	remaining: 704ms
361:	learn: 0.3126838	total: 399ms	remaining: 703ms
362:	learn: 0.3125595	total: 400ms	remaining: 702ms
363:	learn: 0.3122167	total: 401ms	remaining: 700ms
364:	learn: 0.3121408	total: 402ms	remaining: 699ms
365:	learn: 0.3120393	total: 403ms	remaining: 698ms
366:	learn: 0.3113776	total: 404ms	remaining: 698ms
367:	learn: 0.3112477	total: 406ms	remaining: 696ms
368:	learn: 0.3108770	total: 407ms	remaining: 695ms
369:	learn: 0.3107488	total: 408ms	remaining: 694ms
370:	learn: 0.3103617	total: 409ms	remaining: 693ms
371:	learn: 0.3102657	total: 410ms	remaining: 692ms
372:	learn: 0.3101802	total: 411ms	remaining: 691ms
373:	learn: 0.3100970	total: 412ms	remaining: 690ms
374:	learn: 0.3096204	total: 414ms	remaining: 690ms
375:	learn: 0.3095025	total: 415ms	remaining: 689ms
376:	learn: 0.3084949	total: 417ms	remaining: 689ms
377:	learn: 0.3083778	total: 418ms	remaining: 688ms
378:	learn: 0.3079464	total: 419ms	remaining: 687ms
379:	learn: 0.3075362	total: 421ms	remaining: 686ms
380:	learn: 0.3071358	total: 422ms	remaining: 685ms
381:	learn: 0.3070005	total: 423ms	remaining: 684ms
382:	learn: 0.3069203	total: 424ms	remaining: 684ms
383:	learn: 0.3068426	total: 425ms	remaining: 683ms
384:	learn: 0.3063975	total: 427ms	remaining: 682ms
385:	learn: 0.3063101	total: 428ms	remaining: 681ms
386:	learn: 0.3059244	total: 429ms	remaining: 680ms
387:	learn: 0.3058132	total: 431ms	remaining: 680ms
388:	learn: 0.3056958	total: 432ms	remaining: 679ms
389:	learn: 0.3055778	total: 433ms	remaining: 678ms
390:	learn: 0.3054625	total: 434ms	remaining: 677ms
391:	learn: 0.3053545	total: 436ms	remaining: 676ms
392:	learn: 0.3052474	total: 437ms	remaining: 675ms
393:	learn: 0.3051715	total: 438ms	remaining: 674ms
394:	learn: 0.3041365	total: 439ms	remaining: 673ms
395:	learn: 0.3039000	total: 440ms	remaining: 672ms
396:	learn: 0.3030483	total: 442ms	remaining: 671ms
397:	learn: 0.3029623	total: 444ms	remaining: 672ms
398:	learn: 0.3025387	total: 445ms	remaining: 671ms
399:	learn: 0.3024336	total: 447ms	remaining: 670ms
400:	learn: 0.3022984	total: 448ms	remaining: 669ms
401:	learn: 0.3021948	total: 449ms	remaining: 667ms
402:	learn: 0.3021211	total: 450ms	remaining: 666ms
403:	learn: 0.3018389	total: 451ms	remaining: 665ms
404:	learn: 0.3014760	total: 451ms	remaining: 663ms
405:	learn: 0.3004388	total: 452ms	remaining: 662ms
406:	learn: 0.3000631	total: 453ms	remaining: 661ms
407:	learn: 0.2991474	total: 454ms	remaining: 659ms
408:	learn: 0.2990474	total: 455ms	remaining: 658ms
409:	learn: 0.2989481	total: 457ms	remaining: 658ms
410:	learn: 0.2988497	total: 458ms	remaining: 656ms
411:	learn: 0.2978534	total: 459ms	remaining: 655ms
412:	learn: 0.2977500	total: 460ms	remaining: 654ms
413:	learn: 0.2971274	total: 461ms	remaining: 652ms
414:	learn: 0.2967768	total: 462ms	remaining: 651ms
415:	learn: 0.2966811	total: 463ms	remaining: 650ms
416:	learn: 0.2965861	total: 464ms	remaining: 648ms
417:	learn: 0.2963595	total: 465ms	remaining: 647ms
418:	learn: 0.2962769	total: 466ms	remaining: 646ms
419:	learn: 0.2957750	total: 467ms	remaining: 644ms
420:	learn: 0.2953888	total: 468ms	remaining: 643ms
421:	learn: 0.2952865	total: 468ms	remaining: 642ms
422:	learn: 0.2942422	total: 469ms	remaining: 640ms
423:	learn: 0.2938483	total: 471ms	remaining: 640ms
424:	learn: 0.2935148	total: 472ms	remaining: 638ms
425:	learn: 0.2932187	total: 473ms	remaining: 637ms
426:	learn: 0.2931278	total: 474ms	remaining: 636ms
427:	learn: 0.2929151	total: 475ms	remaining: 634ms
428:	learn: 0.2927055	total: 476ms	remaining: 633ms
429:	learn: 0.2917818	total: 477ms	remaining: 632ms
430:	learn: 0.2916824	total: 478ms	remaining: 630ms
431:	learn: 0.2913153	total: 478ms	remaining: 629ms
432:	learn: 0.2912167	total: 479ms	remaining: 628ms
433:	learn: 0.2903348	total: 480ms	remaining: 627ms
434:	learn: 0.2902470	total: 481ms	remaining: 625ms
435:	learn: 0.2901600	total: 482ms	remaining: 624ms
436:	learn: 0.2900690	total: 483ms	remaining: 623ms
437:	learn: 0.2891544	total: 484ms	remaining: 621ms
438:	learn: 0.2889167	total: 486ms	remaining: 621ms
439:	learn: 0.2888215	total: 487ms	remaining: 619ms
440:	learn: 0.2887322	total: 488ms	remaining: 618ms
441:	learn: 0.2886482	total: 489ms	remaining: 617ms
442:	learn: 0.2884901	total: 490ms	remaining: 616ms
443:	learn: 0.2881671	total: 491ms	remaining: 615ms
444:	learn: 0.2880746	total: 492ms	remaining: 613ms
445:	learn: 0.2879823	total: 493ms	remaining: 612ms
446:	learn: 0.2875652	total: 494ms	remaining: 611ms
447:	learn: 0.2874846	total: 495ms	remaining: 610ms
448:	learn: 0.2874045	total: 496ms	remaining: 608ms
449:	learn: 0.2873251	total: 497ms	remaining: 607ms
450:	learn: 0.2869891	total: 498ms	remaining: 606ms
451:	learn: 0.2869108	total: 499ms	remaining: 605ms
452:	learn: 0.2868294	total: 500ms	remaining: 604ms
453:	learn: 0.2867205	total: 501ms	remaining: 603ms
454:	learn: 0.2864971	total: 502ms	remaining: 602ms
455:	learn: 0.2861537	total: 504ms	remaining: 601ms
456:	learn: 0.2860688	total: 504ms	remaining: 599ms
457:	learn: 0.2859902	total: 505ms	remaining: 598ms
458:	learn: 0.2847789	total: 507ms	remaining: 597ms
459:	learn: 0.2839024	total: 508ms	remaining: 596ms
460:	learn: 0.2837379	total: 509ms	remaining: 595ms
461:	learn: 0.2836764	total: 510ms	remaining: 594ms
462:	learn: 0.2836022	total: 511ms	remaining: 592ms
463:	learn: 0.2834569	total: 512ms	remaining: 592ms
464:	learn: 0.2833836	total: 513ms	remaining: 591ms
465:	learn: 0.2824716	total: 515ms	remaining: 590ms
466:	learn: 0.2823989	total: 516ms	remaining: 589ms
467:	learn: 0.2823267	total: 517ms	remaining: 587ms
468:	learn: 0.2813738	total: 518ms	remaining: 586ms
469:	learn: 0.2812986	total: 519ms	remaining: 585ms
470:	learn: 0.2810378	total: 520ms	remaining: 584ms
471:	learn: 0.2809000	total: 521ms	remaining: 582ms
472:	learn: 0.2805821	total: 522ms	remaining: 581ms
473:	learn: 0.2805018	total: 523ms	remaining: 580ms
474:	learn: 0.2799643	total: 524ms	remaining: 579ms
475:	learn: 0.2797062	total: 525ms	remaining: 577ms
476:	learn: 0.2796300	total: 526ms	remaining: 577ms
477:	learn: 0.2794289	total: 527ms	remaining: 575ms
478:	learn: 0.2793606	total: 528ms	remaining: 574ms
479:	learn: 0.2792929	total: 529ms	remaining: 573ms
480:	learn: 0.2792257	total: 530ms	remaining: 572ms
481:	learn: 0.2791422	total: 531ms	remaining: 570ms
482:	learn: 0.2788584	total: 532ms	remaining: 569ms
483:	learn: 0.2781578	total: 533ms	remaining: 568ms
484:	learn: 0.2773783	total: 534ms	remaining: 567ms
485:	learn: 0.2764182	total: 535ms	remaining: 565ms
486:	learn: 0.2756527	total: 536ms	remaining: 564ms
487:	learn: 0.2755559	total: 537ms	remaining: 563ms
488:	learn: 0.2752274	total: 538ms	remaining: 562ms
489:	learn: 0.2751512	total: 539ms	remaining: 561ms
490:	learn: 0.2749850	total: 540ms	remaining: 560ms
491:	learn: 0.2747274	total: 541ms	remaining: 558ms
492:	learn: 0.2746504	total: 542ms	remaining: 557ms
493:	learn: 0.2743566	total: 543ms	remaining: 556ms
494:	learn: 0.2742827	total: 544ms	remaining: 555ms
495:	learn: 0.2734614	total: 545ms	remaining: 554ms
496:	learn: 0.2728056	total: 546ms	remaining: 553ms
497:	learn: 0.2725572	total: 548ms	remaining: 552ms
498:	learn: 0.2723146	total: 549ms	remaining: 551ms
499:	learn: 0.2722310	total: 550ms	remaining: 550ms
500:	learn: 0.2714722	total: 551ms	remaining: 549ms
501:	learn: 0.2714024	total: 552ms	remaining: 547ms
502:	learn: 0.2709411	total: 553ms	remaining: 547ms
503:	learn: 0.2708804	total: 554ms	remaining: 546ms
504:	learn: 0.2708203	total: 555ms	remaining: 544ms
505:	learn: 0.2707476	total: 556ms	remaining: 543ms
506:	learn: 0.2705877	total: 557ms	remaining: 542ms
507:	learn: 0.2697939	total: 558ms	remaining: 541ms
508:	learn: 0.2690427	total: 559ms	remaining: 540ms
509:	learn: 0.2688018	total: 560ms	remaining: 538ms
510:	learn: 0.2680666	total: 561ms	remaining: 537ms
511:	learn: 0.2674285	total: 562ms	remaining: 536ms
512:	learn: 0.2673644	total: 564ms	remaining: 535ms
513:	learn: 0.2673018	total: 565ms	remaining: 534ms
514:	learn: 0.2672162	total: 566ms	remaining: 533ms
515:	learn: 0.2671452	total: 567ms	remaining: 532ms
516:	learn: 0.2670918	total: 569ms	remaining: 531ms
517:	learn: 0.2668219	total: 570ms	remaining: 530ms
518:	learn: 0.2667541	total: 571ms	remaining: 529ms
519:	learn: 0.2661002	total: 572ms	remaining: 528ms
520:	learn: 0.2654825	total: 573ms	remaining: 527ms
521:	learn: 0.2653988	total: 574ms	remaining: 525ms
522:	learn: 0.2653353	total: 575ms	remaining: 524ms
523:	learn: 0.2646145	total: 576ms	remaining: 523ms
524:	learn: 0.2638952	total: 577ms	remaining: 522ms
525:	learn: 0.2638263	total: 578ms	remaining: 521ms
526:	learn: 0.2637546	total: 579ms	remaining: 520ms
527:	learn: 0.2636999	total: 580ms	remaining: 519ms
528:	learn: 0.2629638	total: 581ms	remaining: 518ms
529:	learn: 0.2628851	total: 583ms	remaining: 517ms
530:	learn: 0.2626625	total: 584ms	remaining: 515ms
531:	learn: 0.2626066	total: 585ms	remaining: 514ms
532:	learn: 0.2625545	total: 585ms	remaining: 513ms
533:	learn: 0.2617628	total: 586ms	remaining: 512ms
534:	learn: 0.2616809	total: 588ms	remaining: 511ms
535:	learn: 0.2616166	total: 589ms	remaining: 510ms
536:	learn: 0.2615358	total: 590ms	remaining: 509ms
537:	learn: 0.2614833	total: 591ms	remaining: 507ms
538:	learn: 0.2608681	total: 593ms	remaining: 507ms
539:	learn: 0.2605864	total: 593ms	remaining: 506ms
540:	learn: 0.2605127	total: 594ms	remaining: 504ms
541:	learn: 0.2598074	total: 595ms	remaining: 503ms
542:	learn: 0.2596711	total: 597ms	remaining: 502ms
543:	learn: 0.2589672	total: 598ms	remaining: 501ms
544:	learn: 0.2588882	total: 599ms	remaining: 500ms
545:	learn: 0.2582198	total: 600ms	remaining: 499ms
546:	learn: 0.2581518	total: 601ms	remaining: 498ms
547:	learn: 0.2575023	total: 602ms	remaining: 497ms
548:	learn: 0.2574440	total: 603ms	remaining: 495ms
549:	learn: 0.2567159	total: 604ms	remaining: 494ms
550:	learn: 0.2561183	total: 606ms	remaining: 494ms
551:	learn: 0.2560681	total: 607ms	remaining: 492ms
552:	learn: 0.2557913	total: 608ms	remaining: 491ms
553:	learn: 0.2557381	total: 609ms	remaining: 490ms
554:	learn: 0.2550800	total: 609ms	remaining: 489ms
555:	learn: 0.2550158	total: 610ms	remaining: 487ms
556:	learn: 0.2549522	total: 611ms	remaining: 486ms
557:	learn: 0.2549030	total: 612ms	remaining: 485ms
558:	learn: 0.2548402	total: 613ms	remaining: 484ms
559:	learn: 0.2543894	total: 614ms	remaining: 482ms
560:	learn: 0.2538974	total: 615ms	remaining: 481ms
561:	learn: 0.2532433	total: 616ms	remaining: 480ms
562:	learn: 0.2529546	total: 617ms	remaining: 479ms
563:	learn: 0.2527324	total: 618ms	remaining: 478ms
564:	learn: 0.2525169	total: 619ms	remaining: 477ms
565:	learn: 0.2520891	total: 620ms	remaining: 476ms
566:	learn: 0.2520163	total: 621ms	remaining: 474ms
567:	learn: 0.2515969	total: 622ms	remaining: 473ms
568:	learn: 0.2509925	total: 623ms	remaining: 472ms
569:	learn: 0.2509311	total: 624ms	remaining: 471ms
570:	learn: 0.2503796	total: 625ms	remaining: 470ms
571:	learn: 0.2503052	total: 626ms	remaining: 469ms
572:	learn: 0.2501557	total: 627ms	remaining: 467ms
573:	learn: 0.2496309	total: 628ms	remaining: 466ms
574:	learn: 0.2490378	total: 629ms	remaining: 465ms
575:	learn: 0.2489912	total: 630ms	remaining: 464ms
576:	learn: 0.2489315	total: 631ms	remaining: 463ms
577:	learn: 0.2483536	total: 632ms	remaining: 461ms
578:	learn: 0.2476774	total: 633ms	remaining: 460ms
579:	learn: 0.2476294	total: 634ms	remaining: 459ms
580:	learn: 0.2475703	total: 636ms	remaining: 459ms
581:	learn: 0.2475158	total: 637ms	remaining: 458ms
582:	learn: 0.2468875	total: 638ms	remaining: 456ms
583:	learn: 0.2468130	total: 639ms	remaining: 455ms
584:	learn: 0.2467663	total: 640ms	remaining: 454ms
585:	learn: 0.2461840	total: 641ms	remaining: 453ms
586:	learn: 0.2461376	total: 642ms	remaining: 451ms
587:	learn: 0.2460795	total: 643ms	remaining: 450ms
588:	learn: 0.2454546	total: 644ms	remaining: 449ms
589:	learn: 0.2452112	total: 645ms	remaining: 448ms
590:	learn: 0.2449998	total: 647ms	remaining: 448ms
591:	learn: 0.2444445	total: 648ms	remaining: 446ms
592:	learn: 0.2439077	total: 649ms	remaining: 445ms
593:	learn: 0.2438509	total: 650ms	remaining: 444ms
594:	learn: 0.2432721	total: 650ms	remaining: 443ms
595:	learn: 0.2430934	total: 651ms	remaining: 442ms
596:	learn: 0.2426855	total: 652ms	remaining: 440ms
597:	learn: 0.2422475	total: 653ms	remaining: 439ms
598:	learn: 0.2420037	total: 654ms	remaining: 438ms
599:	learn: 0.2414582	total: 655ms	remaining: 437ms
600:	learn: 0.2407609	total: 656ms	remaining: 436ms
601:	learn: 0.2403742	total: 657ms	remaining: 434ms
602:	learn: 0.2403149	total: 658ms	remaining: 433ms
603:	learn: 0.2400778	total: 659ms	remaining: 432ms
604:	learn: 0.2394932	total: 661ms	remaining: 431ms
605:	learn: 0.2386756	total: 662ms	remaining: 430ms
606:	learn: 0.2380716	total: 663ms	remaining: 429ms
607:	learn: 0.2375773	total: 663ms	remaining: 428ms
608:	learn: 0.2370581	total: 664ms	remaining: 427ms
609:	learn: 0.2364157	total: 665ms	remaining: 425ms
610:	learn: 0.2363476	total: 666ms	remaining: 424ms
611:	learn: 0.2362961	total: 667ms	remaining: 423ms
612:	learn: 0.2358142	total: 668ms	remaining: 422ms
613:	learn: 0.2355855	total: 669ms	remaining: 421ms
614:	learn: 0.2355441	total: 670ms	remaining: 419ms
615:	learn: 0.2353200	total: 671ms	remaining: 418ms
616:	learn: 0.2352762	total: 672ms	remaining: 417ms
617:	learn: 0.2351746	total: 673ms	remaining: 416ms
618:	learn: 0.2346840	total: 674ms	remaining: 415ms
619:	learn: 0.2346329	total: 675ms	remaining: 414ms
620:	learn: 0.2345826	total: 676ms	remaining: 413ms
621:	learn: 0.2340763	total: 677ms	remaining: 411ms
622:	learn: 0.2334334	total: 678ms	remaining: 410ms
623:	learn: 0.2327902	total: 679ms	remaining: 409ms
624:	learn: 0.2320252	total: 680ms	remaining: 408ms
625:	learn: 0.2314524	total: 681ms	remaining: 407ms
626:	learn: 0.2309068	total: 682ms	remaining: 405ms
627:	learn: 0.2305277	total: 683ms	remaining: 404ms
628:	learn: 0.2304753	total: 683ms	remaining: 403ms
629:	learn: 0.2304232	total: 684ms	remaining: 402ms
630:	learn: 0.2303840	total: 685ms	remaining: 401ms
631:	learn: 0.2303202	total: 686ms	remaining: 400ms
632:	learn: 0.2301746	total: 687ms	remaining: 399ms
633:	learn: 0.2297453	total: 688ms	remaining: 397ms
634:	learn: 0.2295797	total: 689ms	remaining: 396ms
635:	learn: 0.2293985	total: 690ms	remaining: 395ms
636:	learn: 0.2289788	total: 691ms	remaining: 394ms
637:	learn: 0.2286809	total: 692ms	remaining: 393ms
638:	learn: 0.2281907	total: 693ms	remaining: 392ms
639:	learn: 0.2281396	total: 694ms	remaining: 391ms
640:	learn: 0.2280033	total: 695ms	remaining: 389ms
641:	learn: 0.2278177	total: 696ms	remaining: 388ms
642:	learn: 0.2272226	total: 697ms	remaining: 387ms
643:	learn: 0.2271608	total: 699ms	remaining: 386ms
644:	learn: 0.2271198	total: 700ms	remaining: 385ms
645:	learn: 0.2269395	total: 702ms	remaining: 385ms
646:	learn: 0.2268825	total: 703ms	remaining: 384ms
647:	learn: 0.2263435	total: 704ms	remaining: 382ms
648:	learn: 0.2257591	total: 705ms	remaining: 381ms
649:	learn: 0.2255827	total: 706ms	remaining: 380ms
650:	learn: 0.2255236	total: 707ms	remaining: 379ms
651:	learn: 0.2254623	total: 708ms	remaining: 378ms
652:	learn: 0.2253132	total: 709ms	remaining: 377ms
653:	learn: 0.2249203	total: 710ms	remaining: 376ms
654:	learn: 0.2247307	total: 711ms	remaining: 375ms
655:	learn: 0.2246730	total: 712ms	remaining: 373ms
656:	learn: 0.2245311	total: 713ms	remaining: 372ms
657:	learn: 0.2243696	total: 715ms	remaining: 372ms
658:	learn: 0.2242517	total: 716ms	remaining: 371ms
659:	learn: 0.2237571	total: 717ms	remaining: 369ms
660:	learn: 0.2237092	total: 718ms	remaining: 368ms
661:	learn: 0.2235990	total: 719ms	remaining: 367ms
662:	learn: 0.2231314	total: 721ms	remaining: 366ms
663:	learn: 0.2226656	total: 722ms	remaining: 365ms
664:	learn: 0.2221251	total: 723ms	remaining: 364ms
665:	learn: 0.2217719	total: 724ms	remaining: 363ms
666:	learn: 0.2217176	total: 725ms	remaining: 362ms
667:	learn: 0.2212836	total: 726ms	remaining: 361ms
668:	learn: 0.2211856	total: 727ms	remaining: 359ms
669:	learn: 0.2207503	total: 728ms	remaining: 359ms
670:	learn: 0.2203423	total: 729ms	remaining: 358ms
671:	learn: 0.2203045	total: 730ms	remaining: 356ms
672:	learn: 0.2198927	total: 731ms	remaining: 355ms
673:	learn: 0.2195784	total: 733ms	remaining: 354ms
674:	learn: 0.2192198	total: 734ms	remaining: 353ms
675:	learn: 0.2191597	total: 735ms	remaining: 352ms
676:	learn: 0.2190371	total: 736ms	remaining: 351ms
677:	learn: 0.2186387	total: 737ms	remaining: 350ms
678:	learn: 0.2185793	total: 738ms	remaining: 349ms
679:	learn: 0.2185360	total: 739ms	remaining: 348ms
680:	learn: 0.2180882	total: 740ms	remaining: 347ms
681:	learn: 0.2177800	total: 741ms	remaining: 346ms
682:	learn: 0.2176280	total: 742ms	remaining: 345ms
683:	learn: 0.2175957	total: 743ms	remaining: 343ms
684:	learn: 0.2170653	total: 744ms	remaining: 342ms
685:	learn: 0.2170214	total: 746ms	remaining: 341ms
686:	learn: 0.2169778	total: 747ms	remaining: 340ms
687:	learn: 0.2164565	total: 748ms	remaining: 339ms
688:	learn: 0.2163126	total: 749ms	remaining: 338ms
689:	learn: 0.2161541	total: 750ms	remaining: 337ms
690:	learn: 0.2158358	total: 751ms	remaining: 336ms
691:	learn: 0.2156834	total: 752ms	remaining: 335ms
692:	learn: 0.2155156	total: 754ms	remaining: 334ms
693:	learn: 0.2150417	total: 755ms	remaining: 333ms
694:	learn: 0.2149269	total: 756ms	remaining: 332ms
695:	learn: 0.2143204	total: 756ms	remaining: 330ms
696:	learn: 0.2138665	total: 757ms	remaining: 329ms
697:	learn: 0.2135659	total: 758ms	remaining: 328ms
698:	learn: 0.2133951	total: 759ms	remaining: 327ms
699:	learn: 0.2129715	total: 760ms	remaining: 326ms
700:	learn: 0.2129269	total: 761ms	remaining: 325ms
701:	learn: 0.2128372	total: 762ms	remaining: 324ms
702:	learn: 0.2125360	total: 763ms	remaining: 322ms
703:	learn: 0.2122879	total: 764ms	remaining: 321ms
704:	learn: 0.2121012	total: 765ms	remaining: 320ms
705:	learn: 0.2117775	total: 766ms	remaining: 319ms
706:	learn: 0.2114165	total: 768ms	remaining: 318ms
707:	learn: 0.2113166	total: 769ms	remaining: 317ms
708:	learn: 0.2105470	total: 770ms	remaining: 316ms
709:	learn: 0.2104179	total: 771ms	remaining: 315ms
710:	learn: 0.2103218	total: 772ms	remaining: 314ms
711:	learn: 0.2099684	total: 773ms	remaining: 313ms
712:	learn: 0.2096576	total: 774ms	remaining: 311ms
713:	learn: 0.2096049	total: 775ms	remaining: 310ms
714:	learn: 0.2094810	total: 776ms	remaining: 309ms
715:	learn: 0.2092849	total: 777ms	remaining: 308ms
716:	learn: 0.2088957	total: 778ms	remaining: 307ms
717:	learn: 0.2088575	total: 779ms	remaining: 306ms
718:	learn: 0.2084145	total: 781ms	remaining: 305ms
719:	learn: 0.2080747	total: 782ms	remaining: 304ms
720:	learn: 0.2080423	total: 783ms	remaining: 303ms
721:	learn: 0.2077567	total: 784ms	remaining: 302ms
722:	learn: 0.2073514	total: 784ms	remaining: 301ms
723:	learn: 0.2072427	total: 785ms	remaining: 299ms
724:	learn: 0.2071970	total: 786ms	remaining: 298ms
725:	learn: 0.2068554	total: 787ms	remaining: 297ms
726:	learn: 0.2066063	total: 788ms	remaining: 296ms
727:	learn: 0.2060690	total: 789ms	remaining: 295ms
728:	learn: 0.2060373	total: 791ms	remaining: 294ms
729:	learn: 0.2056744	total: 792ms	remaining: 293ms
730:	learn: 0.2052784	total: 793ms	remaining: 292ms
731:	learn: 0.2049440	total: 793ms	remaining: 291ms
732:	learn: 0.2045987	total: 795ms	remaining: 290ms
733:	learn: 0.2039659	total: 796ms	remaining: 289ms
734:	learn: 0.2036373	total: 797ms	remaining: 287ms
735:	learn: 0.2035145	total: 798ms	remaining: 286ms
736:	learn: 0.2031325	total: 799ms	remaining: 285ms
737:	learn: 0.2030946	total: 800ms	remaining: 284ms
738:	learn: 0.2025991	total: 801ms	remaining: 283ms
739:	learn: 0.2024914	total: 802ms	remaining: 282ms
740:	learn: 0.2023545	total: 803ms	remaining: 281ms
741:	learn: 0.2019818	total: 804ms	remaining: 279ms
742:	learn: 0.2013425	total: 805ms	remaining: 278ms
743:	learn: 0.2011223	total: 806ms	remaining: 277ms
744:	learn: 0.2007719	total: 807ms	remaining: 276ms
745:	learn: 0.2004068	total: 808ms	remaining: 275ms
746:	learn: 0.1998592	total: 809ms	remaining: 274ms
747:	learn: 0.1997353	total: 810ms	remaining: 273ms
748:	learn: 0.1993618	total: 811ms	remaining: 272ms
749:	learn: 0.1992670	total: 812ms	remaining: 271ms
750:	learn: 0.1988777	total: 813ms	remaining: 269ms
751:	learn: 0.1986554	total: 814ms	remaining: 268ms
752:	learn: 0.1982979	total: 815ms	remaining: 267ms
753:	learn: 0.1980784	total: 816ms	remaining: 266ms
754:	learn: 0.1978456	total: 817ms	remaining: 265ms
755:	learn: 0.1978002	total: 817ms	remaining: 264ms
756:	learn: 0.1971939	total: 819ms	remaining: 263ms
757:	learn: 0.1969586	total: 820ms	remaining: 262ms
758:	learn: 0.1966202	total: 821ms	remaining: 261ms
759:	learn: 0.1965838	total: 822ms	remaining: 260ms
760:	learn: 0.1965563	total: 824ms	remaining: 259ms
761:	learn: 0.1962201	total: 825ms	remaining: 258ms
762:	learn: 0.1959967	total: 826ms	remaining: 257ms
763:	learn: 0.1954684	total: 827ms	remaining: 255ms
764:	learn: 0.1948892	total: 828ms	remaining: 254ms
765:	learn: 0.1947349	total: 829ms	remaining: 253ms
766:	learn: 0.1945948	total: 830ms	remaining: 252ms
767:	learn: 0.1945469	total: 831ms	remaining: 251ms
768:	learn: 0.1943237	total: 832ms	remaining: 250ms
769:	learn: 0.1942501	total: 832ms	remaining: 249ms
770:	learn: 0.1941403	total: 833ms	remaining: 248ms
771:	learn: 0.1941117	total: 834ms	remaining: 246ms
772:	learn: 0.1938304	total: 835ms	remaining: 245ms
773:	learn: 0.1933925	total: 836ms	remaining: 244ms
774:	learn: 0.1929228	total: 837ms	remaining: 243ms
775:	learn: 0.1926825	total: 838ms	remaining: 242ms
776:	learn: 0.1921930	total: 839ms	remaining: 241ms
777:	learn: 0.1920485	total: 840ms	remaining: 240ms
778:	learn: 0.1920020	total: 841ms	remaining: 239ms
779:	learn: 0.1913160	total: 842ms	remaining: 237ms
780:	learn: 0.1912699	total: 843ms	remaining: 236ms
781:	learn: 0.1909527	total: 844ms	remaining: 235ms
782:	learn: 0.1906388	total: 845ms	remaining: 234ms
783:	learn: 0.1905932	total: 846ms	remaining: 233ms
784:	learn: 0.1905595	total: 846ms	remaining: 232ms
785:	learn: 0.1904763	total: 847ms	remaining: 231ms
786:	learn: 0.1903415	total: 848ms	remaining: 230ms
787:	learn: 0.1901522	total: 849ms	remaining: 228ms
788:	learn: 0.1901199	total: 851ms	remaining: 228ms
789:	learn: 0.1900864	total: 853ms	remaining: 227ms
790:	learn: 0.1895059	total: 854ms	remaining: 226ms
791:	learn: 0.1892193	total: 855ms	remaining: 225ms
792:	learn: 0.1890914	total: 856ms	remaining: 223ms
793:	learn: 0.1887418	total: 857ms	remaining: 222ms
794:	learn: 0.1886203	total: 858ms	remaining: 221ms
795:	learn: 0.1885687	total: 859ms	remaining: 220ms
796:	learn: 0.1883561	total: 860ms	remaining: 219ms
797:	learn: 0.1882194	total: 861ms	remaining: 218ms
798:	learn: 0.1878113	total: 862ms	remaining: 217ms
799:	learn: 0.1874716	total: 863ms	remaining: 216ms
800:	learn: 0.1870504	total: 865ms	remaining: 215ms
801:	learn: 0.1867838	total: 866ms	remaining: 214ms
802:	learn: 0.1867327	total: 867ms	remaining: 213ms
803:	learn: 0.1867057	total: 868ms	remaining: 212ms
804:	learn: 0.1864644	total: 869ms	remaining: 211ms
805:	learn: 0.1862905	total: 871ms	remaining: 210ms
806:	learn: 0.1862477	total: 872ms	remaining: 208ms
807:	learn: 0.1860156	total: 873ms	remaining: 207ms
808:	learn: 0.1857899	total: 874ms	remaining: 206ms
809:	learn: 0.1854234	total: 875ms	remaining: 205ms
810:	learn: 0.1852736	total: 876ms	remaining: 204ms
811:	learn: 0.1849133	total: 877ms	remaining: 203ms
812:	learn: 0.1844776	total: 878ms	remaining: 202ms
813:	learn: 0.1840228	total: 879ms	remaining: 201ms
814:	learn: 0.1838370	total: 880ms	remaining: 200ms
815:	learn: 0.1836587	total: 881ms	remaining: 199ms
816:	learn: 0.1834474	total: 882ms	remaining: 198ms
817:	learn: 0.1831831	total: 883ms	remaining: 197ms
818:	learn: 0.1830604	total: 884ms	remaining: 195ms
819:	learn: 0.1828717	total: 886ms	remaining: 194ms
820:	learn: 0.1826749	total: 887ms	remaining: 193ms
821:	learn: 0.1824771	total: 888ms	remaining: 192ms
822:	learn: 0.1824529	total: 889ms	remaining: 191ms
823:	learn: 0.1823060	total: 891ms	remaining: 190ms
824:	learn: 0.1820426	total: 892ms	remaining: 189ms
825:	learn: 0.1819561	total: 893ms	remaining: 188ms
826:	learn: 0.1819151	total: 894ms	remaining: 187ms
827:	learn: 0.1815961	total: 895ms	remaining: 186ms
828:	learn: 0.1812281	total: 896ms	remaining: 185ms
829:	learn: 0.1811836	total: 897ms	remaining: 184ms
830:	learn: 0.1807816	total: 898ms	remaining: 183ms
831:	learn: 0.1807566	total: 899ms	remaining: 182ms
832:	learn: 0.1804278	total: 900ms	remaining: 180ms
833:	learn: 0.1801459	total: 901ms	remaining: 179ms
834:	learn: 0.1801140	total: 903ms	remaining: 179ms
835:	learn: 0.1798664	total: 904ms	remaining: 177ms
836:	learn: 0.1793753	total: 905ms	remaining: 176ms
837:	learn: 0.1793456	total: 906ms	remaining: 175ms
838:	learn: 0.1792984	total: 907ms	remaining: 174ms
839:	learn: 0.1791474	total: 908ms	remaining: 173ms
840:	learn: 0.1791077	total: 909ms	remaining: 172ms
841:	learn: 0.1790439	total: 910ms	remaining: 171ms
842:	learn: 0.1788385	total: 911ms	remaining: 170ms
843:	learn: 0.1788095	total: 912ms	remaining: 169ms
844:	learn: 0.1787220	total: 913ms	remaining: 167ms
845:	learn: 0.1786763	total: 914ms	remaining: 166ms
846:	learn: 0.1784024	total: 915ms	remaining: 165ms
847:	learn: 0.1782146	total: 917ms	remaining: 164ms
848:	learn: 0.1778910	total: 918ms	remaining: 163ms
849:	learn: 0.1777341	total: 919ms	remaining: 162ms
850:	learn: 0.1774506	total: 920ms	remaining: 161ms
851:	learn: 0.1772675	total: 921ms	remaining: 160ms
852:	learn: 0.1770275	total: 922ms	remaining: 159ms
853:	learn: 0.1767812	total: 923ms	remaining: 158ms
854:	learn: 0.1764646	total: 924ms	remaining: 157ms
855:	learn: 0.1761105	total: 925ms	remaining: 156ms
856:	learn: 0.1760737	total: 926ms	remaining: 154ms
857:	learn: 0.1757883	total: 926ms	remaining: 153ms
858:	learn: 0.1756156	total: 928ms	remaining: 152ms
859:	learn: 0.1754984	total: 928ms	remaining: 151ms
860:	learn: 0.1751267	total: 930ms	remaining: 150ms
861:	learn: 0.1749626	total: 931ms	remaining: 149ms
862:	learn: 0.1748814	total: 932ms	remaining: 148ms
863:	learn: 0.1747871	total: 933ms	remaining: 147ms
864:	learn: 0.1743112	total: 934ms	remaining: 146ms
865:	learn: 0.1741169	total: 935ms	remaining: 145ms
866:	learn: 0.1740931	total: 936ms	remaining: 144ms
867:	learn: 0.1738308	total: 937ms	remaining: 142ms
868:	learn: 0.1734352	total: 938ms	remaining: 141ms
869:	learn: 0.1730318	total: 939ms	remaining: 140ms
870:	learn: 0.1726006	total: 940ms	remaining: 139ms
871:	learn: 0.1722211	total: 941ms	remaining: 138ms
872:	learn: 0.1719830	total: 942ms	remaining: 137ms
873:	learn: 0.1717138	total: 943ms	remaining: 136ms
874:	learn: 0.1714022	total: 945ms	remaining: 135ms
875:	learn: 0.1710365	total: 946ms	remaining: 134ms
876:	learn: 0.1708629	total: 947ms	remaining: 133ms
877:	learn: 0.1705167	total: 948ms	remaining: 132ms
878:	learn: 0.1704932	total: 948ms	remaining: 131ms
879:	learn: 0.1703350	total: 950ms	remaining: 129ms
880:	learn: 0.1700831	total: 951ms	remaining: 128ms
881:	learn: 0.1700464	total: 951ms	remaining: 127ms
882:	learn: 0.1697397	total: 952ms	remaining: 126ms
883:	learn: 0.1697155	total: 953ms	remaining: 125ms
884:	learn: 0.1694865	total: 954ms	remaining: 124ms
885:	learn: 0.1694091	total: 955ms	remaining: 123ms
886:	learn: 0.1693684	total: 956ms	remaining: 122ms
887:	learn: 0.1693177	total: 957ms	remaining: 121ms
888:	learn: 0.1692921	total: 959ms	remaining: 120ms
889:	learn: 0.1691140	total: 960ms	remaining: 119ms
890:	learn: 0.1690790	total: 961ms	remaining: 118ms
891:	learn: 0.1690373	total: 962ms	remaining: 116ms
892:	learn: 0.1688774	total: 963ms	remaining: 115ms
893:	learn: 0.1685295	total: 964ms	remaining: 114ms
894:	learn: 0.1683376	total: 965ms	remaining: 113ms
895:	learn: 0.1683018	total: 966ms	remaining: 112ms
896:	learn: 0.1681198	total: 966ms	remaining: 111ms
897:	learn: 0.1680936	total: 967ms	remaining: 110ms
898:	learn: 0.1677619	total: 968ms	remaining: 109ms
899:	learn: 0.1676819	total: 969ms	remaining: 108ms
900:	learn: 0.1674645	total: 970ms	remaining: 107ms
901:	learn: 0.1673901	total: 971ms	remaining: 106ms
902:	learn: 0.1672138	total: 973ms	remaining: 105ms
903:	learn: 0.1668521	total: 974ms	remaining: 103ms
904:	learn: 0.1665269	total: 975ms	remaining: 102ms
905:	learn: 0.1665047	total: 976ms	remaining: 101ms
906:	learn: 0.1664804	total: 977ms	remaining: 100ms
907:	learn: 0.1663052	total: 979ms	remaining: 99.2ms
908:	learn: 0.1660844	total: 980ms	remaining: 98.1ms
909:	learn: 0.1657440	total: 981ms	remaining: 97ms
910:	learn: 0.1657020	total: 982ms	remaining: 95.9ms
911:	learn: 0.1653871	total: 982ms	remaining: 94.8ms
912:	learn: 0.1651792	total: 983ms	remaining: 93.7ms
913:	learn: 0.1649452	total: 984ms	remaining: 92.6ms
914:	learn: 0.1646396	total: 985ms	remaining: 91.5ms
915:	learn: 0.1645948	total: 986ms	remaining: 90.5ms
916:	learn: 0.1645734	total: 987ms	remaining: 89.4ms
917:	learn: 0.1645395	total: 988ms	remaining: 88.3ms
918:	learn: 0.1643345	total: 989ms	remaining: 87.2ms
919:	learn: 0.1642699	total: 990ms	remaining: 86.1ms
920:	learn: 0.1640982	total: 991ms	remaining: 85ms
921:	learn: 0.1637559	total: 992ms	remaining: 83.9ms
922:	learn: 0.1637262	total: 993ms	remaining: 82.8ms
923:	learn: 0.1634513	total: 994ms	remaining: 81.8ms
924:	learn: 0.1631249	total: 995ms	remaining: 80.7ms
925:	learn: 0.1629290	total: 996ms	remaining: 79.6ms
926:	learn: 0.1625311	total: 997ms	remaining: 78.5ms
927:	learn: 0.1624257	total: 998ms	remaining: 77.4ms
928:	learn: 0.1623958	total: 999ms	remaining: 76.3ms
929:	learn: 0.1623559	total: 1s	remaining: 75.3ms
930:	learn: 0.1621499	total: 1s	remaining: 74.2ms
931:	learn: 0.1621099	total: 1s	remaining: 73.2ms
932:	learn: 0.1620894	total: 1s	remaining: 72.1ms
933:	learn: 0.1617687	total: 1s	remaining: 71.1ms
934:	learn: 0.1616594	total: 1.01s	remaining: 70ms
935:	learn: 0.1614016	total: 1.01s	remaining: 68.9ms
936:	learn: 0.1612614	total: 1.01s	remaining: 67.8ms
937:	learn: 0.1610045	total: 1.01s	remaining: 66.8ms
938:	learn: 0.1607511	total: 1.01s	remaining: 65.7ms
939:	learn: 0.1605764	total: 1.01s	remaining: 64.6ms
940:	learn: 0.1604116	total: 1.01s	remaining: 63.6ms
941:	learn: 0.1602254	total: 1.01s	remaining: 62.5ms
942:	learn: 0.1599166	total: 1.01s	remaining: 61.4ms
943:	learn: 0.1595809	total: 1.02s	remaining: 60.3ms
944:	learn: 0.1593684	total: 1.02s	remaining: 59.2ms
945:	learn: 0.1591504	total: 1.02s	remaining: 58.2ms
946:	learn: 0.1588412	total: 1.02s	remaining: 57.1ms
947:	learn: 0.1587904	total: 1.02s	remaining: 56ms
948:	learn: 0.1587549	total: 1.02s	remaining: 54.9ms
949:	learn: 0.1585902	total: 1.02s	remaining: 53.9ms
950:	learn: 0.1584317	total: 1.02s	remaining: 52.8ms
951:	learn: 0.1581132	total: 1.02s	remaining: 51.7ms
952:	learn: 0.1578181	total: 1.03s	remaining: 50.6ms
953:	learn: 0.1575681	total: 1.03s	remaining: 49.6ms
954:	learn: 0.1572958	total: 1.03s	remaining: 48.5ms
955:	learn: 0.1571985	total: 1.03s	remaining: 47.4ms
956:	learn: 0.1569577	total: 1.03s	remaining: 46.4ms
957:	learn: 0.1568671	total: 1.03s	remaining: 45.3ms
958:	learn: 0.1566597	total: 1.03s	remaining: 44.2ms
959:	learn: 0.1566188	total: 1.03s	remaining: 43.2ms
960:	learn: 0.1563927	total: 1.04s	remaining: 42.1ms
961:	learn: 0.1563733	total: 1.04s	remaining: 41ms
962:	learn: 0.1561373	total: 1.04s	remaining: 40ms
963:	learn: 0.1558282	total: 1.04s	remaining: 38.9ms
964:	learn: 0.1557974	total: 1.04s	remaining: 37.8ms
965:	learn: 0.1557292	total: 1.04s	remaining: 36.7ms
966:	learn: 0.1555767	total: 1.04s	remaining: 35.7ms
967:	learn: 0.1552053	total: 1.04s	remaining: 34.6ms
968:	learn: 0.1550369	total: 1.05s	remaining: 33.5ms
969:	learn: 0.1548288	total: 1.05s	remaining: 32.4ms
970:	learn: 0.1545443	total: 1.05s	remaining: 31.3ms
971:	learn: 0.1545085	total: 1.05s	remaining: 30.2ms
972:	learn: 0.1544785	total: 1.05s	remaining: 29.2ms
973:	learn: 0.1543867	total: 1.05s	remaining: 28.1ms
974:	learn: 0.1543259	total: 1.05s	remaining: 27ms
975:	learn: 0.1542984	total: 1.05s	remaining: 25.9ms
976:	learn: 0.1542633	total: 1.05s	remaining: 24.9ms
977:	learn: 0.1539840	total: 1.06s	remaining: 23.8ms
978:	learn: 0.1537628	total: 1.06s	remaining: 22.7ms
979:	learn: 0.1535875	total: 1.06s	remaining: 21.6ms
980:	learn: 0.1535605	total: 1.06s	remaining: 20.5ms
981:	learn: 0.1535340	total: 1.06s	remaining: 19.4ms
982:	learn: 0.1533120	total: 1.06s	remaining: 18.4ms
983:	learn: 0.1529032	total: 1.06s	remaining: 17.3ms
984:	learn: 0.1527428	total: 1.06s	remaining: 16.2ms
985:	learn: 0.1525668	total: 1.06s	remaining: 15.1ms
986:	learn: 0.1523547	total: 1.07s	remaining: 14.1ms
987:	learn: 0.1523366	total: 1.07s	remaining: 13ms
988:	learn: 0.1521376	total: 1.07s	remaining: 11.9ms
989:	learn: 0.1519461	total: 1.07s	remaining: 10.8ms
990:	learn: 0.1519266	total: 1.07s	remaining: 9.72ms
991:	learn: 0.1518979	total: 1.07s	remaining: 8.64ms
992:	learn: 0.1517547	total: 1.07s	remaining: 7.56ms
993:	learn: 0.1514486	total: 1.07s	remaining: 6.48ms
994:	learn: 0.1513448	total: 1.07s	remaining: 5.4ms
995:	learn: 0.1511064	total: 1.07s	remaining: 4.32ms
996:	learn: 0.1509857	total: 1.08s	remaining: 3.24ms
997:	learn: 0.1507771	total: 1.08s	remaining: 2.16ms
998:	learn: 0.1506171	total: 1.08s	remaining: 1.08ms
999:	learn: 0.1502547	total: 1.08s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=9, depth=4, total=   1.7s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=4 ......................
0:	learn: 0.8822324	total: 4.11ms	remaining: 4.11s
1:	learn: 0.8702863	total: 7.72ms	remaining: 3.85s
2:	learn: 0.8564539	total: 11.4ms	remaining: 3.79s
3:	learn: 0.8464548	total: 16.9ms	remaining: 4.2s
4:	learn: 0.8340509	total: 20.3ms	remaining: 4.04s
5:	learn: 0.8240184	total: 23.8ms	remaining: 3.94s
6:	learn: 0.8142700	total: 29ms	remaining: 4.12s
7:	learn: 0.8043074	total: 32.2ms	remaining: 3.99s
8:	learn: 0.7927944	total: 35.6ms	remaining: 3.92s
9:	learn: 0.7813567	total: 38.4ms	remaining: 3.8s
10:	learn: 0.7701780	total: 41.1ms	remaining: 3.7s
11:	learn: 0.7602102	total: 43.3ms	remaining: 3.57s
12:	learn: 0.7513029	total: 45ms	remaining: 3.42s
13:	learn: 0.7427996	total: 46.7ms	remaining: 3.29s
14:	learn: 0.7334389	total: 48.3ms	remaining: 3.17s
15:	learn: 0.7253792	total: 49.7ms	remaining: 3.05s
16:	learn: 0.7163583	total: 51.1ms	remaining: 2.96s
17:	learn: 0.7082728	total: 52.5ms	remaining: 2.87s
18:	learn: 0.7015975	total: 54.1ms	remaining: 2.79s
19:	learn: 0.6939039	total: 55.7ms	remaining: 2.73s
20:	learn: 0.6861808	total: 57ms	remaining: 2.66s
21:	learn: 0.6785379	total: 58.2ms	remaining: 2.59s
22:	learn: 0.6711212	total: 59.3ms	remaining: 2.52s
23:	learn: 0.6634649	total: 60.5ms	remaining: 2.46s
24:	learn: 0.6584390	total: 61.6ms	remaining: 2.4s
25:	learn: 0.6509690	total: 62.7ms	remaining: 2.35s
26:	learn: 0.6440938	total: 63.7ms	remaining: 2.29s
27:	learn: 0.6374506	total: 64.8ms	remaining: 2.25s
28:	learn: 0.6314471	total: 65.9ms	remaining: 2.21s
29:	learn: 0.6255200	total: 67ms	remaining: 2.17s
30:	learn: 0.6195396	total: 68.6ms	remaining: 2.15s
31:	learn: 0.6134756	total: 69.7ms	remaining: 2.11s
32:	learn: 0.6079094	total: 70.8ms	remaining: 2.08s
33:	learn: 0.6018467	total: 71.9ms	remaining: 2.04s
34:	learn: 0.5960050	total: 72.9ms	remaining: 2.01s
35:	learn: 0.5917402	total: 73.8ms	remaining: 1.98s
36:	learn: 0.5857895	total: 74.9ms	remaining: 1.95s
37:	learn: 0.5814885	total: 75.9ms	remaining: 1.92s
38:	learn: 0.5761193	total: 77ms	remaining: 1.9s
39:	learn: 0.5705298	total: 78ms	remaining: 1.87s
40:	learn: 0.5658578	total: 78.9ms	remaining: 1.84s
41:	learn: 0.5612550	total: 79.9ms	remaining: 1.82s
42:	learn: 0.5566591	total: 81ms	remaining: 1.8s
43:	learn: 0.5527831	total: 81.9ms	remaining: 1.78s
44:	learn: 0.5490015	total: 82.9ms	remaining: 1.76s
45:	learn: 0.5450669	total: 84.1ms	remaining: 1.74s
46:	learn: 0.5409108	total: 85.1ms	remaining: 1.72s
47:	learn: 0.5371515	total: 86ms	remaining: 1.7s
48:	learn: 0.5334085	total: 86.8ms	remaining: 1.69s
49:	learn: 0.5296180	total: 87.8ms	remaining: 1.67s
50:	learn: 0.5261535	total: 88.7ms	remaining: 1.65s
51:	learn: 0.5232874	total: 89.6ms	remaining: 1.63s
52:	learn: 0.5196805	total: 90.5ms	remaining: 1.62s
53:	learn: 0.5162960	total: 91.5ms	remaining: 1.6s
54:	learn: 0.5127271	total: 92.4ms	remaining: 1.59s
55:	learn: 0.5102689	total: 93.3ms	remaining: 1.57s
56:	learn: 0.5071488	total: 94.4ms	remaining: 1.56s
57:	learn: 0.5040274	total: 95.6ms	remaining: 1.55s
58:	learn: 0.5002719	total: 96.9ms	remaining: 1.54s
59:	learn: 0.4974038	total: 98.1ms	remaining: 1.54s
60:	learn: 0.4943177	total: 99.2ms	remaining: 1.53s
61:	learn: 0.4916193	total: 100ms	remaining: 1.52s
62:	learn: 0.4890790	total: 101ms	remaining: 1.5s
63:	learn: 0.4861905	total: 102ms	remaining: 1.5s
64:	learn: 0.4840578	total: 103ms	remaining: 1.49s
65:	learn: 0.4809317	total: 104ms	remaining: 1.48s
66:	learn: 0.4778244	total: 106ms	remaining: 1.47s
67:	learn: 0.4757167	total: 107ms	remaining: 1.46s
68:	learn: 0.4739352	total: 108ms	remaining: 1.45s
69:	learn: 0.4715948	total: 109ms	remaining: 1.45s
70:	learn: 0.4693888	total: 110ms	remaining: 1.44s
71:	learn: 0.4667766	total: 111ms	remaining: 1.43s
72:	learn: 0.4646401	total: 112ms	remaining: 1.43s
73:	learn: 0.4622010	total: 113ms	remaining: 1.42s
74:	learn: 0.4600079	total: 114ms	remaining: 1.41s
75:	learn: 0.4579133	total: 115ms	remaining: 1.4s
76:	learn: 0.4555765	total: 116ms	remaining: 1.4s
77:	learn: 0.4529835	total: 118ms	remaining: 1.39s
78:	learn: 0.4510185	total: 119ms	remaining: 1.38s
79:	learn: 0.4485483	total: 120ms	remaining: 1.38s
80:	learn: 0.4470190	total: 121ms	remaining: 1.37s
81:	learn: 0.4451478	total: 122ms	remaining: 1.37s
82:	learn: 0.4434661	total: 123ms	remaining: 1.36s
83:	learn: 0.4419472	total: 124ms	remaining: 1.35s
84:	learn: 0.4400534	total: 125ms	remaining: 1.35s
85:	learn: 0.4378816	total: 126ms	remaining: 1.34s
86:	learn: 0.4361091	total: 127ms	remaining: 1.34s
87:	learn: 0.4346822	total: 128ms	remaining: 1.33s
88:	learn: 0.4331826	total: 129ms	remaining: 1.32s
89:	learn: 0.4313144	total: 130ms	remaining: 1.32s
90:	learn: 0.4296337	total: 131ms	remaining: 1.31s
91:	learn: 0.4282439	total: 133ms	remaining: 1.31s
92:	learn: 0.4272248	total: 134ms	remaining: 1.3s
93:	learn: 0.4258826	total: 135ms	remaining: 1.3s
94:	learn: 0.4242785	total: 136ms	remaining: 1.3s
95:	learn: 0.4231348	total: 137ms	remaining: 1.29s
96:	learn: 0.4215800	total: 140ms	remaining: 1.3s
97:	learn: 0.4203585	total: 141ms	remaining: 1.3s
98:	learn: 0.4191495	total: 142ms	remaining: 1.29s
99:	learn: 0.4179084	total: 143ms	remaining: 1.29s
100:	learn: 0.4163812	total: 144ms	remaining: 1.28s
101:	learn: 0.4149210	total: 145ms	remaining: 1.27s
102:	learn: 0.4138675	total: 146ms	remaining: 1.27s
103:	learn: 0.4123549	total: 147ms	remaining: 1.27s
104:	learn: 0.4110204	total: 148ms	remaining: 1.26s
105:	learn: 0.4098284	total: 149ms	remaining: 1.26s
106:	learn: 0.4087104	total: 150ms	remaining: 1.25s
107:	learn: 0.4084782	total: 151ms	remaining: 1.25s
108:	learn: 0.4075096	total: 152ms	remaining: 1.24s
109:	learn: 0.4071205	total: 153ms	remaining: 1.24s
110:	learn: 0.4061629	total: 154ms	remaining: 1.23s
111:	learn: 0.4046889	total: 155ms	remaining: 1.23s
112:	learn: 0.4039979	total: 156ms	remaining: 1.22s
113:	learn: 0.4037431	total: 157ms	remaining: 1.22s
114:	learn: 0.4027237	total: 158ms	remaining: 1.21s
115:	learn: 0.4019641	total: 159ms	remaining: 1.21s
116:	learn: 0.4009370	total: 160ms	remaining: 1.2s
117:	learn: 0.3996143	total: 161ms	remaining: 1.2s
118:	learn: 0.3987656	total: 162ms	remaining: 1.2s
119:	learn: 0.3985699	total: 163ms	remaining: 1.2s
120:	learn: 0.3980189	total: 164ms	remaining: 1.19s
121:	learn: 0.3976069	total: 165ms	remaining: 1.19s
122:	learn: 0.3966231	total: 166ms	remaining: 1.19s
123:	learn: 0.3955540	total: 167ms	remaining: 1.18s
124:	learn: 0.3953062	total: 168ms	remaining: 1.18s
125:	learn: 0.3950570	total: 169ms	remaining: 1.17s
126:	learn: 0.3938831	total: 170ms	remaining: 1.17s
127:	learn: 0.3926253	total: 171ms	remaining: 1.16s
128:	learn: 0.3920244	total: 172ms	remaining: 1.16s
129:	learn: 0.3914396	total: 173ms	remaining: 1.16s
130:	learn: 0.3908803	total: 174ms	remaining: 1.15s
131:	learn: 0.3899470	total: 175ms	remaining: 1.15s
132:	learn: 0.3890636	total: 177ms	remaining: 1.15s
133:	learn: 0.3886629	total: 178ms	remaining: 1.15s
134:	learn: 0.3884689	total: 178ms	remaining: 1.14s
135:	learn: 0.3882661	total: 179ms	remaining: 1.14s
136:	learn: 0.3878401	total: 180ms	remaining: 1.13s
137:	learn: 0.3876357	total: 181ms	remaining: 1.13s
138:	learn: 0.3874072	total: 182ms	remaining: 1.13s
139:	learn: 0.3872123	total: 183ms	remaining: 1.12s
140:	learn: 0.3866237	total: 184ms	remaining: 1.12s
141:	learn: 0.3858155	total: 185ms	remaining: 1.11s
142:	learn: 0.3849678	total: 186ms	remaining: 1.11s
143:	learn: 0.3840978	total: 187ms	remaining: 1.11s
144:	learn: 0.3833870	total: 188ms	remaining: 1.1s
145:	learn: 0.3832326	total: 188ms	remaining: 1.1s
146:	learn: 0.3824200	total: 189ms	remaining: 1.1s
147:	learn: 0.3822680	total: 190ms	remaining: 1.09s
148:	learn: 0.3820833	total: 191ms	remaining: 1.09s
149:	learn: 0.3817154	total: 192ms	remaining: 1.09s
150:	learn: 0.3806406	total: 193ms	remaining: 1.08s
151:	learn: 0.3800315	total: 194ms	remaining: 1.08s
152:	learn: 0.3798371	total: 195ms	remaining: 1.08s
153:	learn: 0.3796176	total: 196ms	remaining: 1.07s
154:	learn: 0.3794715	total: 196ms	remaining: 1.07s
155:	learn: 0.3793075	total: 197ms	remaining: 1.07s
156:	learn: 0.3787815	total: 198ms	remaining: 1.06s
157:	learn: 0.3785743	total: 199ms	remaining: 1.06s
158:	learn: 0.3783945	total: 200ms	remaining: 1.06s
159:	learn: 0.3782472	total: 201ms	remaining: 1.06s
160:	learn: 0.3780039	total: 202ms	remaining: 1.05s
161:	learn: 0.3778432	total: 203ms	remaining: 1.05s
162:	learn: 0.3776043	total: 205ms	remaining: 1.05s
163:	learn: 0.3774216	total: 206ms	remaining: 1.05s
164:	learn: 0.3772031	total: 207ms	remaining: 1.05s
165:	learn: 0.3770479	total: 208ms	remaining: 1.04s
166:	learn: 0.3768851	total: 209ms	remaining: 1.04s
167:	learn: 0.3763768	total: 210ms	remaining: 1.04s
168:	learn: 0.3757683	total: 211ms	remaining: 1.04s
169:	learn: 0.3756285	total: 212ms	remaining: 1.03s
170:	learn: 0.3752133	total: 213ms	remaining: 1.03s
171:	learn: 0.3750359	total: 214ms	remaining: 1.03s
172:	learn: 0.3748708	total: 215ms	remaining: 1.02s
173:	learn: 0.3747337	total: 215ms	remaining: 1.02s
174:	learn: 0.3745905	total: 216ms	remaining: 1.02s
175:	learn: 0.3744034	total: 217ms	remaining: 1.02s
176:	learn: 0.3738107	total: 218ms	remaining: 1.01s
177:	learn: 0.3736028	total: 219ms	remaining: 1.01s
178:	learn: 0.3734577	total: 220ms	remaining: 1.01s
179:	learn: 0.3732725	total: 221ms	remaining: 1.01s
180:	learn: 0.3731132	total: 222ms	remaining: 1.01s
181:	learn: 0.3729342	total: 223ms	remaining: 1s
182:	learn: 0.3727908	total: 224ms	remaining: 1s
183:	learn: 0.3726177	total: 225ms	remaining: 999ms
184:	learn: 0.3724340	total: 226ms	remaining: 997ms
185:	learn: 0.3722925	total: 227ms	remaining: 995ms
186:	learn: 0.3714982	total: 228ms	remaining: 992ms
187:	learn: 0.3713451	total: 229ms	remaining: 990ms
188:	learn: 0.3711699	total: 230ms	remaining: 987ms
189:	learn: 0.3710511	total: 231ms	remaining: 983ms
190:	learn: 0.3708870	total: 232ms	remaining: 981ms
191:	learn: 0.3707621	total: 233ms	remaining: 981ms
192:	learn: 0.3705576	total: 234ms	remaining: 979ms
193:	learn: 0.3703381	total: 235ms	remaining: 977ms
194:	learn: 0.3701771	total: 236ms	remaining: 975ms
195:	learn: 0.3698622	total: 237ms	remaining: 973ms
196:	learn: 0.3696840	total: 238ms	remaining: 971ms
197:	learn: 0.3695086	total: 239ms	remaining: 968ms
198:	learn: 0.3693435	total: 240ms	remaining: 966ms
199:	learn: 0.3691921	total: 241ms	remaining: 964ms
200:	learn: 0.3690387	total: 242ms	remaining: 962ms
201:	learn: 0.3688845	total: 243ms	remaining: 960ms
202:	learn: 0.3687639	total: 244ms	remaining: 958ms
203:	learn: 0.3686400	total: 245ms	remaining: 956ms
204:	learn: 0.3680936	total: 246ms	remaining: 953ms
205:	learn: 0.3679620	total: 247ms	remaining: 951ms
206:	learn: 0.3678052	total: 248ms	remaining: 950ms
207:	learn: 0.3676557	total: 249ms	remaining: 948ms
208:	learn: 0.3674831	total: 250ms	remaining: 946ms
209:	learn: 0.3673091	total: 251ms	remaining: 945ms
210:	learn: 0.3671827	total: 253ms	remaining: 944ms
211:	learn: 0.3669841	total: 254ms	remaining: 944ms
212:	learn: 0.3668010	total: 255ms	remaining: 942ms
213:	learn: 0.3666596	total: 256ms	remaining: 941ms
214:	learn: 0.3665097	total: 257ms	remaining: 939ms
215:	learn: 0.3663731	total: 258ms	remaining: 937ms
216:	learn: 0.3662292	total: 259ms	remaining: 936ms
217:	learn: 0.3660747	total: 261ms	remaining: 937ms
218:	learn: 0.3659332	total: 262ms	remaining: 935ms
219:	learn: 0.3655851	total: 263ms	remaining: 933ms
220:	learn: 0.3654390	total: 264ms	remaining: 931ms
221:	learn: 0.3653005	total: 265ms	remaining: 930ms
222:	learn: 0.3651570	total: 266ms	remaining: 928ms
223:	learn: 0.3649723	total: 267ms	remaining: 926ms
224:	learn: 0.3647454	total: 268ms	remaining: 924ms
225:	learn: 0.3646048	total: 269ms	remaining: 923ms
226:	learn: 0.3643192	total: 270ms	remaining: 921ms
227:	learn: 0.3641849	total: 271ms	remaining: 919ms
228:	learn: 0.3640374	total: 272ms	remaining: 917ms
229:	learn: 0.3637457	total: 274ms	remaining: 917ms
230:	learn: 0.3631213	total: 275ms	remaining: 916ms
231:	learn: 0.3629820	total: 276ms	remaining: 915ms
232:	learn: 0.3628311	total: 277ms	remaining: 913ms
233:	learn: 0.3626920	total: 278ms	remaining: 912ms
234:	learn: 0.3621119	total: 279ms	remaining: 910ms
235:	learn: 0.3619733	total: 281ms	remaining: 908ms
236:	learn: 0.3618396	total: 282ms	remaining: 906ms
237:	learn: 0.3615329	total: 283ms	remaining: 905ms
238:	learn: 0.3613989	total: 284ms	remaining: 903ms
239:	learn: 0.3612526	total: 285ms	remaining: 902ms
240:	learn: 0.3611232	total: 286ms	remaining: 900ms
241:	learn: 0.3609925	total: 287ms	remaining: 900ms
242:	learn: 0.3608633	total: 288ms	remaining: 898ms
243:	learn: 0.3607301	total: 289ms	remaining: 897ms
244:	learn: 0.3604297	total: 290ms	remaining: 895ms
245:	learn: 0.3602986	total: 291ms	remaining: 893ms
246:	learn: 0.3601300	total: 292ms	remaining: 891ms
247:	learn: 0.3598603	total: 294ms	remaining: 890ms
248:	learn: 0.3593169	total: 295ms	remaining: 889ms
249:	learn: 0.3591730	total: 296ms	remaining: 887ms
250:	learn: 0.3590128	total: 297ms	remaining: 885ms
251:	learn: 0.3588884	total: 298ms	remaining: 884ms
252:	learn: 0.3584948	total: 299ms	remaining: 884ms
253:	learn: 0.3582047	total: 301ms	remaining: 884ms
254:	learn: 0.3580746	total: 302ms	remaining: 882ms
255:	learn: 0.3579258	total: 303ms	remaining: 880ms
256:	learn: 0.3576702	total: 304ms	remaining: 879ms
257:	learn: 0.3574186	total: 305ms	remaining: 877ms
258:	learn: 0.3572893	total: 306ms	remaining: 875ms
259:	learn: 0.3566046	total: 308ms	remaining: 876ms
260:	learn: 0.3559946	total: 310ms	remaining: 877ms
261:	learn: 0.3551014	total: 311ms	remaining: 876ms
262:	learn: 0.3548199	total: 312ms	remaining: 874ms
263:	learn: 0.3546861	total: 314ms	remaining: 875ms
264:	learn: 0.3545517	total: 315ms	remaining: 874ms
265:	learn: 0.3537052	total: 316ms	remaining: 872ms
266:	learn: 0.3528699	total: 317ms	remaining: 870ms
267:	learn: 0.3527159	total: 318ms	remaining: 868ms
268:	learn: 0.3522198	total: 319ms	remaining: 866ms
269:	learn: 0.3519742	total: 320ms	remaining: 864ms
270:	learn: 0.3517354	total: 321ms	remaining: 862ms
271:	learn: 0.3512534	total: 321ms	remaining: 860ms
272:	learn: 0.3511364	total: 322ms	remaining: 859ms
273:	learn: 0.3508972	total: 323ms	remaining: 857ms
274:	learn: 0.3507811	total: 324ms	remaining: 855ms
275:	learn: 0.3506538	total: 325ms	remaining: 853ms
276:	learn: 0.3501804	total: 326ms	remaining: 852ms
277:	learn: 0.3492915	total: 328ms	remaining: 852ms
278:	learn: 0.3490338	total: 329ms	remaining: 850ms
279:	learn: 0.3488264	total: 330ms	remaining: 849ms
280:	learn: 0.3485728	total: 331ms	remaining: 847ms
281:	learn: 0.3483217	total: 332ms	remaining: 845ms
282:	learn: 0.3480715	total: 333ms	remaining: 843ms
283:	learn: 0.3478468	total: 334ms	remaining: 842ms
284:	learn: 0.3476019	total: 335ms	remaining: 840ms
285:	learn: 0.3473592	total: 336ms	remaining: 838ms
286:	learn: 0.3471187	total: 337ms	remaining: 837ms
287:	learn: 0.3463904	total: 338ms	remaining: 835ms
288:	learn: 0.3457999	total: 339ms	remaining: 833ms
289:	learn: 0.3448887	total: 340ms	remaining: 832ms
290:	learn: 0.3446714	total: 341ms	remaining: 830ms
291:	learn: 0.3444565	total: 342ms	remaining: 830ms
292:	learn: 0.3442227	total: 343ms	remaining: 828ms
293:	learn: 0.3441105	total: 344ms	remaining: 827ms
294:	learn: 0.3435877	total: 345ms	remaining: 825ms
295:	learn: 0.3434764	total: 346ms	remaining: 823ms
296:	learn: 0.3426998	total: 347ms	remaining: 822ms
297:	learn: 0.3425895	total: 348ms	remaining: 820ms
298:	learn: 0.3423594	total: 349ms	remaining: 818ms
299:	learn: 0.3421317	total: 350ms	remaining: 817ms
300:	learn: 0.3420226	total: 351ms	remaining: 815ms
301:	learn: 0.3415965	total: 352ms	remaining: 813ms
302:	learn: 0.3414884	total: 353ms	remaining: 811ms
303:	learn: 0.3409692	total: 354ms	remaining: 810ms
304:	learn: 0.3408618	total: 355ms	remaining: 808ms
305:	learn: 0.3405319	total: 356ms	remaining: 807ms
306:	learn: 0.3396586	total: 357ms	remaining: 805ms
307:	learn: 0.3395524	total: 358ms	remaining: 803ms
308:	learn: 0.3388437	total: 359ms	remaining: 802ms
309:	learn: 0.3384376	total: 360ms	remaining: 800ms
310:	learn: 0.3383318	total: 361ms	remaining: 799ms
311:	learn: 0.3381169	total: 362ms	remaining: 797ms
312:	learn: 0.3379184	total: 363ms	remaining: 798ms
313:	learn: 0.3368344	total: 365ms	remaining: 797ms
314:	learn: 0.3367255	total: 366ms	remaining: 796ms
315:	learn: 0.3360497	total: 367ms	remaining: 795ms
316:	learn: 0.3359431	total: 370ms	remaining: 798ms
317:	learn: 0.3354130	total: 372ms	remaining: 798ms
318:	learn: 0.3353134	total: 373ms	remaining: 797ms
319:	learn: 0.3346768	total: 375ms	remaining: 797ms
320:	learn: 0.3344698	total: 376ms	remaining: 795ms
321:	learn: 0.3336939	total: 377ms	remaining: 794ms
322:	learn: 0.3335010	total: 378ms	remaining: 793ms
323:	learn: 0.3334009	total: 379ms	remaining: 792ms
324:	learn: 0.3333036	total: 380ms	remaining: 790ms
325:	learn: 0.3331997	total: 381ms	remaining: 788ms
326:	learn: 0.3329981	total: 383ms	remaining: 789ms
327:	learn: 0.3328991	total: 385ms	remaining: 788ms
328:	learn: 0.3328007	total: 386ms	remaining: 787ms
329:	learn: 0.3319214	total: 387ms	remaining: 785ms
330:	learn: 0.3314041	total: 388ms	remaining: 784ms
331:	learn: 0.3309380	total: 389ms	remaining: 783ms
332:	learn: 0.3307390	total: 391ms	remaining: 782ms
333:	learn: 0.3303710	total: 392ms	remaining: 781ms
334:	learn: 0.3302706	total: 393ms	remaining: 779ms
335:	learn: 0.3296045	total: 394ms	remaining: 778ms
336:	learn: 0.3294607	total: 395ms	remaining: 776ms
337:	learn: 0.3292746	total: 396ms	remaining: 776ms
338:	learn: 0.3291785	total: 397ms	remaining: 774ms
339:	learn: 0.3282335	total: 398ms	remaining: 772ms
340:	learn: 0.3280501	total: 399ms	remaining: 771ms
341:	learn: 0.3279070	total: 400ms	remaining: 769ms
342:	learn: 0.3278125	total: 401ms	remaining: 767ms
343:	learn: 0.3272468	total: 402ms	remaining: 766ms
344:	learn: 0.3263968	total: 403ms	remaining: 765ms
345:	learn: 0.3262182	total: 404ms	remaining: 764ms
346:	learn: 0.3258550	total: 405ms	remaining: 762ms
347:	learn: 0.3252875	total: 406ms	remaining: 761ms
348:	learn: 0.3244401	total: 407ms	remaining: 760ms
349:	learn: 0.3239814	total: 409ms	remaining: 759ms
350:	learn: 0.3238030	total: 410ms	remaining: 758ms
351:	learn: 0.3236257	total: 411ms	remaining: 757ms
352:	learn: 0.3231625	total: 412ms	remaining: 756ms
353:	learn: 0.3230729	total: 413ms	remaining: 754ms
354:	learn: 0.3228993	total: 415ms	remaining: 754ms
355:	learn: 0.3227281	total: 416ms	remaining: 753ms
356:	learn: 0.3219592	total: 418ms	remaining: 752ms
357:	learn: 0.3214399	total: 419ms	remaining: 751ms
358:	learn: 0.3205668	total: 420ms	remaining: 750ms
359:	learn: 0.3204777	total: 421ms	remaining: 748ms
360:	learn: 0.3199768	total: 422ms	remaining: 747ms
361:	learn: 0.3195574	total: 423ms	remaining: 746ms
362:	learn: 0.3191267	total: 424ms	remaining: 745ms
363:	learn: 0.3184687	total: 426ms	remaining: 744ms
364:	learn: 0.3183344	total: 427ms	remaining: 743ms
365:	learn: 0.3182471	total: 428ms	remaining: 742ms
366:	learn: 0.3178268	total: 430ms	remaining: 741ms
367:	learn: 0.3176492	total: 431ms	remaining: 741ms
368:	learn: 0.3175629	total: 433ms	remaining: 741ms
369:	learn: 0.3171065	total: 435ms	remaining: 741ms
370:	learn: 0.3170178	total: 436ms	remaining: 740ms
371:	learn: 0.3169327	total: 438ms	remaining: 739ms
372:	learn: 0.3164935	total: 439ms	remaining: 738ms
373:	learn: 0.3164060	total: 441ms	remaining: 738ms
374:	learn: 0.3159699	total: 442ms	remaining: 737ms
375:	learn: 0.3155877	total: 444ms	remaining: 736ms
376:	learn: 0.3152782	total: 446ms	remaining: 736ms
377:	learn: 0.3147764	total: 448ms	remaining: 738ms
378:	learn: 0.3138154	total: 450ms	remaining: 737ms
379:	learn: 0.3134839	total: 452ms	remaining: 738ms
380:	learn: 0.3131818	total: 455ms	remaining: 739ms
381:	learn: 0.3130993	total: 456ms	remaining: 737ms
382:	learn: 0.3130172	total: 457ms	remaining: 736ms
383:	learn: 0.3129379	total: 458ms	remaining: 735ms
384:	learn: 0.3128547	total: 459ms	remaining: 734ms
385:	learn: 0.3127739	total: 462ms	remaining: 735ms
386:	learn: 0.3126935	total: 463ms	remaining: 734ms
387:	learn: 0.3126141	total: 464ms	remaining: 732ms
388:	learn: 0.3122514	total: 465ms	remaining: 731ms
389:	learn: 0.3116918	total: 466ms	remaining: 729ms
390:	learn: 0.3109178	total: 467ms	remaining: 728ms
391:	learn: 0.3108366	total: 468ms	remaining: 726ms
392:	learn: 0.3105239	total: 469ms	remaining: 725ms
393:	learn: 0.3099769	total: 470ms	remaining: 723ms
394:	learn: 0.3098604	total: 471ms	remaining: 722ms
395:	learn: 0.3097803	total: 472ms	remaining: 720ms
396:	learn: 0.3097023	total: 473ms	remaining: 719ms
397:	learn: 0.3096248	total: 475ms	remaining: 718ms
398:	learn: 0.3094750	total: 476ms	remaining: 717ms
399:	learn: 0.3086346	total: 477ms	remaining: 715ms
400:	learn: 0.3083196	total: 478ms	remaining: 714ms
401:	learn: 0.3082412	total: 479ms	remaining: 712ms
402:	learn: 0.3076398	total: 480ms	remaining: 711ms
403:	learn: 0.3075623	total: 481ms	remaining: 709ms
404:	learn: 0.3074853	total: 482ms	remaining: 708ms
405:	learn: 0.3074122	total: 483ms	remaining: 707ms
406:	learn: 0.3073379	total: 484ms	remaining: 705ms
407:	learn: 0.3068021	total: 485ms	remaining: 704ms
408:	learn: 0.3067288	total: 487ms	remaining: 703ms
409:	learn: 0.3060512	total: 488ms	remaining: 702ms
410:	learn: 0.3055852	total: 489ms	remaining: 701ms
411:	learn: 0.3050639	total: 490ms	remaining: 699ms
412:	learn: 0.3049909	total: 491ms	remaining: 698ms
413:	learn: 0.3049184	total: 492ms	remaining: 697ms
414:	learn: 0.3042083	total: 493ms	remaining: 695ms
415:	learn: 0.3041380	total: 494ms	remaining: 694ms
416:	learn: 0.3038389	total: 495ms	remaining: 692ms
417:	learn: 0.3037658	total: 496ms	remaining: 691ms
418:	learn: 0.3036968	total: 497ms	remaining: 690ms
419:	learn: 0.3030657	total: 498ms	remaining: 688ms
420:	learn: 0.3023748	total: 500ms	remaining: 688ms
421:	learn: 0.3023034	total: 501ms	remaining: 686ms
422:	learn: 0.3022342	total: 502ms	remaining: 685ms
423:	learn: 0.3021656	total: 503ms	remaining: 684ms
424:	learn: 0.3015177	total: 504ms	remaining: 682ms
425:	learn: 0.3014492	total: 505ms	remaining: 681ms
426:	learn: 0.3013517	total: 506ms	remaining: 679ms
427:	learn: 0.3012826	total: 507ms	remaining: 678ms
428:	learn: 0.3012152	total: 508ms	remaining: 677ms
429:	learn: 0.3007066	total: 509ms	remaining: 675ms
430:	learn: 0.3004156	total: 510ms	remaining: 674ms
431:	learn: 0.3003491	total: 512ms	remaining: 673ms
432:	learn: 0.3002854	total: 514ms	remaining: 673ms
433:	learn: 0.2999922	total: 515ms	remaining: 672ms
434:	learn: 0.2999023	total: 516ms	remaining: 671ms
435:	learn: 0.2998371	total: 518ms	remaining: 670ms
436:	learn: 0.2997737	total: 519ms	remaining: 668ms
437:	learn: 0.2997091	total: 520ms	remaining: 667ms
438:	learn: 0.2996450	total: 521ms	remaining: 666ms
439:	learn: 0.2990003	total: 522ms	remaining: 664ms
440:	learn: 0.2987200	total: 523ms	remaining: 663ms
441:	learn: 0.2985705	total: 524ms	remaining: 661ms
442:	learn: 0.2983025	total: 526ms	remaining: 661ms
443:	learn: 0.2979567	total: 527ms	remaining: 660ms
444:	learn: 0.2978939	total: 528ms	remaining: 659ms
445:	learn: 0.2973090	total: 529ms	remaining: 657ms
446:	learn: 0.2972469	total: 530ms	remaining: 656ms
447:	learn: 0.2965847	total: 531ms	remaining: 654ms
448:	learn: 0.2957220	total: 532ms	remaining: 653ms
449:	learn: 0.2948947	total: 533ms	remaining: 651ms
450:	learn: 0.2946662	total: 534ms	remaining: 650ms
451:	learn: 0.2946060	total: 535ms	remaining: 648ms
452:	learn: 0.2945444	total: 536ms	remaining: 647ms
453:	learn: 0.2944832	total: 537ms	remaining: 645ms
454:	learn: 0.2940509	total: 538ms	remaining: 644ms
455:	learn: 0.2932298	total: 539ms	remaining: 642ms
456:	learn: 0.2922963	total: 540ms	remaining: 642ms
457:	learn: 0.2918584	total: 541ms	remaining: 640ms
458:	learn: 0.2917403	total: 542ms	remaining: 639ms
459:	learn: 0.2916816	total: 543ms	remaining: 637ms
460:	learn: 0.2916252	total: 544ms	remaining: 636ms
461:	learn: 0.2911815	total: 545ms	remaining: 634ms
462:	learn: 0.2911199	total: 546ms	remaining: 633ms
463:	learn: 0.2910603	total: 547ms	remaining: 631ms
464:	learn: 0.2909994	total: 548ms	remaining: 630ms
465:	learn: 0.2909389	total: 548ms	remaining: 628ms
466:	learn: 0.2908803	total: 549ms	remaining: 627ms
467:	learn: 0.2906898	total: 550ms	remaining: 625ms
468:	learn: 0.2904156	total: 552ms	remaining: 625ms
469:	learn: 0.2901232	total: 554ms	remaining: 624ms
470:	learn: 0.2894834	total: 556ms	remaining: 624ms
471:	learn: 0.2892493	total: 557ms	remaining: 623ms
472:	learn: 0.2891923	total: 558ms	remaining: 622ms
473:	learn: 0.2889461	total: 559ms	remaining: 621ms
474:	learn: 0.2885593	total: 560ms	remaining: 619ms
475:	learn: 0.2885066	total: 562ms	remaining: 618ms
476:	learn: 0.2884544	total: 563ms	remaining: 617ms
477:	learn: 0.2881966	total: 564ms	remaining: 616ms
478:	learn: 0.2881392	total: 565ms	remaining: 615ms
479:	learn: 0.2878407	total: 566ms	remaining: 613ms
480:	learn: 0.2874383	total: 568ms	remaining: 613ms
481:	learn: 0.2864983	total: 570ms	remaining: 612ms
482:	learn: 0.2864417	total: 571ms	remaining: 611ms
483:	learn: 0.2862007	total: 572ms	remaining: 610ms
484:	learn: 0.2861463	total: 573ms	remaining: 609ms
485:	learn: 0.2860922	total: 574ms	remaining: 607ms
486:	learn: 0.2857150	total: 575ms	remaining: 606ms
487:	learn: 0.2856614	total: 576ms	remaining: 605ms
488:	learn: 0.2850612	total: 577ms	remaining: 603ms
489:	learn: 0.2842500	total: 578ms	remaining: 602ms
490:	learn: 0.2840566	total: 579ms	remaining: 601ms
491:	learn: 0.2838387	total: 581ms	remaining: 600ms
492:	learn: 0.2833469	total: 582ms	remaining: 599ms
493:	learn: 0.2832974	total: 583ms	remaining: 597ms
494:	learn: 0.2831130	total: 584ms	remaining: 596ms
495:	learn: 0.2830640	total: 585ms	remaining: 595ms
496:	learn: 0.2827470	total: 586ms	remaining: 593ms
497:	learn: 0.2821213	total: 587ms	remaining: 592ms
498:	learn: 0.2820689	total: 588ms	remaining: 591ms
499:	learn: 0.2820150	total: 589ms	remaining: 589ms
500:	learn: 0.2812832	total: 590ms	remaining: 588ms
501:	learn: 0.2808986	total: 591ms	remaining: 587ms
502:	learn: 0.2807444	total: 592ms	remaining: 585ms
503:	learn: 0.2802649	total: 594ms	remaining: 584ms
504:	learn: 0.2795295	total: 595ms	remaining: 583ms
505:	learn: 0.2789707	total: 596ms	remaining: 582ms
506:	learn: 0.2789190	total: 597ms	remaining: 580ms
507:	learn: 0.2782735	total: 598ms	remaining: 579ms
508:	learn: 0.2775961	total: 599ms	remaining: 578ms
509:	learn: 0.2773299	total: 600ms	remaining: 576ms
510:	learn: 0.2772825	total: 601ms	remaining: 575ms
511:	learn: 0.2767722	total: 602ms	remaining: 574ms
512:	learn: 0.2760445	total: 604ms	remaining: 573ms
513:	learn: 0.2759931	total: 605ms	remaining: 572ms
514:	learn: 0.2759420	total: 607ms	remaining: 571ms
515:	learn: 0.2758912	total: 608ms	remaining: 570ms
516:	learn: 0.2752353	total: 609ms	remaining: 569ms
517:	learn: 0.2751846	total: 610ms	remaining: 567ms
518:	learn: 0.2745413	total: 611ms	remaining: 566ms
519:	learn: 0.2744950	total: 612ms	remaining: 565ms
520:	learn: 0.2742875	total: 613ms	remaining: 564ms
521:	learn: 0.2740286	total: 614ms	remaining: 562ms
522:	learn: 0.2735774	total: 615ms	remaining: 561ms
523:	learn: 0.2733973	total: 616ms	remaining: 560ms
524:	learn: 0.2725400	total: 618ms	remaining: 560ms
525:	learn: 0.2720299	total: 620ms	remaining: 558ms
526:	learn: 0.2719800	total: 621ms	remaining: 557ms
527:	learn: 0.2714147	total: 622ms	remaining: 556ms
528:	learn: 0.2713666	total: 623ms	remaining: 555ms
529:	learn: 0.2711804	total: 625ms	remaining: 554ms
530:	learn: 0.2706816	total: 626ms	remaining: 553ms
531:	learn: 0.2702807	total: 627ms	remaining: 552ms
532:	learn: 0.2700889	total: 629ms	remaining: 551ms
533:	learn: 0.2697514	total: 630ms	remaining: 550ms
534:	learn: 0.2695204	total: 632ms	remaining: 549ms
535:	learn: 0.2692205	total: 633ms	remaining: 548ms
536:	learn: 0.2691765	total: 634ms	remaining: 546ms
537:	learn: 0.2684105	total: 635ms	remaining: 545ms
538:	learn: 0.2681614	total: 636ms	remaining: 544ms
539:	learn: 0.2676992	total: 636ms	remaining: 542ms
540:	learn: 0.2671623	total: 637ms	remaining: 541ms
541:	learn: 0.2669164	total: 638ms	remaining: 539ms
542:	learn: 0.2664898	total: 639ms	remaining: 538ms
543:	learn: 0.2661126	total: 640ms	remaining: 537ms
544:	learn: 0.2657843	total: 641ms	remaining: 535ms
545:	learn: 0.2654495	total: 642ms	remaining: 534ms
546:	learn: 0.2651195	total: 643ms	remaining: 533ms
547:	learn: 0.2650722	total: 645ms	remaining: 532ms
548:	learn: 0.2648327	total: 646ms	remaining: 530ms
549:	learn: 0.2647859	total: 646ms	remaining: 529ms
550:	learn: 0.2644523	total: 647ms	remaining: 528ms
551:	learn: 0.2640441	total: 648ms	remaining: 526ms
552:	learn: 0.2633975	total: 649ms	remaining: 525ms
553:	learn: 0.2627511	total: 650ms	remaining: 523ms
554:	learn: 0.2620899	total: 651ms	remaining: 522ms
555:	learn: 0.2616501	total: 652ms	remaining: 521ms
556:	learn: 0.2614977	total: 653ms	remaining: 519ms
557:	learn: 0.2611766	total: 654ms	remaining: 518ms
558:	learn: 0.2608656	total: 655ms	remaining: 517ms
559:	learn: 0.2606808	total: 656ms	remaining: 515ms
560:	learn: 0.2604062	total: 657ms	remaining: 514ms
561:	learn: 0.2601565	total: 659ms	remaining: 513ms
562:	learn: 0.2596276	total: 659ms	remaining: 512ms
563:	learn: 0.2590992	total: 660ms	remaining: 510ms
564:	learn: 0.2588006	total: 661ms	remaining: 509ms
565:	learn: 0.2585116	total: 662ms	remaining: 508ms
566:	learn: 0.2584663	total: 663ms	remaining: 506ms
567:	learn: 0.2582397	total: 664ms	remaining: 505ms
568:	learn: 0.2578363	total: 665ms	remaining: 504ms
569:	learn: 0.2577959	total: 666ms	remaining: 503ms
570:	learn: 0.2572164	total: 667ms	remaining: 501ms
571:	learn: 0.2569255	total: 668ms	remaining: 500ms
572:	learn: 0.2567501	total: 669ms	remaining: 499ms
573:	learn: 0.2564655	total: 670ms	remaining: 497ms
574:	learn: 0.2564216	total: 672ms	remaining: 496ms
575:	learn: 0.2560922	total: 673ms	remaining: 495ms
576:	learn: 0.2555877	total: 674ms	remaining: 494ms
577:	learn: 0.2555423	total: 675ms	remaining: 493ms
578:	learn: 0.2549092	total: 676ms	remaining: 491ms
579:	learn: 0.2548641	total: 677ms	remaining: 490ms
580:	learn: 0.2545871	total: 678ms	remaining: 489ms
581:	learn: 0.2541323	total: 679ms	remaining: 487ms
582:	learn: 0.2538893	total: 680ms	remaining: 486ms
583:	learn: 0.2538446	total: 681ms	remaining: 485ms
584:	learn: 0.2534594	total: 682ms	remaining: 484ms
585:	learn: 0.2534211	total: 684ms	remaining: 483ms
586:	learn: 0.2532836	total: 685ms	remaining: 482ms
587:	learn: 0.2530130	total: 687ms	remaining: 481ms
588:	learn: 0.2526951	total: 688ms	remaining: 480ms
589:	learn: 0.2523949	total: 689ms	remaining: 479ms
590:	learn: 0.2516750	total: 690ms	remaining: 477ms
591:	learn: 0.2513650	total: 691ms	remaining: 476ms
592:	learn: 0.2508376	total: 692ms	remaining: 475ms
593:	learn: 0.2505463	total: 693ms	remaining: 474ms
594:	learn: 0.2502593	total: 695ms	remaining: 473ms
595:	learn: 0.2497708	total: 696ms	remaining: 472ms
596:	learn: 0.2493745	total: 698ms	remaining: 471ms
597:	learn: 0.2489212	total: 700ms	remaining: 470ms
598:	learn: 0.2486498	total: 701ms	remaining: 469ms
599:	learn: 0.2481771	total: 702ms	remaining: 468ms
600:	learn: 0.2477368	total: 704ms	remaining: 467ms
601:	learn: 0.2473184	total: 705ms	remaining: 466ms
602:	learn: 0.2469572	total: 706ms	remaining: 465ms
603:	learn: 0.2466993	total: 708ms	remaining: 464ms
604:	learn: 0.2462401	total: 709ms	remaining: 463ms
605:	learn: 0.2456511	total: 710ms	remaining: 462ms
606:	learn: 0.2455261	total: 712ms	remaining: 461ms
607:	learn: 0.2454845	total: 713ms	remaining: 460ms
608:	learn: 0.2452074	total: 714ms	remaining: 459ms
609:	learn: 0.2449492	total: 716ms	remaining: 458ms
610:	learn: 0.2449119	total: 717ms	remaining: 457ms
611:	learn: 0.2444359	total: 718ms	remaining: 456ms
612:	learn: 0.2441887	total: 720ms	remaining: 454ms
613:	learn: 0.2438802	total: 721ms	remaining: 453ms
614:	learn: 0.2438393	total: 723ms	remaining: 453ms
615:	learn: 0.2435658	total: 725ms	remaining: 452ms
616:	learn: 0.2432193	total: 726ms	remaining: 451ms
617:	learn: 0.2431785	total: 727ms	remaining: 449ms
618:	learn: 0.2427969	total: 728ms	remaining: 448ms
619:	learn: 0.2425308	total: 730ms	remaining: 447ms
620:	learn: 0.2424901	total: 731ms	remaining: 446ms
621:	learn: 0.2422333	total: 732ms	remaining: 445ms
622:	learn: 0.2417926	total: 733ms	remaining: 444ms
623:	learn: 0.2411796	total: 734ms	remaining: 442ms
624:	learn: 0.2410495	total: 736ms	remaining: 442ms
625:	learn: 0.2406894	total: 738ms	remaining: 441ms
626:	learn: 0.2405171	total: 739ms	remaining: 440ms
627:	learn: 0.2402129	total: 741ms	remaining: 439ms
628:	learn: 0.2399654	total: 742ms	remaining: 438ms
629:	learn: 0.2398526	total: 743ms	remaining: 436ms
630:	learn: 0.2390967	total: 744ms	remaining: 435ms
631:	learn: 0.2388283	total: 746ms	remaining: 434ms
632:	learn: 0.2382473	total: 747ms	remaining: 433ms
633:	learn: 0.2380058	total: 750ms	remaining: 433ms
634:	learn: 0.2377517	total: 751ms	remaining: 432ms
635:	learn: 0.2375062	total: 752ms	remaining: 431ms
636:	learn: 0.2374662	total: 753ms	remaining: 429ms
637:	learn: 0.2372507	total: 754ms	remaining: 428ms
638:	learn: 0.2366991	total: 755ms	remaining: 427ms
639:	learn: 0.2365258	total: 757ms	remaining: 426ms
640:	learn: 0.2359229	total: 758ms	remaining: 424ms
641:	learn: 0.2353272	total: 759ms	remaining: 423ms
642:	learn: 0.2350221	total: 760ms	remaining: 422ms
643:	learn: 0.2349826	total: 762ms	remaining: 421ms
644:	learn: 0.2341029	total: 763ms	remaining: 420ms
645:	learn: 0.2337984	total: 765ms	remaining: 419ms
646:	learn: 0.2332639	total: 766ms	remaining: 418ms
647:	learn: 0.2330081	total: 767ms	remaining: 417ms
648:	learn: 0.2327786	total: 768ms	remaining: 415ms
649:	learn: 0.2322382	total: 769ms	remaining: 414ms
650:	learn: 0.2322030	total: 771ms	remaining: 413ms
651:	learn: 0.2316090	total: 772ms	remaining: 412ms
652:	learn: 0.2315703	total: 774ms	remaining: 411ms
653:	learn: 0.2310792	total: 775ms	remaining: 410ms
654:	learn: 0.2308365	total: 776ms	remaining: 409ms
655:	learn: 0.2306147	total: 778ms	remaining: 408ms
656:	learn: 0.2304968	total: 779ms	remaining: 407ms
657:	learn: 0.2302752	total: 780ms	remaining: 406ms
658:	learn: 0.2297099	total: 782ms	remaining: 405ms
659:	learn: 0.2295504	total: 783ms	remaining: 404ms
660:	learn: 0.2293221	total: 785ms	remaining: 402ms
661:	learn: 0.2289950	total: 786ms	remaining: 401ms
662:	learn: 0.2282929	total: 788ms	remaining: 401ms
663:	learn: 0.2277934	total: 790ms	remaining: 400ms
664:	learn: 0.2276748	total: 791ms	remaining: 399ms
665:	learn: 0.2268929	total: 793ms	remaining: 397ms
666:	learn: 0.2263589	total: 794ms	remaining: 396ms
667:	learn: 0.2261229	total: 795ms	remaining: 395ms
668:	learn: 0.2256248	total: 797ms	remaining: 394ms
669:	learn: 0.2254105	total: 798ms	remaining: 393ms
670:	learn: 0.2251430	total: 799ms	remaining: 392ms
671:	learn: 0.2249239	total: 801ms	remaining: 391ms
672:	learn: 0.2246094	total: 803ms	remaining: 390ms
673:	learn: 0.2241385	total: 804ms	remaining: 389ms
674:	learn: 0.2237268	total: 805ms	remaining: 388ms
675:	learn: 0.2236888	total: 807ms	remaining: 387ms
676:	learn: 0.2233107	total: 808ms	remaining: 386ms
677:	learn: 0.2229464	total: 809ms	remaining: 384ms
678:	learn: 0.2229086	total: 811ms	remaining: 383ms
679:	learn: 0.2226321	total: 812ms	remaining: 382ms
680:	learn: 0.2224609	total: 814ms	remaining: 381ms
681:	learn: 0.2216736	total: 815ms	remaining: 380ms
682:	learn: 0.2216403	total: 816ms	remaining: 379ms
683:	learn: 0.2214303	total: 817ms	remaining: 378ms
684:	learn: 0.2212713	total: 819ms	remaining: 376ms
685:	learn: 0.2210014	total: 820ms	remaining: 375ms
686:	learn: 0.2205220	total: 821ms	remaining: 374ms
687:	learn: 0.2203495	total: 823ms	remaining: 373ms
688:	learn: 0.2201439	total: 824ms	remaining: 372ms
689:	learn: 0.2200330	total: 825ms	remaining: 371ms
690:	learn: 0.2196175	total: 826ms	remaining: 369ms
691:	learn: 0.2190245	total: 828ms	remaining: 368ms
692:	learn: 0.2187255	total: 829ms	remaining: 367ms
693:	learn: 0.2186887	total: 830ms	remaining: 366ms
694:	learn: 0.2186521	total: 832ms	remaining: 365ms
695:	learn: 0.2183589	total: 833ms	remaining: 364ms
696:	learn: 0.2181265	total: 834ms	remaining: 363ms
697:	learn: 0.2179232	total: 836ms	remaining: 361ms
698:	learn: 0.2175899	total: 837ms	remaining: 360ms
699:	learn: 0.2174689	total: 839ms	remaining: 359ms
700:	learn: 0.2174327	total: 840ms	remaining: 358ms
701:	learn: 0.2169363	total: 841ms	remaining: 357ms
702:	learn: 0.2166106	total: 844ms	remaining: 357ms
703:	learn: 0.2164003	total: 846ms	remaining: 356ms
704:	learn: 0.2162058	total: 847ms	remaining: 355ms
705:	learn: 0.2160106	total: 849ms	remaining: 354ms
706:	learn: 0.2153010	total: 852ms	remaining: 353ms
707:	learn: 0.2148580	total: 854ms	remaining: 352ms
708:	learn: 0.2147190	total: 856ms	remaining: 351ms
709:	learn: 0.2146111	total: 858ms	remaining: 350ms
710:	learn: 0.2142531	total: 860ms	remaining: 350ms
711:	learn: 0.2142173	total: 862ms	remaining: 349ms
712:	learn: 0.2141816	total: 864ms	remaining: 348ms
713:	learn: 0.2140161	total: 866ms	remaining: 347ms
714:	learn: 0.2134056	total: 868ms	remaining: 346ms
715:	learn: 0.2131497	total: 870ms	remaining: 345ms
716:	learn: 0.2123764	total: 872ms	remaining: 344ms
717:	learn: 0.2122384	total: 874ms	remaining: 343ms
718:	learn: 0.2120193	total: 876ms	remaining: 342ms
719:	learn: 0.2115855	total: 878ms	remaining: 341ms
720:	learn: 0.2114932	total: 880ms	remaining: 341ms
721:	learn: 0.2113004	total: 882ms	remaining: 340ms
722:	learn: 0.2111236	total: 884ms	remaining: 339ms
723:	learn: 0.2109183	total: 886ms	remaining: 338ms
724:	learn: 0.2106670	total: 888ms	remaining: 337ms
725:	learn: 0.2103017	total: 890ms	remaining: 336ms
726:	learn: 0.2097212	total: 893ms	remaining: 335ms
727:	learn: 0.2096862	total: 895ms	remaining: 334ms
728:	learn: 0.2095310	total: 897ms	remaining: 334ms
729:	learn: 0.2093084	total: 899ms	remaining: 332ms
730:	learn: 0.2091143	total: 900ms	remaining: 331ms
731:	learn: 0.2089023	total: 901ms	remaining: 330ms
732:	learn: 0.2088667	total: 903ms	remaining: 329ms
733:	learn: 0.2086703	total: 904ms	remaining: 328ms
734:	learn: 0.2084411	total: 907ms	remaining: 327ms
735:	learn: 0.2084071	total: 908ms	remaining: 326ms
736:	learn: 0.2081778	total: 909ms	remaining: 325ms
737:	learn: 0.2078569	total: 911ms	remaining: 323ms
738:	learn: 0.2076640	total: 912ms	remaining: 322ms
739:	learn: 0.2076301	total: 913ms	remaining: 321ms
740:	learn: 0.2074480	total: 915ms	remaining: 320ms
741:	learn: 0.2071618	total: 916ms	remaining: 318ms
742:	learn: 0.2070169	total: 917ms	remaining: 317ms
743:	learn: 0.2068984	total: 919ms	remaining: 316ms
744:	learn: 0.2062213	total: 920ms	remaining: 315ms
745:	learn: 0.2059104	total: 922ms	remaining: 314ms
746:	learn: 0.2055171	total: 923ms	remaining: 313ms
747:	learn: 0.2050694	total: 924ms	remaining: 311ms
748:	learn: 0.2049605	total: 926ms	remaining: 310ms
749:	learn: 0.2046627	total: 927ms	remaining: 309ms
750:	learn: 0.2046295	total: 929ms	remaining: 308ms
751:	learn: 0.2041551	total: 930ms	remaining: 307ms
752:	learn: 0.2041223	total: 932ms	remaining: 306ms
753:	learn: 0.2039464	total: 933ms	remaining: 304ms
754:	learn: 0.2037739	total: 934ms	remaining: 303ms
755:	learn: 0.2036817	total: 935ms	remaining: 302ms
756:	learn: 0.2031266	total: 937ms	remaining: 301ms
757:	learn: 0.2029364	total: 938ms	remaining: 299ms
758:	learn: 0.2025847	total: 939ms	remaining: 298ms
759:	learn: 0.2019501	total: 941ms	remaining: 297ms
760:	learn: 0.2017954	total: 942ms	remaining: 296ms
761:	learn: 0.2011829	total: 944ms	remaining: 295ms
762:	learn: 0.2011510	total: 945ms	remaining: 294ms
763:	learn: 0.2007340	total: 947ms	remaining: 292ms
764:	learn: 0.2004157	total: 949ms	remaining: 291ms
765:	learn: 0.2003864	total: 950ms	remaining: 290ms
766:	learn: 0.1997637	total: 952ms	remaining: 289ms
767:	learn: 0.1994311	total: 953ms	remaining: 288ms
768:	learn: 0.1992708	total: 954ms	remaining: 287ms
769:	learn: 0.1991530	total: 956ms	remaining: 285ms
770:	learn: 0.1988416	total: 957ms	remaining: 284ms
771:	learn: 0.1987064	total: 958ms	remaining: 283ms
772:	learn: 0.1981706	total: 960ms	remaining: 282ms
773:	learn: 0.1978538	total: 961ms	remaining: 281ms
774:	learn: 0.1976562	total: 962ms	remaining: 279ms
775:	learn: 0.1972816	total: 964ms	remaining: 278ms
776:	learn: 0.1971875	total: 965ms	remaining: 277ms
777:	learn: 0.1970233	total: 966ms	remaining: 276ms
778:	learn: 0.1967012	total: 968ms	remaining: 275ms
779:	learn: 0.1962703	total: 970ms	remaining: 273ms
780:	learn: 0.1959641	total: 971ms	remaining: 272ms
781:	learn: 0.1957340	total: 972ms	remaining: 271ms
782:	learn: 0.1955268	total: 974ms	remaining: 270ms
783:	learn: 0.1955004	total: 975ms	remaining: 269ms
784:	learn: 0.1950780	total: 976ms	remaining: 267ms
785:	learn: 0.1949164	total: 977ms	remaining: 266ms
786:	learn: 0.1945283	total: 978ms	remaining: 265ms
787:	learn: 0.1939464	total: 980ms	remaining: 264ms
788:	learn: 0.1937582	total: 981ms	remaining: 262ms
789:	learn: 0.1936612	total: 983ms	remaining: 261ms
790:	learn: 0.1935939	total: 984ms	remaining: 260ms
791:	learn: 0.1934190	total: 985ms	remaining: 259ms
792:	learn: 0.1932547	total: 987ms	remaining: 258ms
793:	learn: 0.1930556	total: 988ms	remaining: 256ms
794:	learn: 0.1928237	total: 989ms	remaining: 255ms
795:	learn: 0.1926406	total: 992ms	remaining: 254ms
796:	learn: 0.1924760	total: 994ms	remaining: 253ms
797:	learn: 0.1924500	total: 996ms	remaining: 252ms
798:	learn: 0.1919968	total: 999ms	remaining: 251ms
799:	learn: 0.1918945	total: 1s	remaining: 250ms
800:	learn: 0.1914989	total: 1s	remaining: 249ms
801:	learn: 0.1914136	total: 1s	remaining: 248ms
802:	learn: 0.1913833	total: 1.01s	remaining: 247ms
803:	learn: 0.1910785	total: 1.01s	remaining: 246ms
804:	learn: 0.1909551	total: 1.01s	remaining: 245ms
805:	learn: 0.1907452	total: 1.01s	remaining: 244ms
806:	learn: 0.1905611	total: 1.01s	remaining: 243ms
807:	learn: 0.1901861	total: 1.02s	remaining: 242ms
808:	learn: 0.1899828	total: 1.02s	remaining: 241ms
809:	learn: 0.1899533	total: 1.02s	remaining: 239ms
810:	learn: 0.1898168	total: 1.02s	remaining: 238ms
811:	learn: 0.1896080	total: 1.02s	remaining: 237ms
812:	learn: 0.1891986	total: 1.03s	remaining: 236ms
813:	learn: 0.1890482	total: 1.03s	remaining: 235ms
814:	learn: 0.1887679	total: 1.03s	remaining: 234ms
815:	learn: 0.1884694	total: 1.03s	remaining: 233ms
816:	learn: 0.1881937	total: 1.03s	remaining: 232ms
817:	learn: 0.1881638	total: 1.04s	remaining: 231ms
818:	learn: 0.1880332	total: 1.04s	remaining: 229ms
819:	learn: 0.1874920	total: 1.04s	remaining: 228ms
820:	learn: 0.1873694	total: 1.04s	remaining: 227ms
821:	learn: 0.1871332	total: 1.04s	remaining: 226ms
822:	learn: 0.1867054	total: 1.04s	remaining: 225ms
823:	learn: 0.1863647	total: 1.05s	remaining: 224ms
824:	learn: 0.1860732	total: 1.05s	remaining: 222ms
825:	learn: 0.1859809	total: 1.05s	remaining: 221ms
826:	learn: 0.1855088	total: 1.05s	remaining: 220ms
827:	learn: 0.1853897	total: 1.05s	remaining: 219ms
828:	learn: 0.1853101	total: 1.05s	remaining: 217ms
829:	learn: 0.1852807	total: 1.05s	remaining: 216ms
830:	learn: 0.1851894	total: 1.06s	remaining: 215ms
831:	learn: 0.1849129	total: 1.06s	remaining: 214ms
832:	learn: 0.1847555	total: 1.06s	remaining: 212ms
833:	learn: 0.1844520	total: 1.06s	remaining: 211ms
834:	learn: 0.1841845	total: 1.06s	remaining: 210ms
835:	learn: 0.1840205	total: 1.06s	remaining: 209ms
836:	learn: 0.1839136	total: 1.06s	remaining: 207ms
837:	learn: 0.1834562	total: 1.07s	remaining: 206ms
838:	learn: 0.1831236	total: 1.07s	remaining: 205ms
839:	learn: 0.1826691	total: 1.07s	remaining: 204ms
840:	learn: 0.1826173	total: 1.07s	remaining: 202ms
841:	learn: 0.1824952	total: 1.07s	remaining: 201ms
842:	learn: 0.1821090	total: 1.07s	remaining: 200ms
843:	learn: 0.1817499	total: 1.07s	remaining: 199ms
844:	learn: 0.1815232	total: 1.08s	remaining: 198ms
845:	learn: 0.1813466	total: 1.08s	remaining: 196ms
846:	learn: 0.1812243	total: 1.08s	remaining: 195ms
847:	learn: 0.1810079	total: 1.08s	remaining: 194ms
848:	learn: 0.1809443	total: 1.08s	remaining: 193ms
849:	learn: 0.1808520	total: 1.08s	remaining: 191ms
850:	learn: 0.1807648	total: 1.09s	remaining: 190ms
851:	learn: 0.1806307	total: 1.09s	remaining: 189ms
852:	learn: 0.1804231	total: 1.09s	remaining: 188ms
853:	learn: 0.1802649	total: 1.09s	remaining: 186ms
854:	learn: 0.1802366	total: 1.09s	remaining: 185ms
855:	learn: 0.1801508	total: 1.09s	remaining: 184ms
856:	learn: 0.1800161	total: 1.09s	remaining: 183ms
857:	learn: 0.1798986	total: 1.09s	remaining: 181ms
858:	learn: 0.1796288	total: 1.1s	remaining: 180ms
859:	learn: 0.1795994	total: 1.1s	remaining: 179ms
860:	learn: 0.1794554	total: 1.1s	remaining: 178ms
861:	learn: 0.1793452	total: 1.1s	remaining: 176ms
862:	learn: 0.1791950	total: 1.1s	remaining: 175ms
863:	learn: 0.1789417	total: 1.1s	remaining: 174ms
864:	learn: 0.1787396	total: 1.1s	remaining: 173ms
865:	learn: 0.1783390	total: 1.11s	remaining: 171ms
866:	learn: 0.1782148	total: 1.11s	remaining: 170ms
867:	learn: 0.1779407	total: 1.11s	remaining: 169ms
868:	learn: 0.1777614	total: 1.11s	remaining: 167ms
869:	learn: 0.1775991	total: 1.11s	remaining: 166ms
870:	learn: 0.1775272	total: 1.11s	remaining: 165ms
871:	learn: 0.1774401	total: 1.11s	remaining: 164ms
872:	learn: 0.1774155	total: 1.12s	remaining: 162ms
873:	learn: 0.1770029	total: 1.12s	remaining: 161ms
874:	learn: 0.1769198	total: 1.12s	remaining: 160ms
875:	learn: 0.1768332	total: 1.12s	remaining: 159ms
876:	learn: 0.1767823	total: 1.12s	remaining: 157ms
877:	learn: 0.1765197	total: 1.12s	remaining: 156ms
878:	learn: 0.1764935	total: 1.12s	remaining: 155ms
879:	learn: 0.1763062	total: 1.13s	remaining: 153ms
880:	learn: 0.1762801	total: 1.13s	remaining: 152ms
881:	learn: 0.1760334	total: 1.13s	remaining: 151ms
882:	learn: 0.1756666	total: 1.13s	remaining: 150ms
883:	learn: 0.1752616	total: 1.13s	remaining: 148ms
884:	learn: 0.1747854	total: 1.13s	remaining: 147ms
885:	learn: 0.1744855	total: 1.13s	remaining: 146ms
886:	learn: 0.1743209	total: 1.14s	remaining: 145ms
887:	learn: 0.1739011	total: 1.14s	remaining: 143ms
888:	learn: 0.1738253	total: 1.14s	remaining: 142ms
889:	learn: 0.1737424	total: 1.14s	remaining: 141ms
890:	learn: 0.1734976	total: 1.14s	remaining: 140ms
891:	learn: 0.1734178	total: 1.15s	remaining: 139ms
892:	learn: 0.1730258	total: 1.15s	remaining: 138ms
893:	learn: 0.1729376	total: 1.15s	remaining: 136ms
894:	learn: 0.1725466	total: 1.16s	remaining: 136ms
895:	learn: 0.1724209	total: 1.16s	remaining: 135ms
896:	learn: 0.1723359	total: 1.16s	remaining: 133ms
897:	learn: 0.1722535	total: 1.16s	remaining: 132ms
898:	learn: 0.1716672	total: 1.17s	remaining: 131ms
899:	learn: 0.1715128	total: 1.17s	remaining: 130ms
900:	learn: 0.1714913	total: 1.17s	remaining: 129ms
901:	learn: 0.1711851	total: 1.17s	remaining: 128ms
902:	learn: 0.1709905	total: 1.18s	remaining: 126ms
903:	learn: 0.1709132	total: 1.18s	remaining: 125ms
904:	learn: 0.1708362	total: 1.18s	remaining: 124ms
905:	learn: 0.1707910	total: 1.18s	remaining: 123ms
906:	learn: 0.1704755	total: 1.18s	remaining: 121ms
907:	learn: 0.1702053	total: 1.19s	remaining: 120ms
908:	learn: 0.1699365	total: 1.19s	remaining: 119ms
909:	learn: 0.1697174	total: 1.19s	remaining: 118ms
910:	learn: 0.1693537	total: 1.19s	remaining: 117ms
911:	learn: 0.1690052	total: 1.19s	remaining: 115ms
912:	learn: 0.1687643	total: 1.2s	remaining: 114ms
913:	learn: 0.1686920	total: 1.2s	remaining: 113ms
914:	learn: 0.1684679	total: 1.2s	remaining: 111ms
915:	learn: 0.1683834	total: 1.2s	remaining: 110ms
916:	learn: 0.1679808	total: 1.2s	remaining: 109ms
917:	learn: 0.1679207	total: 1.2s	remaining: 107ms
918:	learn: 0.1676210	total: 1.2s	remaining: 106ms
919:	learn: 0.1675434	total: 1.21s	remaining: 105ms
920:	learn: 0.1674307	total: 1.21s	remaining: 103ms
921:	learn: 0.1671403	total: 1.21s	remaining: 102ms
922:	learn: 0.1670675	total: 1.21s	remaining: 101ms
923:	learn: 0.1669950	total: 1.21s	remaining: 99.6ms
924:	learn: 0.1665331	total: 1.21s	remaining: 98.3ms
925:	learn: 0.1661195	total: 1.21s	remaining: 97ms
926:	learn: 0.1660072	total: 1.22s	remaining: 95.8ms
927:	learn: 0.1658788	total: 1.22s	remaining: 94.5ms
928:	learn: 0.1656399	total: 1.22s	remaining: 93.1ms
929:	learn: 0.1655242	total: 1.22s	remaining: 91.8ms
930:	learn: 0.1654533	total: 1.22s	remaining: 90.6ms
931:	learn: 0.1653927	total: 1.22s	remaining: 89.3ms
932:	learn: 0.1651411	total: 1.22s	remaining: 87.9ms
933:	learn: 0.1649457	total: 1.23s	remaining: 86.6ms
934:	learn: 0.1647095	total: 1.23s	remaining: 85.3ms
935:	learn: 0.1646847	total: 1.23s	remaining: 84ms
936:	learn: 0.1646271	total: 1.23s	remaining: 82.7ms
937:	learn: 0.1644382	total: 1.23s	remaining: 81.4ms
938:	learn: 0.1642227	total: 1.23s	remaining: 80ms
939:	learn: 0.1640598	total: 1.23s	remaining: 78.7ms
940:	learn: 0.1640112	total: 1.24s	remaining: 77.4ms
941:	learn: 0.1636546	total: 1.24s	remaining: 76.1ms
942:	learn: 0.1632531	total: 1.24s	remaining: 74.8ms
943:	learn: 0.1630158	total: 1.24s	remaining: 73.5ms
944:	learn: 0.1625611	total: 1.24s	remaining: 72.2ms
945:	learn: 0.1625087	total: 1.24s	remaining: 70.9ms
946:	learn: 0.1623524	total: 1.24s	remaining: 69.6ms
947:	learn: 0.1621100	total: 1.24s	remaining: 68.3ms
948:	learn: 0.1619982	total: 1.25s	remaining: 66.9ms
949:	learn: 0.1619396	total: 1.25s	remaining: 65.6ms
950:	learn: 0.1618896	total: 1.25s	remaining: 64.3ms
951:	learn: 0.1618706	total: 1.25s	remaining: 63ms
952:	learn: 0.1617705	total: 1.25s	remaining: 61.7ms
953:	learn: 0.1616801	total: 1.25s	remaining: 60.4ms
954:	learn: 0.1613952	total: 1.25s	remaining: 59.1ms
955:	learn: 0.1613107	total: 1.25s	remaining: 57.8ms
956:	learn: 0.1608667	total: 1.26s	remaining: 56.5ms
957:	learn: 0.1608435	total: 1.26s	remaining: 55.2ms
958:	learn: 0.1606699	total: 1.26s	remaining: 53.9ms
959:	learn: 0.1606024	total: 1.26s	remaining: 52.6ms
960:	learn: 0.1604488	total: 1.26s	remaining: 51.3ms
961:	learn: 0.1604048	total: 1.26s	remaining: 49.9ms
962:	learn: 0.1601283	total: 1.26s	remaining: 48.6ms
963:	learn: 0.1601111	total: 1.27s	remaining: 47.3ms
964:	learn: 0.1598829	total: 1.27s	remaining: 46ms
965:	learn: 0.1598592	total: 1.27s	remaining: 44.7ms
966:	learn: 0.1596019	total: 1.27s	remaining: 43.3ms
967:	learn: 0.1595566	total: 1.27s	remaining: 42ms
968:	learn: 0.1594673	total: 1.27s	remaining: 40.7ms
969:	learn: 0.1594437	total: 1.27s	remaining: 39.4ms
970:	learn: 0.1594211	total: 1.27s	remaining: 38.1ms
971:	learn: 0.1591648	total: 1.28s	remaining: 36.8ms
972:	learn: 0.1588709	total: 1.28s	remaining: 35.5ms
973:	learn: 0.1583312	total: 1.28s	remaining: 34.1ms
974:	learn: 0.1582609	total: 1.28s	remaining: 32.8ms
975:	learn: 0.1582110	total: 1.28s	remaining: 31.5ms
976:	learn: 0.1581034	total: 1.28s	remaining: 30.2ms
977:	learn: 0.1579486	total: 1.28s	remaining: 28.9ms
978:	learn: 0.1579263	total: 1.28s	remaining: 27.6ms
979:	learn: 0.1578736	total: 1.29s	remaining: 26.3ms
980:	learn: 0.1577447	total: 1.29s	remaining: 25ms
981:	learn: 0.1576396	total: 1.29s	remaining: 23.7ms
982:	learn: 0.1575751	total: 1.29s	remaining: 22.4ms
983:	learn: 0.1575262	total: 1.29s	remaining: 21.1ms
984:	learn: 0.1573227	total: 1.3s	remaining: 19.8ms
985:	learn: 0.1572813	total: 1.3s	remaining: 18.5ms
986:	learn: 0.1571656	total: 1.3s	remaining: 17.1ms
987:	learn: 0.1570973	total: 1.3s	remaining: 15.8ms
988:	learn: 0.1566689	total: 1.31s	remaining: 14.5ms
989:	learn: 0.1563763	total: 1.31s	remaining: 13.2ms
990:	learn: 0.1562964	total: 1.31s	remaining: 11.9ms
991:	learn: 0.1561570	total: 1.31s	remaining: 10.6ms
992:	learn: 0.1561355	total: 1.31s	remaining: 9.27ms
993:	learn: 0.1561141	total: 1.32s	remaining: 7.96ms
994:	learn: 0.1559621	total: 1.32s	remaining: 6.63ms
995:	learn: 0.1555889	total: 1.32s	remaining: 5.31ms
996:	learn: 0.1553646	total: 1.32s	remaining: 3.98ms
997:	learn: 0.1552938	total: 1.33s	remaining: 2.66ms
998:	learn: 0.1551935	total: 1.33s	remaining: 1.33ms
999:	learn: 0.1549037	total: 1.33s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=9, depth=4, total=   1.9s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=4 ......................
0:	learn: 0.8648704	total: 3.19ms	remaining: 3.18s
1:	learn: 0.8555113	total: 5.51ms	remaining: 2.75s
2:	learn: 0.8435064	total: 7.76ms	remaining: 2.58s
3:	learn: 0.8326104	total: 9.83ms	remaining: 2.45s
4:	learn: 0.8202097	total: 12.2ms	remaining: 2.42s
5:	learn: 0.8102588	total: 14.3ms	remaining: 2.37s
6:	learn: 0.8012711	total: 17.1ms	remaining: 2.43s
7:	learn: 0.7907565	total: 19.3ms	remaining: 2.39s
8:	learn: 0.7792472	total: 21.5ms	remaining: 2.37s
9:	learn: 0.7675627	total: 23.9ms	remaining: 2.36s
10:	learn: 0.7573411	total: 26.3ms	remaining: 2.36s
11:	learn: 0.7474904	total: 28.2ms	remaining: 2.32s
12:	learn: 0.7388701	total: 30.8ms	remaining: 2.34s
13:	learn: 0.7304234	total: 32.7ms	remaining: 2.3s
14:	learn: 0.7205201	total: 35ms	remaining: 2.3s
15:	learn: 0.7121444	total: 36.6ms	remaining: 2.25s
16:	learn: 0.7038325	total: 37.8ms	remaining: 2.19s
17:	learn: 0.6959604	total: 39.2ms	remaining: 2.14s
18:	learn: 0.6895910	total: 40.5ms	remaining: 2.09s
19:	learn: 0.6815550	total: 41.7ms	remaining: 2.04s
20:	learn: 0.6745696	total: 43ms	remaining: 2s
21:	learn: 0.6672098	total: 44.5ms	remaining: 1.98s
22:	learn: 0.6588079	total: 45.7ms	remaining: 1.94s
23:	learn: 0.6520317	total: 46.9ms	remaining: 1.91s
24:	learn: 0.6454160	total: 48.2ms	remaining: 1.88s
25:	learn: 0.6386378	total: 49.5ms	remaining: 1.85s
26:	learn: 0.6312748	total: 50.8ms	remaining: 1.83s
27:	learn: 0.6238752	total: 52.1ms	remaining: 1.81s
28:	learn: 0.6181590	total: 53.3ms	remaining: 1.78s
29:	learn: 0.6117583	total: 54.5ms	remaining: 1.76s
30:	learn: 0.6059617	total: 55.7ms	remaining: 1.74s
31:	learn: 0.6007049	total: 57.3ms	remaining: 1.73s
32:	learn: 0.5959866	total: 58.5ms	remaining: 1.71s
33:	learn: 0.5905686	total: 59.7ms	remaining: 1.7s
34:	learn: 0.5845553	total: 60.9ms	remaining: 1.68s
35:	learn: 0.5801014	total: 62.1ms	remaining: 1.66s
36:	learn: 0.5746614	total: 63.4ms	remaining: 1.65s
37:	learn: 0.5702774	total: 64.6ms	remaining: 1.64s
38:	learn: 0.5657854	total: 65.8ms	remaining: 1.62s
39:	learn: 0.5608894	total: 67.2ms	remaining: 1.61s
40:	learn: 0.5560406	total: 68.5ms	remaining: 1.6s
41:	learn: 0.5522392	total: 70.4ms	remaining: 1.6s
42:	learn: 0.5487242	total: 71.7ms	remaining: 1.59s
43:	learn: 0.5445139	total: 73ms	remaining: 1.58s
44:	learn: 0.5405873	total: 74.2ms	remaining: 1.57s
45:	learn: 0.5362365	total: 75.5ms	remaining: 1.56s
46:	learn: 0.5321349	total: 76.8ms	remaining: 1.56s
47:	learn: 0.5282262	total: 78ms	remaining: 1.55s
48:	learn: 0.5250058	total: 79.3ms	remaining: 1.54s
49:	learn: 0.5212828	total: 80.6ms	remaining: 1.53s
50:	learn: 0.5170804	total: 81.8ms	remaining: 1.52s
51:	learn: 0.5141845	total: 83.6ms	remaining: 1.52s
52:	learn: 0.5110585	total: 84.8ms	remaining: 1.52s
53:	learn: 0.5080475	total: 86.1ms	remaining: 1.51s
54:	learn: 0.5046365	total: 87.3ms	remaining: 1.5s
55:	learn: 0.5023213	total: 88.5ms	remaining: 1.49s
56:	learn: 0.4997783	total: 90.1ms	remaining: 1.49s
57:	learn: 0.4972882	total: 91.8ms	remaining: 1.49s
58:	learn: 0.4943678	total: 93ms	remaining: 1.48s
59:	learn: 0.4920105	total: 94.2ms	remaining: 1.48s
60:	learn: 0.4889262	total: 95.6ms	remaining: 1.47s
61:	learn: 0.4861585	total: 96.8ms	remaining: 1.46s
62:	learn: 0.4835526	total: 98ms	remaining: 1.46s
63:	learn: 0.4811529	total: 99.2ms	remaining: 1.45s
64:	learn: 0.4788266	total: 100ms	remaining: 1.44s
65:	learn: 0.4766459	total: 102ms	remaining: 1.44s
66:	learn: 0.4741061	total: 103ms	remaining: 1.43s
67:	learn: 0.4727810	total: 104ms	remaining: 1.42s
68:	learn: 0.4707713	total: 105ms	remaining: 1.42s
69:	learn: 0.4685420	total: 106ms	remaining: 1.41s
70:	learn: 0.4663865	total: 107ms	remaining: 1.4s
71:	learn: 0.4640591	total: 108ms	remaining: 1.4s
72:	learn: 0.4620939	total: 110ms	remaining: 1.39s
73:	learn: 0.4602118	total: 111ms	remaining: 1.39s
74:	learn: 0.4584072	total: 112ms	remaining: 1.38s
75:	learn: 0.4563768	total: 113ms	remaining: 1.37s
76:	learn: 0.4544768	total: 114ms	remaining: 1.36s
77:	learn: 0.4522223	total: 115ms	remaining: 1.36s
78:	learn: 0.4504207	total: 117ms	remaining: 1.36s
79:	learn: 0.4487032	total: 118ms	remaining: 1.36s
80:	learn: 0.4474873	total: 119ms	remaining: 1.35s
81:	learn: 0.4459427	total: 121ms	remaining: 1.35s
82:	learn: 0.4441184	total: 122ms	remaining: 1.35s
83:	learn: 0.4426748	total: 123ms	remaining: 1.34s
84:	learn: 0.4411316	total: 124ms	remaining: 1.34s
85:	learn: 0.4393951	total: 126ms	remaining: 1.33s
86:	learn: 0.4378982	total: 127ms	remaining: 1.33s
87:	learn: 0.4366799	total: 129ms	remaining: 1.33s
88:	learn: 0.4356503	total: 131ms	remaining: 1.34s
89:	learn: 0.4343470	total: 133ms	remaining: 1.35s
90:	learn: 0.4327042	total: 136ms	remaining: 1.36s
91:	learn: 0.4315342	total: 137ms	remaining: 1.35s
92:	learn: 0.4304083	total: 138ms	remaining: 1.35s
93:	learn: 0.4290945	total: 140ms	remaining: 1.34s
94:	learn: 0.4281605	total: 141ms	remaining: 1.34s
95:	learn: 0.4270277	total: 142ms	remaining: 1.34s
96:	learn: 0.4257880	total: 143ms	remaining: 1.33s
97:	learn: 0.4248189	total: 144ms	remaining: 1.33s
98:	learn: 0.4234990	total: 146ms	remaining: 1.32s
99:	learn: 0.4222479	total: 147ms	remaining: 1.32s
100:	learn: 0.4212728	total: 148ms	remaining: 1.32s
101:	learn: 0.4201154	total: 150ms	remaining: 1.32s
102:	learn: 0.4190886	total: 151ms	remaining: 1.31s
103:	learn: 0.4177008	total: 152ms	remaining: 1.31s
104:	learn: 0.4165461	total: 153ms	remaining: 1.31s
105:	learn: 0.4154864	total: 154ms	remaining: 1.3s
106:	learn: 0.4143760	total: 156ms	remaining: 1.3s
107:	learn: 0.4131496	total: 157ms	remaining: 1.29s
108:	learn: 0.4119981	total: 158ms	remaining: 1.29s
109:	learn: 0.4108441	total: 159ms	remaining: 1.29s
110:	learn: 0.4095468	total: 161ms	remaining: 1.29s
111:	learn: 0.4086612	total: 162ms	remaining: 1.29s
112:	learn: 0.4077742	total: 164ms	remaining: 1.28s
113:	learn: 0.4067250	total: 165ms	remaining: 1.28s
114:	learn: 0.4059577	total: 166ms	remaining: 1.28s
115:	learn: 0.4048916	total: 167ms	remaining: 1.27s
116:	learn: 0.4037687	total: 168ms	remaining: 1.27s
117:	learn: 0.4026113	total: 169ms	remaining: 1.26s
118:	learn: 0.4017551	total: 170ms	remaining: 1.26s
119:	learn: 0.4008456	total: 172ms	remaining: 1.26s
120:	learn: 0.4000430	total: 173ms	remaining: 1.26s
121:	learn: 0.3989965	total: 175ms	remaining: 1.26s
122:	learn: 0.3981298	total: 176ms	remaining: 1.25s
123:	learn: 0.3974277	total: 177ms	remaining: 1.25s
124:	learn: 0.3965892	total: 178ms	remaining: 1.25s
125:	learn: 0.3959703	total: 179ms	remaining: 1.24s
126:	learn: 0.3953673	total: 180ms	remaining: 1.24s
127:	learn: 0.3944850	total: 181ms	remaining: 1.24s
128:	learn: 0.3938224	total: 182ms	remaining: 1.23s
129:	learn: 0.3933229	total: 184ms	remaining: 1.23s
130:	learn: 0.3925279	total: 185ms	remaining: 1.22s
131:	learn: 0.3915257	total: 187ms	remaining: 1.23s
132:	learn: 0.3910556	total: 188ms	remaining: 1.23s
133:	learn: 0.3904066	total: 190ms	remaining: 1.22s
134:	learn: 0.3892071	total: 191ms	remaining: 1.22s
135:	learn: 0.3884191	total: 192ms	remaining: 1.22s
136:	learn: 0.3879463	total: 193ms	remaining: 1.22s
137:	learn: 0.3870086	total: 194ms	remaining: 1.21s
138:	learn: 0.3866182	total: 196ms	remaining: 1.21s
139:	learn: 0.3858250	total: 197ms	remaining: 1.21s
140:	learn: 0.3852639	total: 198ms	remaining: 1.21s
141:	learn: 0.3842750	total: 200ms	remaining: 1.21s
142:	learn: 0.3837625	total: 201ms	remaining: 1.2s
143:	learn: 0.3830068	total: 202ms	remaining: 1.2s
144:	learn: 0.3822252	total: 203ms	remaining: 1.2s
145:	learn: 0.3813363	total: 204ms	remaining: 1.2s
146:	learn: 0.3804066	total: 206ms	remaining: 1.19s
147:	learn: 0.3794726	total: 207ms	remaining: 1.19s
148:	learn: 0.3785153	total: 208ms	remaining: 1.19s
149:	learn: 0.3779612	total: 209ms	remaining: 1.18s
150:	learn: 0.3772201	total: 210ms	remaining: 1.18s
151:	learn: 0.3765282	total: 211ms	remaining: 1.18s
152:	learn: 0.3760417	total: 213ms	remaining: 1.18s
153:	learn: 0.3754631	total: 214ms	remaining: 1.18s
154:	learn: 0.3749025	total: 215ms	remaining: 1.17s
155:	learn: 0.3743572	total: 216ms	remaining: 1.17s
156:	learn: 0.3738235	total: 217ms	remaining: 1.17s
157:	learn: 0.3728897	total: 218ms	remaining: 1.16s
158:	learn: 0.3722766	total: 219ms	remaining: 1.16s
159:	learn: 0.3718537	total: 220ms	remaining: 1.16s
160:	learn: 0.3716838	total: 221ms	remaining: 1.15s
161:	learn: 0.3711053	total: 222ms	remaining: 1.15s
162:	learn: 0.3705318	total: 223ms	remaining: 1.15s
163:	learn: 0.3695830	total: 224ms	remaining: 1.14s
164:	learn: 0.3690543	total: 226ms	remaining: 1.14s
165:	learn: 0.3681549	total: 227ms	remaining: 1.14s
166:	learn: 0.3674420	total: 228ms	remaining: 1.14s
167:	learn: 0.3669714	total: 230ms	remaining: 1.14s
168:	learn: 0.3664645	total: 231ms	remaining: 1.14s
169:	learn: 0.3658823	total: 232ms	remaining: 1.13s
170:	learn: 0.3650622	total: 233ms	remaining: 1.13s
171:	learn: 0.3642763	total: 235ms	remaining: 1.13s
172:	learn: 0.3638382	total: 236ms	remaining: 1.13s
173:	learn: 0.3635936	total: 237ms	remaining: 1.13s
174:	learn: 0.3633206	total: 239ms	remaining: 1.13s
175:	learn: 0.3629666	total: 240ms	remaining: 1.12s
176:	learn: 0.3626498	total: 241ms	remaining: 1.12s
177:	learn: 0.3623735	total: 242ms	remaining: 1.12s
178:	learn: 0.3616596	total: 243ms	remaining: 1.11s
179:	learn: 0.3610297	total: 244ms	remaining: 1.11s
180:	learn: 0.3604124	total: 245ms	remaining: 1.11s
181:	learn: 0.3597070	total: 246ms	remaining: 1.1s
182:	learn: 0.3588265	total: 247ms	remaining: 1.1s
183:	learn: 0.3585607	total: 248ms	remaining: 1.1s
184:	learn: 0.3577330	total: 249ms	remaining: 1.1s
185:	learn: 0.3570026	total: 250ms	remaining: 1.09s
186:	learn: 0.3562088	total: 252ms	remaining: 1.09s
187:	learn: 0.3557225	total: 253ms	remaining: 1.09s
188:	learn: 0.3552123	total: 254ms	remaining: 1.09s
189:	learn: 0.3545446	total: 255ms	remaining: 1.09s
190:	learn: 0.3537388	total: 256ms	remaining: 1.08s
191:	learn: 0.3531557	total: 257ms	remaining: 1.08s
192:	learn: 0.3524966	total: 258ms	remaining: 1.08s
193:	learn: 0.3520466	total: 259ms	remaining: 1.08s
194:	learn: 0.3516387	total: 261ms	remaining: 1.08s
195:	learn: 0.3512342	total: 264ms	remaining: 1.08s
196:	learn: 0.3506590	total: 266ms	remaining: 1.08s
197:	learn: 0.3498756	total: 268ms	remaining: 1.08s
198:	learn: 0.3494208	total: 269ms	remaining: 1.08s
199:	learn: 0.3491000	total: 270ms	remaining: 1.08s
200:	learn: 0.3484888	total: 271ms	remaining: 1.08s
201:	learn: 0.3478335	total: 273ms	remaining: 1.08s
202:	learn: 0.3473570	total: 274ms	remaining: 1.08s
203:	learn: 0.3468536	total: 275ms	remaining: 1.07s
204:	learn: 0.3461600	total: 277ms	remaining: 1.07s
205:	learn: 0.3457653	total: 278ms	remaining: 1.07s
206:	learn: 0.3454908	total: 280ms	remaining: 1.07s
207:	learn: 0.3447351	total: 281ms	remaining: 1.07s
208:	learn: 0.3444345	total: 282ms	remaining: 1.07s
209:	learn: 0.3440034	total: 283ms	remaining: 1.06s
210:	learn: 0.3434888	total: 284ms	remaining: 1.06s
211:	learn: 0.3432135	total: 285ms	remaining: 1.06s
212:	learn: 0.3427316	total: 287ms	remaining: 1.06s
213:	learn: 0.3419570	total: 288ms	remaining: 1.06s
214:	learn: 0.3416782	total: 289ms	remaining: 1.05s
215:	learn: 0.3413936	total: 291ms	remaining: 1.05s
216:	learn: 0.3411296	total: 292ms	remaining: 1.05s
217:	learn: 0.3406381	total: 293ms	remaining: 1.05s
218:	learn: 0.3399696	total: 294ms	remaining: 1.05s
219:	learn: 0.3394690	total: 296ms	remaining: 1.05s
220:	learn: 0.3391977	total: 297ms	remaining: 1.05s
221:	learn: 0.3389382	total: 298ms	remaining: 1.04s
222:	learn: 0.3383006	total: 299ms	remaining: 1.04s
223:	learn: 0.3380469	total: 300ms	remaining: 1.04s
224:	learn: 0.3374254	total: 302ms	remaining: 1.04s
225:	learn: 0.3366920	total: 303ms	remaining: 1.04s
226:	learn: 0.3364137	total: 304ms	remaining: 1.04s
227:	learn: 0.3361437	total: 306ms	remaining: 1.03s
228:	learn: 0.3356571	total: 307ms	remaining: 1.03s
229:	learn: 0.3348881	total: 308ms	remaining: 1.03s
230:	learn: 0.3336321	total: 310ms	remaining: 1.03s
231:	learn: 0.3330836	total: 311ms	remaining: 1.03s
232:	learn: 0.3328512	total: 312ms	remaining: 1.03s
233:	learn: 0.3323359	total: 313ms	remaining: 1.02s
234:	learn: 0.3320740	total: 314ms	remaining: 1.02s
235:	learn: 0.3311303	total: 315ms	remaining: 1.02s
236:	learn: 0.3300708	total: 317ms	remaining: 1.02s
237:	learn: 0.3296656	total: 318ms	remaining: 1.02s
238:	learn: 0.3289461	total: 319ms	remaining: 1.02s
239:	learn: 0.3279318	total: 320ms	remaining: 1.01s
240:	learn: 0.3274803	total: 321ms	remaining: 1.01s
241:	learn: 0.3266277	total: 323ms	remaining: 1.01s
242:	learn: 0.3259957	total: 324ms	remaining: 1.01s
243:	learn: 0.3255973	total: 325ms	remaining: 1s
244:	learn: 0.3249847	total: 326ms	remaining: 1s
245:	learn: 0.3246347	total: 327ms	remaining: 1s
246:	learn: 0.3243160	total: 328ms	remaining: 1000ms
247:	learn: 0.3239130	total: 330ms	remaining: 1s
248:	learn: 0.3235245	total: 331ms	remaining: 999ms
249:	learn: 0.3231693	total: 332ms	remaining: 997ms
250:	learn: 0.3229463	total: 334ms	remaining: 996ms
251:	learn: 0.3228004	total: 335ms	remaining: 994ms
252:	learn: 0.3222224	total: 336ms	remaining: 993ms
253:	learn: 0.3219852	total: 337ms	remaining: 990ms
254:	learn: 0.3215670	total: 338ms	remaining: 988ms
255:	learn: 0.3207514	total: 339ms	remaining: 986ms
256:	learn: 0.3199474	total: 340ms	remaining: 984ms
257:	learn: 0.3191289	total: 341ms	remaining: 982ms
258:	learn: 0.3187341	total: 343ms	remaining: 981ms
259:	learn: 0.3184113	total: 344ms	remaining: 979ms
260:	learn: 0.3180407	total: 345ms	remaining: 977ms
261:	learn: 0.3173466	total: 346ms	remaining: 975ms
262:	learn: 0.3169569	total: 347ms	remaining: 972ms
263:	learn: 0.3167347	total: 348ms	remaining: 970ms
264:	learn: 0.3165262	total: 349ms	remaining: 968ms
265:	learn: 0.3162216	total: 350ms	remaining: 966ms
266:	learn: 0.3159201	total: 351ms	remaining: 964ms
267:	learn: 0.3156056	total: 352ms	remaining: 962ms
268:	learn: 0.3150332	total: 353ms	remaining: 960ms
269:	learn: 0.3140955	total: 355ms	remaining: 960ms
270:	learn: 0.3138127	total: 356ms	remaining: 958ms
271:	learn: 0.3136221	total: 357ms	remaining: 956ms
272:	learn: 0.3128713	total: 358ms	remaining: 954ms
273:	learn: 0.3123242	total: 360ms	remaining: 953ms
274:	learn: 0.3116599	total: 361ms	remaining: 951ms
275:	learn: 0.3114508	total: 362ms	remaining: 950ms
276:	learn: 0.3111909	total: 363ms	remaining: 948ms
277:	learn: 0.3104752	total: 364ms	remaining: 945ms
278:	learn: 0.3102592	total: 365ms	remaining: 943ms
279:	learn: 0.3094336	total: 366ms	remaining: 941ms
280:	learn: 0.3092257	total: 367ms	remaining: 939ms
281:	learn: 0.3087238	total: 368ms	remaining: 938ms
282:	learn: 0.3080544	total: 369ms	remaining: 936ms
283:	learn: 0.3077852	total: 370ms	remaining: 934ms
284:	learn: 0.3070735	total: 371ms	remaining: 932ms
285:	learn: 0.3067951	total: 373ms	remaining: 930ms
286:	learn: 0.3062981	total: 374ms	remaining: 928ms
287:	learn: 0.3061253	total: 375ms	remaining: 926ms
288:	learn: 0.3052376	total: 376ms	remaining: 924ms
289:	learn: 0.3049744	total: 377ms	remaining: 923ms
290:	learn: 0.3043271	total: 378ms	remaining: 921ms
291:	learn: 0.3037144	total: 379ms	remaining: 920ms
292:	learn: 0.3031095	total: 381ms	remaining: 918ms
293:	learn: 0.3028184	total: 382ms	remaining: 917ms
294:	learn: 0.3023913	total: 383ms	remaining: 915ms
295:	learn: 0.3016713	total: 384ms	remaining: 913ms
296:	learn: 0.3014187	total: 385ms	remaining: 911ms
297:	learn: 0.3011715	total: 386ms	remaining: 909ms
298:	learn: 0.3008292	total: 387ms	remaining: 907ms
299:	learn: 0.3006026	total: 388ms	remaining: 905ms
300:	learn: 0.3000314	total: 389ms	remaining: 903ms
301:	learn: 0.2992793	total: 390ms	remaining: 901ms
302:	learn: 0.2988276	total: 391ms	remaining: 900ms
303:	learn: 0.2986093	total: 393ms	remaining: 900ms
304:	learn: 0.2980746	total: 394ms	remaining: 899ms
305:	learn: 0.2975450	total: 396ms	remaining: 898ms
306:	learn: 0.2968560	total: 397ms	remaining: 896ms
307:	learn: 0.2963482	total: 398ms	remaining: 895ms
308:	learn: 0.2957592	total: 400ms	remaining: 894ms
309:	learn: 0.2953786	total: 401ms	remaining: 892ms
310:	learn: 0.2949162	total: 402ms	remaining: 890ms
311:	learn: 0.2941982	total: 403ms	remaining: 888ms
312:	learn: 0.2940779	total: 404ms	remaining: 886ms
313:	learn: 0.2938747	total: 405ms	remaining: 884ms
314:	learn: 0.2932154	total: 406ms	remaining: 884ms
315:	learn: 0.2928963	total: 408ms	remaining: 883ms
316:	learn: 0.2923368	total: 409ms	remaining: 881ms
317:	learn: 0.2916126	total: 410ms	remaining: 880ms
318:	learn: 0.2910686	total: 412ms	remaining: 879ms
319:	learn: 0.2904467	total: 413ms	remaining: 877ms
320:	learn: 0.2897392	total: 414ms	remaining: 876ms
321:	learn: 0.2893052	total: 415ms	remaining: 874ms
322:	learn: 0.2888770	total: 416ms	remaining: 873ms
323:	learn: 0.2882120	total: 418ms	remaining: 871ms
324:	learn: 0.2880970	total: 419ms	remaining: 870ms
325:	learn: 0.2876719	total: 420ms	remaining: 869ms
326:	learn: 0.2874127	total: 422ms	remaining: 868ms
327:	learn: 0.2869709	total: 423ms	remaining: 866ms
328:	learn: 0.2863817	total: 424ms	remaining: 865ms
329:	learn: 0.2862167	total: 425ms	remaining: 864ms
330:	learn: 0.2858741	total: 426ms	remaining: 862ms
331:	learn: 0.2854860	total: 428ms	remaining: 861ms
332:	learn: 0.2850834	total: 429ms	remaining: 859ms
333:	learn: 0.2848774	total: 430ms	remaining: 858ms
334:	learn: 0.2847678	total: 432ms	remaining: 858ms
335:	learn: 0.2845747	total: 433ms	remaining: 856ms
336:	learn: 0.2841779	total: 434ms	remaining: 855ms
337:	learn: 0.2839993	total: 436ms	remaining: 853ms
338:	learn: 0.2835533	total: 437ms	remaining: 852ms
339:	learn: 0.2834459	total: 438ms	remaining: 850ms
340:	learn: 0.2831582	total: 439ms	remaining: 849ms
341:	learn: 0.2827630	total: 440ms	remaining: 847ms
342:	learn: 0.2824336	total: 442ms	remaining: 846ms
343:	learn: 0.2820027	total: 443ms	remaining: 844ms
344:	learn: 0.2816154	total: 445ms	remaining: 844ms
345:	learn: 0.2812254	total: 446ms	remaining: 843ms
346:	learn: 0.2810581	total: 447ms	remaining: 841ms
347:	learn: 0.2806801	total: 448ms	remaining: 840ms
348:	learn: 0.2805568	total: 449ms	remaining: 838ms
349:	learn: 0.2800867	total: 451ms	remaining: 837ms
350:	learn: 0.2797439	total: 452ms	remaining: 836ms
351:	learn: 0.2793760	total: 453ms	remaining: 834ms
352:	learn: 0.2791824	total: 455ms	remaining: 834ms
353:	learn: 0.2788145	total: 458ms	remaining: 836ms
354:	learn: 0.2787131	total: 459ms	remaining: 835ms
355:	learn: 0.2780286	total: 461ms	remaining: 833ms
356:	learn: 0.2775811	total: 462ms	remaining: 832ms
357:	learn: 0.2774871	total: 463ms	remaining: 830ms
358:	learn: 0.2770703	total: 464ms	remaining: 828ms
359:	learn: 0.2769104	total: 465ms	remaining: 827ms
360:	learn: 0.2766948	total: 466ms	remaining: 825ms
361:	learn: 0.2765955	total: 467ms	remaining: 823ms
362:	learn: 0.2765025	total: 468ms	remaining: 821ms
363:	learn: 0.2763655	total: 469ms	remaining: 820ms
364:	learn: 0.2760099	total: 471ms	remaining: 820ms
365:	learn: 0.2758656	total: 473ms	remaining: 819ms
366:	learn: 0.2754722	total: 474ms	remaining: 817ms
367:	learn: 0.2751940	total: 475ms	remaining: 816ms
368:	learn: 0.2751029	total: 476ms	remaining: 814ms
369:	learn: 0.2747754	total: 477ms	remaining: 812ms
370:	learn: 0.2746853	total: 478ms	remaining: 810ms
371:	learn: 0.2742977	total: 479ms	remaining: 809ms
372:	learn: 0.2741845	total: 480ms	remaining: 807ms
373:	learn: 0.2736878	total: 481ms	remaining: 805ms
374:	learn: 0.2735988	total: 482ms	remaining: 804ms
375:	learn: 0.2732768	total: 484ms	remaining: 803ms
376:	learn: 0.2731425	total: 485ms	remaining: 802ms
377:	learn: 0.2726454	total: 486ms	remaining: 800ms
378:	learn: 0.2725575	total: 487ms	remaining: 798ms
379:	learn: 0.2722390	total: 488ms	remaining: 796ms
380:	learn: 0.2720668	total: 489ms	remaining: 795ms
381:	learn: 0.2716523	total: 490ms	remaining: 793ms
382:	learn: 0.2713225	total: 491ms	remaining: 792ms
383:	learn: 0.2709966	total: 493ms	remaining: 790ms
384:	learn: 0.2709115	total: 494ms	remaining: 789ms
385:	learn: 0.2708216	total: 495ms	remaining: 788ms
386:	learn: 0.2707375	total: 497ms	remaining: 787ms
387:	learn: 0.2706538	total: 498ms	remaining: 786ms
388:	learn: 0.2702843	total: 499ms	remaining: 784ms
389:	learn: 0.2699888	total: 500ms	remaining: 783ms
390:	learn: 0.2699079	total: 502ms	remaining: 781ms
391:	learn: 0.2695914	total: 503ms	remaining: 780ms
392:	learn: 0.2695096	total: 504ms	remaining: 778ms
393:	learn: 0.2692152	total: 505ms	remaining: 776ms
394:	learn: 0.2690206	total: 506ms	remaining: 774ms
395:	learn: 0.2682137	total: 507ms	remaining: 773ms
396:	learn: 0.2679052	total: 508ms	remaining: 771ms
397:	learn: 0.2676173	total: 509ms	remaining: 770ms
398:	learn: 0.2673357	total: 510ms	remaining: 769ms
399:	learn: 0.2671479	total: 511ms	remaining: 767ms
400:	learn: 0.2667010	total: 513ms	remaining: 766ms
401:	learn: 0.2666210	total: 514ms	remaining: 764ms
402:	learn: 0.2661113	total: 515ms	remaining: 762ms
403:	learn: 0.2658549	total: 516ms	remaining: 761ms
404:	learn: 0.2657179	total: 517ms	remaining: 759ms
405:	learn: 0.2654202	total: 518ms	remaining: 758ms
406:	learn: 0.2652893	total: 519ms	remaining: 756ms
407:	learn: 0.2651627	total: 520ms	remaining: 754ms
408:	learn: 0.2650837	total: 521ms	remaining: 753ms
409:	learn: 0.2647903	total: 523ms	remaining: 752ms
410:	learn: 0.2645268	total: 524ms	remaining: 751ms
411:	learn: 0.2644489	total: 525ms	remaining: 750ms
412:	learn: 0.2641651	total: 527ms	remaining: 748ms
413:	learn: 0.2639003	total: 528ms	remaining: 747ms
414:	learn: 0.2637477	total: 529ms	remaining: 746ms
415:	learn: 0.2636657	total: 530ms	remaining: 745ms
416:	learn: 0.2635401	total: 532ms	remaining: 743ms
417:	learn: 0.2630335	total: 533ms	remaining: 741ms
418:	learn: 0.2628691	total: 534ms	remaining: 740ms
419:	learn: 0.2627931	total: 535ms	remaining: 739ms
420:	learn: 0.2627176	total: 536ms	remaining: 738ms
421:	learn: 0.2625946	total: 537ms	remaining: 736ms
422:	learn: 0.2625196	total: 538ms	remaining: 734ms
423:	learn: 0.2623794	total: 539ms	remaining: 733ms
424:	learn: 0.2622332	total: 540ms	remaining: 731ms
425:	learn: 0.2621004	total: 541ms	remaining: 730ms
426:	learn: 0.2619696	total: 542ms	remaining: 728ms
427:	learn: 0.2616914	total: 544ms	remaining: 726ms
428:	learn: 0.2614972	total: 545ms	remaining: 725ms
429:	learn: 0.2613710	total: 546ms	remaining: 723ms
430:	learn: 0.2610965	total: 547ms	remaining: 722ms
431:	learn: 0.2609726	total: 548ms	remaining: 720ms
432:	learn: 0.2604691	total: 549ms	remaining: 719ms
433:	learn: 0.2600977	total: 550ms	remaining: 717ms
434:	learn: 0.2600248	total: 552ms	remaining: 717ms
435:	learn: 0.2597543	total: 555ms	remaining: 717ms
436:	learn: 0.2596847	total: 556ms	remaining: 716ms
437:	learn: 0.2591894	total: 558ms	remaining: 716ms
438:	learn: 0.2591176	total: 561ms	remaining: 717ms
439:	learn: 0.2586371	total: 562ms	remaining: 715ms
440:	learn: 0.2585659	total: 563ms	remaining: 714ms
441:	learn: 0.2584950	total: 564ms	remaining: 712ms
442:	learn: 0.2584246	total: 566ms	remaining: 711ms
443:	learn: 0.2581771	total: 567ms	remaining: 710ms
444:	learn: 0.2579978	total: 568ms	remaining: 708ms
445:	learn: 0.2579282	total: 569ms	remaining: 707ms
446:	learn: 0.2575653	total: 570ms	remaining: 705ms
447:	learn: 0.2573452	total: 571ms	remaining: 704ms
448:	learn: 0.2568747	total: 573ms	remaining: 703ms
449:	learn: 0.2568061	total: 574ms	remaining: 702ms
450:	learn: 0.2565451	total: 576ms	remaining: 701ms
451:	learn: 0.2557411	total: 577ms	remaining: 699ms
452:	learn: 0.2555125	total: 578ms	remaining: 698ms
453:	learn: 0.2553710	total: 579ms	remaining: 696ms
454:	learn: 0.2551272	total: 580ms	remaining: 695ms
455:	learn: 0.2550603	total: 582ms	remaining: 694ms
456:	learn: 0.2544119	total: 583ms	remaining: 692ms
457:	learn: 0.2543479	total: 584ms	remaining: 691ms
458:	learn: 0.2542817	total: 585ms	remaining: 690ms
459:	learn: 0.2537149	total: 587ms	remaining: 689ms
460:	learn: 0.2534634	total: 588ms	remaining: 688ms
461:	learn: 0.2532335	total: 589ms	remaining: 686ms
462:	learn: 0.2531179	total: 591ms	remaining: 685ms
463:	learn: 0.2528552	total: 592ms	remaining: 684ms
464:	learn: 0.2524781	total: 593ms	remaining: 682ms
465:	learn: 0.2524135	total: 594ms	remaining: 681ms
466:	learn: 0.2519663	total: 595ms	remaining: 680ms
467:	learn: 0.2515031	total: 597ms	remaining: 678ms
468:	learn: 0.2512440	total: 598ms	remaining: 677ms
469:	learn: 0.2511262	total: 599ms	remaining: 675ms
470:	learn: 0.2508825	total: 600ms	remaining: 674ms
471:	learn: 0.2503316	total: 602ms	remaining: 674ms
472:	learn: 0.2502681	total: 603ms	remaining: 672ms
473:	learn: 0.2498609	total: 604ms	remaining: 671ms
474:	learn: 0.2494509	total: 605ms	remaining: 669ms
475:	learn: 0.2490473	total: 607ms	remaining: 668ms
476:	learn: 0.2489840	total: 608ms	remaining: 666ms
477:	learn: 0.2486821	total: 609ms	remaining: 665ms
478:	learn: 0.2485399	total: 610ms	remaining: 663ms
479:	learn: 0.2484173	total: 611ms	remaining: 662ms
480:	learn: 0.2483548	total: 613ms	remaining: 661ms
481:	learn: 0.2481156	total: 614ms	remaining: 660ms
482:	learn: 0.2479199	total: 615ms	remaining: 658ms
483:	learn: 0.2476691	total: 616ms	remaining: 657ms
484:	learn: 0.2475494	total: 618ms	remaining: 656ms
485:	learn: 0.2474015	total: 619ms	remaining: 655ms
486:	learn: 0.2471683	total: 621ms	remaining: 654ms
487:	learn: 0.2465563	total: 622ms	remaining: 653ms
488:	learn: 0.2461258	total: 623ms	remaining: 651ms
489:	learn: 0.2458802	total: 624ms	remaining: 649ms
490:	learn: 0.2457708	total: 626ms	remaining: 649ms
491:	learn: 0.2455268	total: 627ms	remaining: 647ms
492:	learn: 0.2452379	total: 628ms	remaining: 646ms
493:	learn: 0.2450024	total: 629ms	remaining: 644ms
494:	learn: 0.2446863	total: 630ms	remaining: 643ms
495:	learn: 0.2440297	total: 631ms	remaining: 641ms
496:	learn: 0.2438231	total: 632ms	remaining: 640ms
497:	learn: 0.2437641	total: 633ms	remaining: 638ms
498:	learn: 0.2436542	total: 634ms	remaining: 637ms
499:	learn: 0.2433401	total: 635ms	remaining: 635ms
500:	learn: 0.2431381	total: 636ms	remaining: 634ms
501:	learn: 0.2429600	total: 638ms	remaining: 633ms
502:	learn: 0.2428334	total: 639ms	remaining: 632ms
503:	learn: 0.2422112	total: 641ms	remaining: 630ms
504:	learn: 0.2420031	total: 642ms	remaining: 629ms
505:	learn: 0.2419465	total: 643ms	remaining: 628ms
506:	learn: 0.2419151	total: 644ms	remaining: 627ms
507:	learn: 0.2412455	total: 646ms	remaining: 625ms
508:	learn: 0.2406694	total: 647ms	remaining: 624ms
509:	learn: 0.2402955	total: 648ms	remaining: 623ms
510:	learn: 0.2400778	total: 649ms	remaining: 621ms
511:	learn: 0.2393216	total: 651ms	remaining: 621ms
512:	learn: 0.2392646	total: 653ms	remaining: 619ms
513:	learn: 0.2392078	total: 654ms	remaining: 618ms
514:	learn: 0.2386487	total: 655ms	remaining: 617ms
515:	learn: 0.2380418	total: 656ms	remaining: 615ms
516:	learn: 0.2378305	total: 657ms	remaining: 614ms
517:	learn: 0.2376400	total: 658ms	remaining: 612ms
518:	learn: 0.2374552	total: 659ms	remaining: 611ms
519:	learn: 0.2370605	total: 660ms	remaining: 610ms
520:	learn: 0.2370089	total: 661ms	remaining: 608ms
521:	learn: 0.2367859	total: 662ms	remaining: 607ms
522:	learn: 0.2362967	total: 664ms	remaining: 606ms
523:	learn: 0.2360995	total: 665ms	remaining: 604ms
524:	learn: 0.2358942	total: 666ms	remaining: 603ms
525:	learn: 0.2357769	total: 667ms	remaining: 601ms
526:	learn: 0.2356713	total: 668ms	remaining: 600ms
527:	learn: 0.2356168	total: 669ms	remaining: 598ms
528:	learn: 0.2355625	total: 670ms	remaining: 597ms
529:	learn: 0.2351966	total: 671ms	remaining: 595ms
530:	learn: 0.2348255	total: 672ms	remaining: 594ms
531:	learn: 0.2343036	total: 673ms	remaining: 592ms
532:	learn: 0.2338933	total: 675ms	remaining: 591ms
533:	learn: 0.2336920	total: 676ms	remaining: 590ms
534:	learn: 0.2331112	total: 677ms	remaining: 589ms
535:	learn: 0.2324604	total: 678ms	remaining: 587ms
536:	learn: 0.2322004	total: 679ms	remaining: 586ms
537:	learn: 0.2318689	total: 681ms	remaining: 585ms
538:	learn: 0.2318152	total: 682ms	remaining: 583ms
539:	learn: 0.2315102	total: 683ms	remaining: 582ms
540:	learn: 0.2309981	total: 684ms	remaining: 580ms
541:	learn: 0.2308014	total: 685ms	remaining: 579ms
542:	learn: 0.2307486	total: 686ms	remaining: 578ms
543:	learn: 0.2306961	total: 687ms	remaining: 576ms
544:	learn: 0.2301075	total: 688ms	remaining: 575ms
545:	learn: 0.2300552	total: 690ms	remaining: 574ms
546:	learn: 0.2297343	total: 691ms	remaining: 572ms
547:	learn: 0.2293368	total: 692ms	remaining: 571ms
548:	learn: 0.2291393	total: 693ms	remaining: 569ms
549:	learn: 0.2290874	total: 694ms	remaining: 568ms
550:	learn: 0.2290042	total: 695ms	remaining: 566ms
551:	learn: 0.2288205	total: 696ms	remaining: 565ms
552:	learn: 0.2286304	total: 698ms	remaining: 564ms
553:	learn: 0.2284175	total: 699ms	remaining: 563ms
554:	learn: 0.2279089	total: 700ms	remaining: 562ms
555:	learn: 0.2278322	total: 702ms	remaining: 561ms
556:	learn: 0.2276696	total: 704ms	remaining: 560ms
557:	learn: 0.2274788	total: 705ms	remaining: 558ms
558:	learn: 0.2274284	total: 706ms	remaining: 557ms
559:	learn: 0.2268356	total: 707ms	remaining: 556ms
560:	learn: 0.2264242	total: 708ms	remaining: 554ms
561:	learn: 0.2262833	total: 709ms	remaining: 553ms
562:	learn: 0.2257451	total: 711ms	remaining: 552ms
563:	learn: 0.2256598	total: 713ms	remaining: 551ms
564:	learn: 0.2250721	total: 716ms	remaining: 551ms
565:	learn: 0.2247152	total: 718ms	remaining: 550ms
566:	learn: 0.2245170	total: 720ms	remaining: 550ms
567:	learn: 0.2243487	total: 721ms	remaining: 549ms
568:	learn: 0.2237125	total: 722ms	remaining: 547ms
569:	learn: 0.2236621	total: 724ms	remaining: 546ms
570:	learn: 0.2236125	total: 725ms	remaining: 544ms
571:	learn: 0.2234447	total: 726ms	remaining: 543ms
572:	learn: 0.2233564	total: 727ms	remaining: 542ms
573:	learn: 0.2233070	total: 728ms	remaining: 540ms
574:	learn: 0.2232579	total: 730ms	remaining: 539ms
575:	learn: 0.2231609	total: 731ms	remaining: 538ms
576:	learn: 0.2230231	total: 732ms	remaining: 537ms
577:	learn: 0.2228432	total: 733ms	remaining: 535ms
578:	learn: 0.2226587	total: 734ms	remaining: 534ms
579:	learn: 0.2225854	total: 736ms	remaining: 533ms
580:	learn: 0.2220428	total: 737ms	remaining: 531ms
581:	learn: 0.2219945	total: 738ms	remaining: 530ms
582:	learn: 0.2216202	total: 739ms	remaining: 529ms
583:	learn: 0.2213156	total: 741ms	remaining: 528ms
584:	learn: 0.2212443	total: 743ms	remaining: 527ms
585:	learn: 0.2209685	total: 744ms	remaining: 526ms
586:	learn: 0.2209214	total: 745ms	remaining: 524ms
587:	learn: 0.2208750	total: 746ms	remaining: 523ms
588:	learn: 0.2207032	total: 748ms	remaining: 522ms
589:	learn: 0.2202326	total: 750ms	remaining: 521ms
590:	learn: 0.2198821	total: 751ms	remaining: 519ms
591:	learn: 0.2194603	total: 752ms	remaining: 518ms
592:	learn: 0.2194138	total: 753ms	remaining: 517ms
593:	learn: 0.2193350	total: 754ms	remaining: 515ms
594:	learn: 0.2190011	total: 755ms	remaining: 514ms
595:	learn: 0.2188207	total: 756ms	remaining: 513ms
596:	learn: 0.2185184	total: 757ms	remaining: 511ms
597:	learn: 0.2184727	total: 758ms	remaining: 510ms
598:	learn: 0.2177985	total: 759ms	remaining: 508ms
599:	learn: 0.2174462	total: 760ms	remaining: 507ms
600:	learn: 0.2173369	total: 762ms	remaining: 506ms
601:	learn: 0.2170295	total: 763ms	remaining: 504ms
602:	learn: 0.2168653	total: 764ms	remaining: 503ms
603:	learn: 0.2168199	total: 765ms	remaining: 501ms
604:	learn: 0.2163591	total: 767ms	remaining: 501ms
605:	learn: 0.2156446	total: 768ms	remaining: 499ms
606:	learn: 0.2151049	total: 769ms	remaining: 498ms
607:	learn: 0.2150597	total: 771ms	remaining: 497ms
608:	learn: 0.2149596	total: 772ms	remaining: 496ms
609:	learn: 0.2149148	total: 773ms	remaining: 494ms
610:	learn: 0.2144791	total: 774ms	remaining: 493ms
611:	learn: 0.2142298	total: 775ms	remaining: 491ms
612:	learn: 0.2140489	total: 776ms	remaining: 490ms
613:	learn: 0.2134306	total: 777ms	remaining: 488ms
614:	learn: 0.2132725	total: 778ms	remaining: 487ms
615:	learn: 0.2131247	total: 780ms	remaining: 486ms
616:	learn: 0.2127146	total: 781ms	remaining: 485ms
617:	learn: 0.2123486	total: 782ms	remaining: 483ms
618:	learn: 0.2118583	total: 783ms	remaining: 482ms
619:	learn: 0.2118142	total: 784ms	remaining: 480ms
620:	learn: 0.2115115	total: 785ms	remaining: 479ms
621:	learn: 0.2113163	total: 786ms	remaining: 478ms
622:	learn: 0.2110740	total: 787ms	remaining: 476ms
623:	learn: 0.2107893	total: 788ms	remaining: 475ms
624:	learn: 0.2105338	total: 789ms	remaining: 473ms
625:	learn: 0.2104907	total: 790ms	remaining: 472ms
626:	learn: 0.2102318	total: 791ms	remaining: 471ms
627:	learn: 0.2099543	total: 793ms	remaining: 470ms
628:	learn: 0.2097821	total: 794ms	remaining: 468ms
629:	learn: 0.2096423	total: 795ms	remaining: 467ms
630:	learn: 0.2092154	total: 796ms	remaining: 466ms
631:	learn: 0.2091241	total: 797ms	remaining: 464ms
632:	learn: 0.2087475	total: 798ms	remaining: 463ms
633:	learn: 0.2085048	total: 799ms	remaining: 461ms
634:	learn: 0.2082241	total: 800ms	remaining: 460ms
635:	learn: 0.2080850	total: 801ms	remaining: 459ms
636:	learn: 0.2079359	total: 802ms	remaining: 457ms
637:	learn: 0.2077467	total: 804ms	remaining: 456ms
638:	learn: 0.2076100	total: 805ms	remaining: 455ms
639:	learn: 0.2070934	total: 806ms	remaining: 454ms
640:	learn: 0.2067966	total: 807ms	remaining: 452ms
641:	learn: 0.2065730	total: 808ms	remaining: 451ms
642:	learn: 0.2065316	total: 809ms	remaining: 449ms
643:	learn: 0.2064601	total: 811ms	remaining: 448ms
644:	learn: 0.2061323	total: 812ms	remaining: 447ms
645:	learn: 0.2055940	total: 813ms	remaining: 446ms
646:	learn: 0.2054369	total: 814ms	remaining: 444ms
647:	learn: 0.2053020	total: 816ms	remaining: 443ms
648:	learn: 0.2052609	total: 817ms	remaining: 442ms
649:	learn: 0.2051978	total: 818ms	remaining: 441ms
650:	learn: 0.2047550	total: 820ms	remaining: 439ms
651:	learn: 0.2046533	total: 821ms	remaining: 438ms
652:	learn: 0.2046202	total: 822ms	remaining: 437ms
653:	learn: 0.2041285	total: 823ms	remaining: 435ms
654:	learn: 0.2036657	total: 824ms	remaining: 434ms
655:	learn: 0.2034179	total: 825ms	remaining: 432ms
656:	learn: 0.2032621	total: 826ms	remaining: 431ms
657:	learn: 0.2029861	total: 827ms	remaining: 430ms
658:	learn: 0.2029156	total: 828ms	remaining: 428ms
659:	learn: 0.2027624	total: 829ms	remaining: 427ms
660:	learn: 0.2022436	total: 831ms	remaining: 426ms
661:	learn: 0.2022029	total: 832ms	remaining: 425ms
662:	learn: 0.2019514	total: 833ms	remaining: 423ms
663:	learn: 0.2015313	total: 834ms	remaining: 422ms
664:	learn: 0.2014953	total: 835ms	remaining: 421ms
665:	learn: 0.2014551	total: 836ms	remaining: 419ms
666:	learn: 0.2011635	total: 837ms	remaining: 418ms
667:	learn: 0.2008448	total: 838ms	remaining: 417ms
668:	learn: 0.2005915	total: 840ms	remaining: 415ms
669:	learn: 0.2005341	total: 841ms	remaining: 414ms
670:	learn: 0.1999700	total: 844ms	remaining: 414ms
671:	learn: 0.1996181	total: 846ms	remaining: 413ms
672:	learn: 0.1993692	total: 847ms	remaining: 412ms
673:	learn: 0.1989127	total: 848ms	remaining: 410ms
674:	learn: 0.1988743	total: 850ms	remaining: 409ms
675:	learn: 0.1983627	total: 851ms	remaining: 408ms
676:	learn: 0.1983238	total: 852ms	remaining: 406ms
677:	learn: 0.1982851	total: 853ms	remaining: 405ms
678:	learn: 0.1981584	total: 854ms	remaining: 404ms
679:	learn: 0.1980913	total: 856ms	remaining: 403ms
680:	learn: 0.1976034	total: 857ms	remaining: 402ms
681:	learn: 0.1971579	total: 859ms	remaining: 400ms
682:	learn: 0.1970142	total: 860ms	remaining: 399ms
683:	learn: 0.1969238	total: 861ms	remaining: 398ms
684:	learn: 0.1968596	total: 862ms	remaining: 396ms
685:	learn: 0.1966297	total: 863ms	remaining: 395ms
686:	learn: 0.1964385	total: 865ms	remaining: 394ms
687:	learn: 0.1962867	total: 866ms	remaining: 393ms
688:	learn: 0.1961656	total: 868ms	remaining: 392ms
689:	learn: 0.1958549	total: 869ms	remaining: 390ms
690:	learn: 0.1956209	total: 871ms	remaining: 389ms
691:	learn: 0.1954712	total: 872ms	remaining: 388ms
692:	learn: 0.1954079	total: 873ms	remaining: 387ms
693:	learn: 0.1951440	total: 874ms	remaining: 385ms
694:	learn: 0.1949191	total: 875ms	remaining: 384ms
695:	learn: 0.1947652	total: 877ms	remaining: 383ms
696:	learn: 0.1947285	total: 879ms	remaining: 382ms
697:	learn: 0.1945835	total: 880ms	remaining: 381ms
698:	learn: 0.1943681	total: 882ms	remaining: 380ms
699:	learn: 0.1938894	total: 883ms	remaining: 379ms
700:	learn: 0.1938539	total: 885ms	remaining: 377ms
701:	learn: 0.1938178	total: 886ms	remaining: 376ms
702:	learn: 0.1937377	total: 887ms	remaining: 375ms
703:	learn: 0.1937019	total: 888ms	remaining: 374ms
704:	learn: 0.1935832	total: 890ms	remaining: 373ms
705:	learn: 0.1930888	total: 892ms	remaining: 371ms
706:	learn: 0.1929372	total: 893ms	remaining: 370ms
707:	learn: 0.1929017	total: 894ms	remaining: 369ms
708:	learn: 0.1927853	total: 895ms	remaining: 367ms
709:	learn: 0.1927503	total: 898ms	remaining: 367ms
710:	learn: 0.1926355	total: 899ms	remaining: 365ms
711:	learn: 0.1923243	total: 900ms	remaining: 364ms
712:	learn: 0.1922897	total: 901ms	remaining: 363ms
713:	learn: 0.1922553	total: 902ms	remaining: 361ms
714:	learn: 0.1920561	total: 903ms	remaining: 360ms
715:	learn: 0.1918717	total: 904ms	remaining: 359ms
716:	learn: 0.1915982	total: 905ms	remaining: 357ms
717:	learn: 0.1914418	total: 906ms	remaining: 356ms
718:	learn: 0.1914081	total: 907ms	remaining: 355ms
719:	learn: 0.1911103	total: 908ms	remaining: 353ms
720:	learn: 0.1910769	total: 910ms	remaining: 352ms
721:	learn: 0.1909682	total: 911ms	remaining: 351ms
722:	learn: 0.1904212	total: 913ms	remaining: 350ms
723:	learn: 0.1902158	total: 914ms	remaining: 348ms
724:	learn: 0.1901806	total: 915ms	remaining: 347ms
725:	learn: 0.1898139	total: 916ms	remaining: 346ms
726:	learn: 0.1896723	total: 917ms	remaining: 344ms
727:	learn: 0.1894163	total: 918ms	remaining: 343ms
728:	learn: 0.1893828	total: 919ms	remaining: 342ms
729:	learn: 0.1889199	total: 920ms	remaining: 340ms
730:	learn: 0.1885319	total: 921ms	remaining: 339ms
731:	learn: 0.1884985	total: 923ms	remaining: 338ms
732:	learn: 0.1883787	total: 924ms	remaining: 336ms
733:	learn: 0.1879817	total: 925ms	remaining: 335ms
734:	learn: 0.1878766	total: 926ms	remaining: 334ms
735:	learn: 0.1876451	total: 927ms	remaining: 332ms
736:	learn: 0.1874406	total: 928ms	remaining: 331ms
737:	learn: 0.1873976	total: 929ms	remaining: 330ms
738:	learn: 0.1872639	total: 930ms	remaining: 328ms
739:	learn: 0.1870587	total: 931ms	remaining: 327ms
740:	learn: 0.1868272	total: 932ms	remaining: 326ms
741:	learn: 0.1866001	total: 933ms	remaining: 324ms
742:	learn: 0.1865676	total: 934ms	remaining: 323ms
743:	learn: 0.1864917	total: 935ms	remaining: 322ms
744:	learn: 0.1864520	total: 936ms	remaining: 321ms
745:	learn: 0.1863950	total: 938ms	remaining: 319ms
746:	learn: 0.1863233	total: 939ms	remaining: 318ms
747:	learn: 0.1861224	total: 940ms	remaining: 317ms
748:	learn: 0.1860486	total: 942ms	remaining: 316ms
749:	learn: 0.1857410	total: 943ms	remaining: 314ms
750:	learn: 0.1855175	total: 944ms	remaining: 313ms
751:	learn: 0.1853746	total: 945ms	remaining: 312ms
752:	learn: 0.1853225	total: 946ms	remaining: 310ms
753:	learn: 0.1852012	total: 948ms	remaining: 309ms
754:	learn: 0.1850214	total: 949ms	remaining: 308ms
755:	learn: 0.1848891	total: 950ms	remaining: 307ms
756:	learn: 0.1844086	total: 951ms	remaining: 305ms
757:	learn: 0.1841988	total: 952ms	remaining: 304ms
758:	learn: 0.1841673	total: 953ms	remaining: 303ms
759:	learn: 0.1837872	total: 954ms	remaining: 301ms
760:	learn: 0.1834969	total: 955ms	remaining: 300ms
761:	learn: 0.1831090	total: 956ms	remaining: 299ms
762:	learn: 0.1828986	total: 957ms	remaining: 297ms
763:	learn: 0.1827193	total: 958ms	remaining: 296ms
764:	learn: 0.1822623	total: 959ms	remaining: 295ms
765:	learn: 0.1822090	total: 961ms	remaining: 294ms
766:	learn: 0.1820368	total: 962ms	remaining: 292ms
767:	learn: 0.1818343	total: 963ms	remaining: 291ms
768:	learn: 0.1815994	total: 964ms	remaining: 290ms
769:	learn: 0.1811600	total: 965ms	remaining: 288ms
770:	learn: 0.1810183	total: 967ms	remaining: 287ms
771:	learn: 0.1807624	total: 968ms	remaining: 286ms
772:	learn: 0.1805201	total: 969ms	remaining: 284ms
773:	learn: 0.1802960	total: 970ms	remaining: 283ms
774:	learn: 0.1801814	total: 971ms	remaining: 282ms
775:	learn: 0.1799843	total: 972ms	remaining: 280ms
776:	learn: 0.1796410	total: 973ms	remaining: 279ms
777:	learn: 0.1795159	total: 974ms	remaining: 278ms
778:	learn: 0.1792638	total: 975ms	remaining: 277ms
779:	learn: 0.1791970	total: 976ms	remaining: 275ms
780:	learn: 0.1789603	total: 977ms	remaining: 274ms
781:	learn: 0.1786791	total: 978ms	remaining: 273ms
782:	learn: 0.1782861	total: 980ms	remaining: 271ms
783:	learn: 0.1781775	total: 981ms	remaining: 270ms
784:	learn: 0.1781402	total: 982ms	remaining: 269ms
785:	learn: 0.1780335	total: 983ms	remaining: 268ms
786:	learn: 0.1778721	total: 984ms	remaining: 266ms
787:	learn: 0.1774222	total: 986ms	remaining: 265ms
788:	learn: 0.1772971	total: 987ms	remaining: 264ms
789:	learn: 0.1771935	total: 989ms	remaining: 263ms
790:	learn: 0.1768880	total: 990ms	remaining: 262ms
791:	learn: 0.1764457	total: 991ms	remaining: 260ms
792:	learn: 0.1760420	total: 992ms	remaining: 259ms
793:	learn: 0.1757573	total: 993ms	remaining: 258ms
794:	learn: 0.1756252	total: 995ms	remaining: 256ms
795:	learn: 0.1755943	total: 996ms	remaining: 255ms
796:	learn: 0.1754516	total: 997ms	remaining: 254ms
797:	learn: 0.1753333	total: 998ms	remaining: 253ms
798:	learn: 0.1751424	total: 1000ms	remaining: 251ms
799:	learn: 0.1749563	total: 1s	remaining: 250ms
800:	learn: 0.1745575	total: 1s	remaining: 249ms
801:	learn: 0.1743665	total: 1s	remaining: 248ms
802:	learn: 0.1742143	total: 1s	remaining: 246ms
803:	learn: 0.1740605	total: 1s	remaining: 245ms
804:	learn: 0.1738567	total: 1.01s	remaining: 244ms
805:	learn: 0.1735639	total: 1.01s	remaining: 243ms
806:	learn: 0.1731371	total: 1.01s	remaining: 241ms
807:	learn: 0.1729521	total: 1.01s	remaining: 240ms
808:	learn: 0.1725563	total: 1.01s	remaining: 239ms
809:	learn: 0.1722729	total: 1.01s	remaining: 238ms
810:	learn: 0.1720644	total: 1.01s	remaining: 237ms
811:	learn: 0.1718432	total: 1.02s	remaining: 235ms
812:	learn: 0.1717280	total: 1.02s	remaining: 234ms
813:	learn: 0.1716788	total: 1.02s	remaining: 233ms
814:	learn: 0.1715453	total: 1.02s	remaining: 231ms
815:	learn: 0.1714301	total: 1.02s	remaining: 230ms
816:	learn: 0.1710166	total: 1.02s	remaining: 229ms
817:	learn: 0.1708836	total: 1.02s	remaining: 228ms
818:	learn: 0.1708373	total: 1.02s	remaining: 226ms
819:	learn: 0.1706943	total: 1.03s	remaining: 225ms
820:	learn: 0.1702365	total: 1.03s	remaining: 224ms
821:	learn: 0.1699135	total: 1.03s	remaining: 223ms
822:	learn: 0.1697771	total: 1.03s	remaining: 222ms
823:	learn: 0.1695915	total: 1.03s	remaining: 220ms
824:	learn: 0.1691676	total: 1.03s	remaining: 219ms
825:	learn: 0.1690060	total: 1.03s	remaining: 218ms
826:	learn: 0.1688805	total: 1.03s	remaining: 217ms
827:	learn: 0.1685219	total: 1.04s	remaining: 216ms
828:	learn: 0.1684316	total: 1.04s	remaining: 214ms
829:	learn: 0.1683055	total: 1.04s	remaining: 213ms
830:	learn: 0.1680860	total: 1.04s	remaining: 212ms
831:	learn: 0.1679136	total: 1.04s	remaining: 211ms
832:	learn: 0.1675671	total: 1.04s	remaining: 209ms
833:	learn: 0.1673856	total: 1.04s	remaining: 208ms
834:	learn: 0.1670143	total: 1.05s	remaining: 207ms
835:	learn: 0.1668562	total: 1.05s	remaining: 205ms
836:	learn: 0.1667354	total: 1.05s	remaining: 204ms
837:	learn: 0.1666336	total: 1.05s	remaining: 203ms
838:	learn: 0.1665907	total: 1.05s	remaining: 202ms
839:	learn: 0.1664117	total: 1.05s	remaining: 200ms
840:	learn: 0.1662807	total: 1.05s	remaining: 199ms
841:	learn: 0.1659682	total: 1.05s	remaining: 198ms
842:	learn: 0.1657536	total: 1.05s	remaining: 197ms
843:	learn: 0.1655055	total: 1.06s	remaining: 195ms
844:	learn: 0.1651172	total: 1.06s	remaining: 194ms
845:	learn: 0.1647415	total: 1.06s	remaining: 193ms
846:	learn: 0.1646750	total: 1.06s	remaining: 191ms
847:	learn: 0.1646468	total: 1.06s	remaining: 190ms
848:	learn: 0.1644665	total: 1.06s	remaining: 189ms
849:	learn: 0.1640610	total: 1.06s	remaining: 188ms
850:	learn: 0.1639997	total: 1.06s	remaining: 186ms
851:	learn: 0.1639507	total: 1.07s	remaining: 185ms
852:	learn: 0.1636993	total: 1.07s	remaining: 184ms
853:	learn: 0.1635346	total: 1.07s	remaining: 183ms
854:	learn: 0.1631659	total: 1.07s	remaining: 181ms
855:	learn: 0.1630385	total: 1.07s	remaining: 180ms
856:	learn: 0.1628808	total: 1.07s	remaining: 179ms
857:	learn: 0.1626980	total: 1.07s	remaining: 178ms
858:	learn: 0.1625657	total: 1.07s	remaining: 176ms
859:	learn: 0.1625384	total: 1.07s	remaining: 175ms
860:	learn: 0.1624435	total: 1.07s	remaining: 174ms
861:	learn: 0.1624232	total: 1.08s	remaining: 172ms
862:	learn: 0.1620242	total: 1.08s	remaining: 171ms
863:	learn: 0.1619176	total: 1.08s	remaining: 170ms
864:	learn: 0.1617782	total: 1.08s	remaining: 169ms
865:	learn: 0.1617374	total: 1.08s	remaining: 167ms
866:	learn: 0.1613945	total: 1.08s	remaining: 166ms
867:	learn: 0.1613464	total: 1.08s	remaining: 165ms
868:	learn: 0.1611663	total: 1.08s	remaining: 164ms
869:	learn: 0.1610609	total: 1.08s	remaining: 162ms
870:	learn: 0.1608966	total: 1.09s	remaining: 161ms
871:	learn: 0.1605206	total: 1.09s	remaining: 160ms
872:	learn: 0.1602889	total: 1.09s	remaining: 158ms
873:	learn: 0.1601320	total: 1.09s	remaining: 157ms
874:	learn: 0.1600175	total: 1.09s	remaining: 156ms
875:	learn: 0.1598338	total: 1.09s	remaining: 155ms
876:	learn: 0.1597552	total: 1.09s	remaining: 154ms
877:	learn: 0.1597287	total: 1.09s	remaining: 152ms
878:	learn: 0.1593153	total: 1.1s	remaining: 151ms
879:	learn: 0.1592030	total: 1.1s	remaining: 150ms
880:	learn: 0.1591616	total: 1.1s	remaining: 148ms
881:	learn: 0.1590412	total: 1.1s	remaining: 147ms
882:	learn: 0.1587756	total: 1.1s	remaining: 146ms
883:	learn: 0.1587335	total: 1.1s	remaining: 145ms
884:	learn: 0.1585669	total: 1.1s	remaining: 143ms
885:	learn: 0.1582324	total: 1.1s	remaining: 142ms
886:	learn: 0.1580429	total: 1.11s	remaining: 141ms
887:	learn: 0.1576386	total: 1.11s	remaining: 140ms
888:	learn: 0.1574007	total: 1.11s	remaining: 138ms
889:	learn: 0.1573752	total: 1.11s	remaining: 137ms
890:	learn: 0.1570043	total: 1.11s	remaining: 136ms
891:	learn: 0.1568068	total: 1.11s	remaining: 135ms
892:	learn: 0.1566587	total: 1.11s	remaining: 133ms
893:	learn: 0.1565714	total: 1.11s	remaining: 132ms
894:	learn: 0.1565461	total: 1.11s	remaining: 131ms
895:	learn: 0.1563023	total: 1.12s	remaining: 130ms
896:	learn: 0.1561522	total: 1.12s	remaining: 128ms
897:	learn: 0.1561271	total: 1.12s	remaining: 127ms
898:	learn: 0.1559954	total: 1.12s	remaining: 126ms
899:	learn: 0.1557266	total: 1.12s	remaining: 125ms
900:	learn: 0.1555109	total: 1.12s	remaining: 123ms
901:	learn: 0.1554707	total: 1.12s	remaining: 122ms
902:	learn: 0.1554464	total: 1.12s	remaining: 121ms
903:	learn: 0.1552971	total: 1.13s	remaining: 119ms
904:	learn: 0.1549568	total: 1.13s	remaining: 118ms
905:	learn: 0.1546601	total: 1.13s	remaining: 117ms
906:	learn: 0.1545682	total: 1.13s	remaining: 116ms
907:	learn: 0.1544170	total: 1.13s	remaining: 114ms
908:	learn: 0.1543119	total: 1.13s	remaining: 113ms
909:	learn: 0.1540347	total: 1.13s	remaining: 112ms
910:	learn: 0.1539925	total: 1.13s	remaining: 111ms
911:	learn: 0.1539686	total: 1.14s	remaining: 110ms
912:	learn: 0.1539449	total: 1.14s	remaining: 108ms
913:	learn: 0.1538595	total: 1.14s	remaining: 107ms
914:	learn: 0.1538356	total: 1.14s	remaining: 106ms
915:	learn: 0.1538043	total: 1.14s	remaining: 105ms
916:	learn: 0.1534630	total: 1.14s	remaining: 103ms
917:	learn: 0.1534320	total: 1.14s	remaining: 102ms
918:	learn: 0.1531924	total: 1.14s	remaining: 101ms
919:	learn: 0.1530067	total: 1.15s	remaining: 99.6ms
920:	learn: 0.1529186	total: 1.15s	remaining: 98.4ms
921:	learn: 0.1528331	total: 1.15s	remaining: 97.1ms
922:	learn: 0.1525892	total: 1.15s	remaining: 95.9ms
923:	learn: 0.1522035	total: 1.15s	remaining: 94.6ms
924:	learn: 0.1518675	total: 1.15s	remaining: 93.4ms
925:	learn: 0.1518373	total: 1.15s	remaining: 92.1ms
926:	learn: 0.1515208	total: 1.15s	remaining: 90.9ms
927:	learn: 0.1514245	total: 1.16s	remaining: 89.7ms
928:	learn: 0.1512984	total: 1.16s	remaining: 88.5ms
929:	learn: 0.1512022	total: 1.16s	remaining: 87.2ms
930:	learn: 0.1510245	total: 1.16s	remaining: 86ms
931:	learn: 0.1508777	total: 1.16s	remaining: 84.7ms
932:	learn: 0.1506754	total: 1.16s	remaining: 83.5ms
933:	learn: 0.1506516	total: 1.16s	remaining: 82.2ms
934:	learn: 0.1504753	total: 1.16s	remaining: 81ms
935:	learn: 0.1501271	total: 1.17s	remaining: 79.7ms
936:	learn: 0.1499055	total: 1.17s	remaining: 78.5ms
937:	learn: 0.1498836	total: 1.17s	remaining: 77.3ms
938:	learn: 0.1496629	total: 1.17s	remaining: 76ms
939:	learn: 0.1495124	total: 1.17s	remaining: 74.8ms
940:	learn: 0.1492901	total: 1.17s	remaining: 73.5ms
941:	learn: 0.1491361	total: 1.17s	remaining: 72.3ms
942:	learn: 0.1490886	total: 1.17s	remaining: 71ms
943:	learn: 0.1489007	total: 1.18s	remaining: 69.8ms
944:	learn: 0.1487067	total: 1.18s	remaining: 68.5ms
945:	learn: 0.1485540	total: 1.18s	remaining: 67.3ms
946:	learn: 0.1485317	total: 1.18s	remaining: 66ms
947:	learn: 0.1482687	total: 1.18s	remaining: 64.8ms
948:	learn: 0.1479726	total: 1.18s	remaining: 63.6ms
949:	learn: 0.1479391	total: 1.18s	remaining: 62.3ms
950:	learn: 0.1475518	total: 1.19s	remaining: 61.1ms
951:	learn: 0.1474175	total: 1.19s	remaining: 59.9ms
952:	learn: 0.1471549	total: 1.19s	remaining: 58.6ms
953:	learn: 0.1469119	total: 1.19s	remaining: 57.3ms
954:	learn: 0.1468895	total: 1.19s	remaining: 56.1ms
955:	learn: 0.1466834	total: 1.19s	remaining: 54.8ms
956:	learn: 0.1466461	total: 1.19s	remaining: 53.6ms
957:	learn: 0.1464213	total: 1.19s	remaining: 52.3ms
958:	learn: 0.1462757	total: 1.2s	remaining: 51.1ms
959:	learn: 0.1460966	total: 1.2s	remaining: 49.9ms
960:	learn: 0.1457901	total: 1.2s	remaining: 48.6ms
961:	learn: 0.1455337	total: 1.2s	remaining: 47.3ms
962:	learn: 0.1454442	total: 1.2s	remaining: 46.1ms
963:	learn: 0.1451027	total: 1.2s	remaining: 44.8ms
964:	learn: 0.1449593	total: 1.2s	remaining: 43.6ms
965:	learn: 0.1448257	total: 1.2s	remaining: 42.3ms
966:	learn: 0.1444728	total: 1.2s	remaining: 41.1ms
967:	learn: 0.1443325	total: 1.21s	remaining: 39.8ms
968:	learn: 0.1440365	total: 1.21s	remaining: 38.6ms
969:	learn: 0.1439825	total: 1.21s	remaining: 37.4ms
970:	learn: 0.1439459	total: 1.21s	remaining: 36.1ms
971:	learn: 0.1438176	total: 1.21s	remaining: 34.9ms
972:	learn: 0.1438014	total: 1.21s	remaining: 33.6ms
973:	learn: 0.1437835	total: 1.21s	remaining: 32.4ms
974:	learn: 0.1437124	total: 1.21s	remaining: 31.1ms
975:	learn: 0.1432948	total: 1.21s	remaining: 29.9ms
976:	learn: 0.1430806	total: 1.22s	remaining: 28.6ms
977:	learn: 0.1428275	total: 1.22s	remaining: 27.4ms
978:	learn: 0.1425814	total: 1.22s	remaining: 26.1ms
979:	learn: 0.1425653	total: 1.22s	remaining: 24.9ms
980:	learn: 0.1424291	total: 1.22s	remaining: 23.6ms
981:	learn: 0.1422992	total: 1.22s	remaining: 22.4ms
982:	learn: 0.1421236	total: 1.22s	remaining: 21.1ms
983:	learn: 0.1421003	total: 1.22s	remaining: 19.9ms
984:	learn: 0.1419020	total: 1.23s	remaining: 18.7ms
985:	learn: 0.1415587	total: 1.23s	remaining: 17.4ms
986:	learn: 0.1413180	total: 1.23s	remaining: 16.2ms
987:	learn: 0.1412606	total: 1.23s	remaining: 14.9ms
988:	learn: 0.1410394	total: 1.23s	remaining: 13.7ms
989:	learn: 0.1409251	total: 1.23s	remaining: 12.4ms
990:	learn: 0.1408818	total: 1.23s	remaining: 11.2ms
991:	learn: 0.1406952	total: 1.23s	remaining: 9.95ms
992:	learn: 0.1405196	total: 1.24s	remaining: 8.71ms
993:	learn: 0.1402833	total: 1.24s	remaining: 7.46ms
994:	learn: 0.1402569	total: 1.24s	remaining: 6.22ms
995:	learn: 0.1398476	total: 1.24s	remaining: 4.97ms
996:	learn: 0.1397817	total: 1.24s	remaining: 3.73ms
997:	learn: 0.1396280	total: 1.24s	remaining: 2.49ms
998:	learn: 0.1392986	total: 1.24s	remaining: 1.24ms
999:	learn: 0.1392562	total: 1.24s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=9, depth=4, total=   1.8s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=4 ......................
0:	learn: 0.8632899	total: 1.3ms	remaining: 1.3s
1:	learn: 0.8530855	total: 2.38ms	remaining: 1.19s
2:	learn: 0.8423065	total: 3.47ms	remaining: 1.15s
3:	learn: 0.8320994	total: 4.5ms	remaining: 1.12s
4:	learn: 0.8209290	total: 5.48ms	remaining: 1.09s
5:	learn: 0.8109878	total: 7.13ms	remaining: 1.18s
6:	learn: 0.8009741	total: 8.15ms	remaining: 1.16s
7:	learn: 0.7922519	total: 9.15ms	remaining: 1.14s
8:	learn: 0.7819133	total: 10.2ms	remaining: 1.12s
9:	learn: 0.7717659	total: 11.2ms	remaining: 1.11s
10:	learn: 0.7624223	total: 12.2ms	remaining: 1.1s
11:	learn: 0.7538051	total: 13.3ms	remaining: 1.1s
12:	learn: 0.7455598	total: 14.4ms	remaining: 1.09s
13:	learn: 0.7377449	total: 15.6ms	remaining: 1.1s
14:	learn: 0.7286259	total: 16.9ms	remaining: 1.11s
15:	learn: 0.7210975	total: 18.1ms	remaining: 1.11s
16:	learn: 0.7134374	total: 19.3ms	remaining: 1.11s
17:	learn: 0.7061265	total: 20.7ms	remaining: 1.13s
18:	learn: 0.7004915	total: 21.8ms	remaining: 1.12s
19:	learn: 0.6932372	total: 22.8ms	remaining: 1.12s
20:	learn: 0.6875571	total: 23.8ms	remaining: 1.11s
21:	learn: 0.6801177	total: 24.9ms	remaining: 1.11s
22:	learn: 0.6728856	total: 25.9ms	remaining: 1.1s
23:	learn: 0.6665001	total: 26.9ms	remaining: 1.09s
24:	learn: 0.6609298	total: 27.9ms	remaining: 1.09s
25:	learn: 0.6536769	total: 28.9ms	remaining: 1.08s
26:	learn: 0.6472241	total: 30ms	remaining: 1.08s
27:	learn: 0.6408172	total: 31ms	remaining: 1.08s
28:	learn: 0.6369038	total: 32ms	remaining: 1.07s
29:	learn: 0.6315162	total: 33.6ms	remaining: 1.08s
30:	learn: 0.6254741	total: 34.6ms	remaining: 1.08s
31:	learn: 0.6202954	total: 35.6ms	remaining: 1.08s
32:	learn: 0.6151756	total: 36.6ms	remaining: 1.07s
33:	learn: 0.6089886	total: 37.7ms	remaining: 1.07s
34:	learn: 0.6043013	total: 38.7ms	remaining: 1.07s
35:	learn: 0.6007318	total: 39.7ms	remaining: 1.06s
36:	learn: 0.5956510	total: 40.8ms	remaining: 1.06s
37:	learn: 0.5921582	total: 41.8ms	remaining: 1.06s
38:	learn: 0.5874433	total: 43ms	remaining: 1.06s
39:	learn: 0.5821466	total: 44.1ms	remaining: 1.06s
40:	learn: 0.5784793	total: 45.2ms	remaining: 1.06s
41:	learn: 0.5746621	total: 46.8ms	remaining: 1.07s
42:	learn: 0.5710692	total: 48ms	remaining: 1.07s
43:	learn: 0.5676151	total: 49.1ms	remaining: 1.07s
44:	learn: 0.5637278	total: 50.3ms	remaining: 1.07s
45:	learn: 0.5597139	total: 51.4ms	remaining: 1.06s
46:	learn: 0.5559176	total: 52.5ms	remaining: 1.06s
47:	learn: 0.5526438	total: 53.5ms	remaining: 1.06s
48:	learn: 0.5492706	total: 54.6ms	remaining: 1.06s
49:	learn: 0.5462244	total: 55.6ms	remaining: 1.06s
50:	learn: 0.5432148	total: 56.7ms	remaining: 1.05s
51:	learn: 0.5396353	total: 57.7ms	remaining: 1.05s
52:	learn: 0.5359348	total: 59.3ms	remaining: 1.06s
53:	learn: 0.5330943	total: 60.4ms	remaining: 1.06s
54:	learn: 0.5298392	total: 61.4ms	remaining: 1.05s
55:	learn: 0.5278504	total: 62.4ms	remaining: 1.05s
56:	learn: 0.5244152	total: 63.4ms	remaining: 1.05s
57:	learn: 0.5217154	total: 64.4ms	remaining: 1.05s
58:	learn: 0.5186222	total: 65.4ms	remaining: 1.04s
59:	learn: 0.5158993	total: 66.5ms	remaining: 1.04s
60:	learn: 0.5131583	total: 67.5ms	remaining: 1.04s
61:	learn: 0.5107192	total: 68.6ms	remaining: 1.04s
62:	learn: 0.5080113	total: 69.6ms	remaining: 1.03s
63:	learn: 0.5055481	total: 70.5ms	remaining: 1.03s
64:	learn: 0.5033751	total: 71.5ms	remaining: 1.03s
65:	learn: 0.5005060	total: 73.3ms	remaining: 1.04s
66:	learn: 0.4978469	total: 74.3ms	remaining: 1.03s
67:	learn: 0.4955219	total: 75.3ms	remaining: 1.03s
68:	learn: 0.4928381	total: 76.3ms	remaining: 1.03s
69:	learn: 0.4910170	total: 77.4ms	remaining: 1.03s
70:	learn: 0.4888054	total: 78.4ms	remaining: 1.03s
71:	learn: 0.4868248	total: 79.5ms	remaining: 1.02s
72:	learn: 0.4848590	total: 80.5ms	remaining: 1.02s
73:	learn: 0.4826158	total: 81.6ms	remaining: 1.02s
74:	learn: 0.4807028	total: 82.6ms	remaining: 1.02s
75:	learn: 0.4784568	total: 83.7ms	remaining: 1.02s
76:	learn: 0.4760921	total: 84.6ms	remaining: 1.01s
77:	learn: 0.4738067	total: 86.2ms	remaining: 1.02s
78:	learn: 0.4718162	total: 87.1ms	remaining: 1.01s
79:	learn: 0.4699904	total: 88ms	remaining: 1.01s
80:	learn: 0.4686364	total: 89ms	remaining: 1.01s
81:	learn: 0.4666390	total: 89.9ms	remaining: 1.01s
82:	learn: 0.4651886	total: 90.9ms	remaining: 1s
83:	learn: 0.4637103	total: 91.9ms	remaining: 1s
84:	learn: 0.4618990	total: 92.9ms	remaining: 1s
85:	learn: 0.4600509	total: 93.9ms	remaining: 998ms
86:	learn: 0.4583429	total: 94.9ms	remaining: 996ms
87:	learn: 0.4568941	total: 96ms	remaining: 995ms
88:	learn: 0.4556512	total: 97.2ms	remaining: 994ms
89:	learn: 0.4539406	total: 98.2ms	remaining: 993ms
90:	learn: 0.4526016	total: 99.3ms	remaining: 992ms
91:	learn: 0.4515047	total: 101ms	remaining: 994ms
92:	learn: 0.4503264	total: 102ms	remaining: 994ms
93:	learn: 0.4489277	total: 103ms	remaining: 993ms
94:	learn: 0.4477447	total: 104ms	remaining: 992ms
95:	learn: 0.4471416	total: 105ms	remaining: 991ms
96:	learn: 0.4456760	total: 106ms	remaining: 990ms
97:	learn: 0.4446592	total: 107ms	remaining: 989ms
98:	learn: 0.4429798	total: 109ms	remaining: 989ms
99:	learn: 0.4418017	total: 110ms	remaining: 988ms
100:	learn: 0.4402485	total: 111ms	remaining: 987ms
101:	learn: 0.4391395	total: 112ms	remaining: 986ms
102:	learn: 0.4381712	total: 114ms	remaining: 992ms
103:	learn: 0.4366308	total: 115ms	remaining: 991ms
104:	learn: 0.4357441	total: 116ms	remaining: 990ms
105:	learn: 0.4345305	total: 117ms	remaining: 989ms
106:	learn: 0.4333404	total: 119ms	remaining: 990ms
107:	learn: 0.4331097	total: 120ms	remaining: 991ms
108:	learn: 0.4326669	total: 121ms	remaining: 992ms
109:	learn: 0.4311415	total: 123ms	remaining: 992ms
110:	learn: 0.4301263	total: 124ms	remaining: 992ms
111:	learn: 0.4293072	total: 126ms	remaining: 996ms
112:	learn: 0.4283323	total: 127ms	remaining: 994ms
113:	learn: 0.4273170	total: 128ms	remaining: 993ms
114:	learn: 0.4263754	total: 129ms	remaining: 992ms
115:	learn: 0.4250869	total: 130ms	remaining: 990ms
116:	learn: 0.4240245	total: 131ms	remaining: 988ms
117:	learn: 0.4236461	total: 132ms	remaining: 986ms
118:	learn: 0.4226214	total: 133ms	remaining: 984ms
119:	learn: 0.4213817	total: 134ms	remaining: 983ms
120:	learn: 0.4206692	total: 135ms	remaining: 981ms
121:	learn: 0.4191330	total: 136ms	remaining: 979ms
122:	learn: 0.4183481	total: 137ms	remaining: 978ms
123:	learn: 0.4173905	total: 138ms	remaining: 978ms
124:	learn: 0.4170327	total: 140ms	remaining: 977ms
125:	learn: 0.4160908	total: 141ms	remaining: 975ms
126:	learn: 0.4157036	total: 142ms	remaining: 974ms
127:	learn: 0.4154784	total: 143ms	remaining: 972ms
128:	learn: 0.4149667	total: 144ms	remaining: 971ms
129:	learn: 0.4147531	total: 145ms	remaining: 970ms
130:	learn: 0.4139271	total: 146ms	remaining: 968ms
131:	learn: 0.4134851	total: 147ms	remaining: 966ms
132:	learn: 0.4130273	total: 148ms	remaining: 965ms
133:	learn: 0.4128179	total: 149ms	remaining: 963ms
134:	learn: 0.4121041	total: 150ms	remaining: 962ms
135:	learn: 0.4110337	total: 152ms	remaining: 964ms
136:	learn: 0.4100706	total: 153ms	remaining: 963ms
137:	learn: 0.4094525	total: 154ms	remaining: 961ms
138:	learn: 0.4091515	total: 155ms	remaining: 960ms
139:	learn: 0.4084219	total: 156ms	remaining: 958ms
140:	learn: 0.4079644	total: 157ms	remaining: 956ms
141:	learn: 0.4074563	total: 158ms	remaining: 954ms
142:	learn: 0.4069886	total: 159ms	remaining: 953ms
143:	learn: 0.4066745	total: 160ms	remaining: 951ms
144:	learn: 0.4060406	total: 161ms	remaining: 950ms
145:	learn: 0.4048167	total: 162ms	remaining: 950ms
146:	learn: 0.4045815	total: 163ms	remaining: 949ms
147:	learn: 0.4042870	total: 165ms	remaining: 953ms
148:	learn: 0.4035192	total: 167ms	remaining: 954ms
149:	learn: 0.4030497	total: 168ms	remaining: 954ms
150:	learn: 0.4020042	total: 169ms	remaining: 953ms
151:	learn: 0.4018527	total: 170ms	remaining: 951ms
152:	learn: 0.4011794	total: 172ms	remaining: 950ms
153:	learn: 0.4010092	total: 172ms	remaining: 947ms
154:	learn: 0.4004532	total: 173ms	remaining: 945ms
155:	learn: 0.4001790	total: 174ms	remaining: 944ms
156:	learn: 0.3998019	total: 176ms	remaining: 942ms
157:	learn: 0.3996076	total: 177ms	remaining: 941ms
158:	learn: 0.3991376	total: 179ms	remaining: 947ms
159:	learn: 0.3986956	total: 180ms	remaining: 945ms
160:	learn: 0.3982688	total: 181ms	remaining: 945ms
161:	learn: 0.3974700	total: 182ms	remaining: 943ms
162:	learn: 0.3971041	total: 183ms	remaining: 941ms
163:	learn: 0.3968540	total: 184ms	remaining: 940ms
164:	learn: 0.3966985	total: 185ms	remaining: 938ms
165:	learn: 0.3961135	total: 186ms	remaining: 936ms
166:	learn: 0.3954955	total: 187ms	remaining: 934ms
167:	learn: 0.3953415	total: 188ms	remaining: 931ms
168:	learn: 0.3952057	total: 189ms	remaining: 929ms
169:	learn: 0.3949878	total: 190ms	remaining: 928ms
170:	learn: 0.3948199	total: 192ms	remaining: 929ms
171:	learn: 0.3945596	total: 193ms	remaining: 927ms
172:	learn: 0.3944044	total: 194ms	remaining: 925ms
173:	learn: 0.3940906	total: 195ms	remaining: 924ms
174:	learn: 0.3939427	total: 195ms	remaining: 922ms
175:	learn: 0.3930758	total: 196ms	remaining: 920ms
176:	learn: 0.3927553	total: 197ms	remaining: 918ms
177:	learn: 0.3926134	total: 198ms	remaining: 916ms
178:	learn: 0.3924577	total: 199ms	remaining: 914ms
179:	learn: 0.3923137	total: 200ms	remaining: 911ms
180:	learn: 0.3921373	total: 201ms	remaining: 909ms
181:	learn: 0.3917306	total: 202ms	remaining: 908ms
182:	learn: 0.3906344	total: 203ms	remaining: 908ms
183:	learn: 0.3904676	total: 206ms	remaining: 912ms
184:	learn: 0.3903383	total: 207ms	remaining: 912ms
185:	learn: 0.3901786	total: 208ms	remaining: 910ms
186:	learn: 0.3898430	total: 209ms	remaining: 909ms
187:	learn: 0.3897028	total: 210ms	remaining: 907ms
188:	learn: 0.3895790	total: 211ms	remaining: 906ms
189:	learn: 0.3889296	total: 212ms	remaining: 904ms
190:	learn: 0.3885996	total: 213ms	remaining: 903ms
191:	learn: 0.3884438	total: 214ms	remaining: 901ms
192:	learn: 0.3883084	total: 215ms	remaining: 900ms
193:	learn: 0.3881691	total: 216ms	remaining: 898ms
194:	learn: 0.3879581	total: 217ms	remaining: 896ms
195:	learn: 0.3877962	total: 218ms	remaining: 896ms
196:	learn: 0.3874002	total: 220ms	remaining: 895ms
197:	learn: 0.3870784	total: 221ms	remaining: 893ms
198:	learn: 0.3869156	total: 222ms	remaining: 892ms
199:	learn: 0.3867707	total: 223ms	remaining: 890ms
200:	learn: 0.3866246	total: 224ms	remaining: 889ms
201:	learn: 0.3865113	total: 225ms	remaining: 887ms
202:	learn: 0.3860135	total: 226ms	remaining: 886ms
203:	learn: 0.3858781	total: 227ms	remaining: 885ms
204:	learn: 0.3857505	total: 228ms	remaining: 884ms
205:	learn: 0.3856048	total: 229ms	remaining: 882ms
206:	learn: 0.3854862	total: 230ms	remaining: 880ms
207:	learn: 0.3853420	total: 231ms	remaining: 880ms
208:	learn: 0.3852106	total: 232ms	remaining: 878ms
209:	learn: 0.3848154	total: 233ms	remaining: 876ms
210:	learn: 0.3846827	total: 234ms	remaining: 875ms
211:	learn: 0.3843450	total: 235ms	remaining: 873ms
212:	learn: 0.3839630	total: 236ms	remaining: 872ms
213:	learn: 0.3838031	total: 237ms	remaining: 870ms
214:	learn: 0.3836439	total: 238ms	remaining: 868ms
215:	learn: 0.3832632	total: 239ms	remaining: 867ms
216:	learn: 0.3830914	total: 240ms	remaining: 865ms
217:	learn: 0.3829186	total: 241ms	remaining: 864ms
218:	learn: 0.3824842	total: 242ms	remaining: 862ms
219:	learn: 0.3823398	total: 243ms	remaining: 860ms
220:	learn: 0.3822297	total: 244ms	remaining: 859ms
221:	learn: 0.3817084	total: 245ms	remaining: 857ms
222:	learn: 0.3813338	total: 246ms	remaining: 856ms
223:	learn: 0.3811864	total: 246ms	remaining: 854ms
224:	learn: 0.3808378	total: 248ms	remaining: 853ms
225:	learn: 0.3802931	total: 249ms	remaining: 852ms
226:	learn: 0.3799221	total: 250ms	remaining: 850ms
227:	learn: 0.3796454	total: 251ms	remaining: 849ms
228:	learn: 0.3792721	total: 252ms	remaining: 847ms
229:	learn: 0.3791567	total: 253ms	remaining: 846ms
230:	learn: 0.3790321	total: 254ms	remaining: 845ms
231:	learn: 0.3787900	total: 255ms	remaining: 844ms
232:	learn: 0.3784916	total: 256ms	remaining: 843ms
233:	learn: 0.3782746	total: 257ms	remaining: 842ms
234:	learn: 0.3781159	total: 259ms	remaining: 842ms
235:	learn: 0.3777822	total: 260ms	remaining: 841ms
236:	learn: 0.3773605	total: 261ms	remaining: 839ms
237:	learn: 0.3772199	total: 262ms	remaining: 838ms
238:	learn: 0.3769424	total: 263ms	remaining: 837ms
239:	learn: 0.3763835	total: 264ms	remaining: 836ms
240:	learn: 0.3762611	total: 265ms	remaining: 835ms
241:	learn: 0.3761235	total: 266ms	remaining: 834ms
242:	learn: 0.3758428	total: 268ms	remaining: 834ms
243:	learn: 0.3755736	total: 269ms	remaining: 834ms
244:	learn: 0.3754395	total: 271ms	remaining: 836ms
245:	learn: 0.3751771	total: 273ms	remaining: 836ms
246:	learn: 0.3750316	total: 274ms	remaining: 835ms
247:	learn: 0.3742105	total: 275ms	remaining: 834ms
248:	learn: 0.3739407	total: 276ms	remaining: 833ms
249:	learn: 0.3737912	total: 277ms	remaining: 832ms
250:	learn: 0.3736538	total: 279ms	remaining: 832ms
251:	learn: 0.3733589	total: 280ms	remaining: 831ms
252:	learn: 0.3732381	total: 281ms	remaining: 830ms
253:	learn: 0.3729840	total: 282ms	remaining: 829ms
254:	learn: 0.3727312	total: 284ms	remaining: 831ms
255:	learn: 0.3726049	total: 286ms	remaining: 830ms
256:	learn: 0.3724498	total: 287ms	remaining: 829ms
257:	learn: 0.3720997	total: 288ms	remaining: 829ms
258:	learn: 0.3718505	total: 289ms	remaining: 828ms
259:	learn: 0.3716026	total: 291ms	remaining: 827ms
260:	learn: 0.3713334	total: 292ms	remaining: 826ms
261:	learn: 0.3707469	total: 293ms	remaining: 826ms
262:	learn: 0.3700342	total: 294ms	remaining: 825ms
263:	learn: 0.3694899	total: 296ms	remaining: 824ms
264:	learn: 0.3693085	total: 297ms	remaining: 825ms
265:	learn: 0.3690426	total: 299ms	remaining: 824ms
266:	learn: 0.3689166	total: 300ms	remaining: 824ms
267:	learn: 0.3687826	total: 301ms	remaining: 823ms
268:	learn: 0.3685199	total: 302ms	remaining: 822ms
269:	learn: 0.3683842	total: 304ms	remaining: 821ms
270:	learn: 0.3681234	total: 305ms	remaining: 820ms
271:	learn: 0.3679982	total: 306ms	remaining: 819ms
272:	learn: 0.3677599	total: 307ms	remaining: 818ms
273:	learn: 0.3675228	total: 308ms	remaining: 817ms
274:	learn: 0.3668942	total: 309ms	remaining: 815ms
275:	learn: 0.3667697	total: 311ms	remaining: 815ms
276:	learn: 0.3666462	total: 312ms	remaining: 813ms
277:	learn: 0.3658816	total: 313ms	remaining: 812ms
278:	learn: 0.3656447	total: 314ms	remaining: 811ms
279:	learn: 0.3654223	total: 315ms	remaining: 810ms
280:	learn: 0.3651764	total: 316ms	remaining: 808ms
281:	learn: 0.3650588	total: 317ms	remaining: 807ms
282:	learn: 0.3649376	total: 318ms	remaining: 805ms
283:	learn: 0.3646898	total: 319ms	remaining: 804ms
284:	learn: 0.3639771	total: 320ms	remaining: 803ms
285:	learn: 0.3637417	total: 322ms	remaining: 804ms
286:	learn: 0.3634971	total: 325ms	remaining: 806ms
287:	learn: 0.3633789	total: 326ms	remaining: 806ms
288:	learn: 0.3628093	total: 327ms	remaining: 805ms
289:	learn: 0.3626925	total: 328ms	remaining: 804ms
290:	learn: 0.3624969	total: 330ms	remaining: 803ms
291:	learn: 0.3622570	total: 331ms	remaining: 802ms
292:	learn: 0.3617490	total: 332ms	remaining: 801ms
293:	learn: 0.3616337	total: 333ms	remaining: 799ms
294:	learn: 0.3613046	total: 334ms	remaining: 798ms
295:	learn: 0.3611935	total: 335ms	remaining: 796ms
296:	learn: 0.3606718	total: 336ms	remaining: 795ms
297:	learn: 0.3604508	total: 337ms	remaining: 794ms
298:	learn: 0.3597677	total: 338ms	remaining: 793ms
299:	learn: 0.3595893	total: 339ms	remaining: 791ms
300:	learn: 0.3594108	total: 340ms	remaining: 790ms
301:	learn: 0.3591775	total: 341ms	remaining: 789ms
302:	learn: 0.3590778	total: 342ms	remaining: 787ms
303:	learn: 0.3589691	total: 343ms	remaining: 786ms
304:	learn: 0.3588618	total: 345ms	remaining: 785ms
305:	learn: 0.3581386	total: 346ms	remaining: 784ms
306:	learn: 0.3579096	total: 347ms	remaining: 783ms
307:	learn: 0.3576819	total: 348ms	remaining: 782ms
308:	learn: 0.3574563	total: 350ms	remaining: 782ms
309:	learn: 0.3572621	total: 351ms	remaining: 781ms
310:	learn: 0.3570400	total: 352ms	remaining: 779ms
311:	learn: 0.3568315	total: 353ms	remaining: 778ms
312:	learn: 0.3566229	total: 354ms	remaining: 776ms
313:	learn: 0.3564034	total: 355ms	remaining: 775ms
314:	learn: 0.3560097	total: 356ms	remaining: 774ms
315:	learn: 0.3553154	total: 357ms	remaining: 772ms
316:	learn: 0.3548294	total: 358ms	remaining: 771ms
317:	learn: 0.3546075	total: 359ms	remaining: 770ms
318:	learn: 0.3544018	total: 360ms	remaining: 768ms
319:	learn: 0.3537269	total: 361ms	remaining: 767ms
320:	learn: 0.3536208	total: 362ms	remaining: 765ms
321:	learn: 0.3525719	total: 363ms	remaining: 765ms
322:	learn: 0.3521054	total: 364ms	remaining: 764ms
323:	learn: 0.3520055	total: 366ms	remaining: 763ms
324:	learn: 0.3516396	total: 367ms	remaining: 762ms
325:	learn: 0.3514610	total: 368ms	remaining: 762ms
326:	learn: 0.3512486	total: 370ms	remaining: 761ms
327:	learn: 0.3511502	total: 371ms	remaining: 760ms
328:	learn: 0.3508384	total: 372ms	remaining: 759ms
329:	learn: 0.3507342	total: 374ms	remaining: 758ms
330:	learn: 0.3503706	total: 375ms	remaining: 759ms
331:	learn: 0.3500010	total: 377ms	remaining: 758ms
332:	learn: 0.3496479	total: 378ms	remaining: 757ms
333:	learn: 0.3494546	total: 379ms	remaining: 755ms
334:	learn: 0.3492825	total: 380ms	remaining: 754ms
335:	learn: 0.3491851	total: 381ms	remaining: 753ms
336:	learn: 0.3490615	total: 382ms	remaining: 751ms
337:	learn: 0.3488671	total: 383ms	remaining: 750ms
338:	learn: 0.3486743	total: 384ms	remaining: 748ms
339:	learn: 0.3480446	total: 385ms	remaining: 747ms
340:	learn: 0.3478425	total: 386ms	remaining: 745ms
341:	learn: 0.3476819	total: 387ms	remaining: 744ms
342:	learn: 0.3474918	total: 387ms	remaining: 742ms
343:	learn: 0.3471341	total: 389ms	remaining: 742ms
344:	learn: 0.3462347	total: 390ms	remaining: 741ms
345:	learn: 0.3461302	total: 391ms	remaining: 739ms
346:	learn: 0.3459329	total: 392ms	remaining: 738ms
347:	learn: 0.3453824	total: 393ms	remaining: 736ms
348:	learn: 0.3450445	total: 394ms	remaining: 735ms
349:	learn: 0.3448634	total: 395ms	remaining: 734ms
350:	learn: 0.3446778	total: 396ms	remaining: 732ms
351:	learn: 0.3443890	total: 397ms	remaining: 730ms
352:	learn: 0.3442129	total: 398ms	remaining: 729ms
353:	learn: 0.3440384	total: 399ms	remaining: 728ms
354:	learn: 0.3432725	total: 400ms	remaining: 726ms
355:	learn: 0.3430837	total: 401ms	remaining: 725ms
356:	learn: 0.3422792	total: 402ms	remaining: 723ms
357:	learn: 0.3420846	total: 403ms	remaining: 723ms
358:	learn: 0.3419122	total: 404ms	remaining: 722ms
359:	learn: 0.3416281	total: 405ms	remaining: 721ms
360:	learn: 0.3413491	total: 407ms	remaining: 720ms
361:	learn: 0.3405494	total: 408ms	remaining: 718ms
362:	learn: 0.3402693	total: 408ms	remaining: 717ms
363:	learn: 0.3396682	total: 409ms	remaining: 715ms
364:	learn: 0.3387606	total: 410ms	remaining: 714ms
365:	learn: 0.3386143	total: 411ms	remaining: 713ms
366:	learn: 0.3384379	total: 412ms	remaining: 711ms
367:	learn: 0.3378916	total: 413ms	remaining: 710ms
368:	learn: 0.3377003	total: 414ms	remaining: 708ms
369:	learn: 0.3375194	total: 416ms	remaining: 708ms
370:	learn: 0.3370978	total: 418ms	remaining: 708ms
371:	learn: 0.3369413	total: 419ms	remaining: 708ms
372:	learn: 0.3368612	total: 421ms	remaining: 707ms
373:	learn: 0.3365993	total: 422ms	remaining: 706ms
374:	learn: 0.3364665	total: 423ms	remaining: 705ms
375:	learn: 0.3363084	total: 424ms	remaining: 704ms
376:	learn: 0.3354722	total: 425ms	remaining: 703ms
377:	learn: 0.3352943	total: 426ms	remaining: 701ms
378:	learn: 0.3346893	total: 427ms	remaining: 700ms
379:	learn: 0.3345338	total: 428ms	remaining: 699ms
380:	learn: 0.3343474	total: 430ms	remaining: 698ms
381:	learn: 0.3340797	total: 431ms	remaining: 697ms
382:	learn: 0.3339963	total: 432ms	remaining: 696ms
383:	learn: 0.3338282	total: 433ms	remaining: 695ms
384:	learn: 0.3336538	total: 435ms	remaining: 694ms
385:	learn: 0.3334801	total: 436ms	remaining: 693ms
386:	learn: 0.3329407	total: 437ms	remaining: 693ms
387:	learn: 0.3328592	total: 438ms	remaining: 691ms
388:	learn: 0.3326877	total: 439ms	remaining: 690ms
389:	learn: 0.3324347	total: 440ms	remaining: 689ms
390:	learn: 0.3322555	total: 441ms	remaining: 688ms
391:	learn: 0.3320908	total: 443ms	remaining: 687ms
392:	learn: 0.3320106	total: 444ms	remaining: 686ms
393:	learn: 0.3316000	total: 445ms	remaining: 684ms
394:	learn: 0.3313516	total: 446ms	remaining: 683ms
395:	learn: 0.3311756	total: 447ms	remaining: 682ms
396:	learn: 0.3306600	total: 448ms	remaining: 680ms
397:	learn: 0.3305544	total: 449ms	remaining: 679ms
398:	learn: 0.3303091	total: 450ms	remaining: 678ms
399:	learn: 0.3300550	total: 451ms	remaining: 677ms
400:	learn: 0.3298941	total: 452ms	remaining: 676ms
401:	learn: 0.3295669	total: 453ms	remaining: 675ms
402:	learn: 0.3294409	total: 455ms	remaining: 674ms
403:	learn: 0.3292834	total: 457ms	remaining: 674ms
404:	learn: 0.3290477	total: 458ms	remaining: 673ms
405:	learn: 0.3280616	total: 459ms	remaining: 672ms
406:	learn: 0.3278280	total: 460ms	remaining: 671ms
407:	learn: 0.3271809	total: 461ms	remaining: 670ms
408:	learn: 0.3268498	total: 463ms	remaining: 669ms
409:	learn: 0.3265786	total: 464ms	remaining: 668ms
410:	learn: 0.3261614	total: 466ms	remaining: 667ms
411:	learn: 0.3255884	total: 467ms	remaining: 666ms
412:	learn: 0.3249169	total: 468ms	remaining: 665ms
413:	learn: 0.3243378	total: 470ms	remaining: 666ms
414:	learn: 0.3240962	total: 471ms	remaining: 664ms
415:	learn: 0.3238541	total: 472ms	remaining: 663ms
416:	learn: 0.3236164	total: 473ms	remaining: 662ms
417:	learn: 0.3232488	total: 475ms	remaining: 661ms
418:	learn: 0.3230118	total: 476ms	remaining: 659ms
419:	learn: 0.3227770	total: 476ms	remaining: 658ms
420:	learn: 0.3221578	total: 477ms	remaining: 657ms
421:	learn: 0.3219351	total: 478ms	remaining: 655ms
422:	learn: 0.3211903	total: 479ms	remaining: 654ms
423:	learn: 0.3210234	total: 480ms	remaining: 652ms
424:	learn: 0.3203661	total: 481ms	remaining: 651ms
425:	learn: 0.3202054	total: 483ms	remaining: 651ms
426:	learn: 0.3193087	total: 484ms	remaining: 649ms
427:	learn: 0.3190914	total: 485ms	remaining: 648ms
428:	learn: 0.3188546	total: 486ms	remaining: 647ms
429:	learn: 0.3184856	total: 487ms	remaining: 645ms
430:	learn: 0.3178281	total: 488ms	remaining: 644ms
431:	learn: 0.3174204	total: 489ms	remaining: 643ms
432:	learn: 0.3171931	total: 490ms	remaining: 641ms
433:	learn: 0.3166872	total: 491ms	remaining: 640ms
434:	learn: 0.3165545	total: 492ms	remaining: 639ms
435:	learn: 0.3163136	total: 493ms	remaining: 637ms
436:	learn: 0.3159715	total: 494ms	remaining: 636ms
437:	learn: 0.3153551	total: 495ms	remaining: 635ms
438:	learn: 0.3151431	total: 496ms	remaining: 634ms
439:	learn: 0.3149120	total: 497ms	remaining: 633ms
440:	learn: 0.3148036	total: 498ms	remaining: 632ms
441:	learn: 0.3146461	total: 499ms	remaining: 630ms
442:	learn: 0.3141122	total: 500ms	remaining: 629ms
443:	learn: 0.3139031	total: 501ms	remaining: 628ms
444:	learn: 0.3137554	total: 502ms	remaining: 627ms
445:	learn: 0.3135484	total: 504ms	remaining: 626ms
446:	learn: 0.3134196	total: 505ms	remaining: 624ms
447:	learn: 0.3131880	total: 506ms	remaining: 623ms
448:	learn: 0.3131180	total: 507ms	remaining: 622ms
449:	learn: 0.3128005	total: 508ms	remaining: 621ms
450:	learn: 0.3127296	total: 509ms	remaining: 620ms
451:	learn: 0.3125254	total: 511ms	remaining: 619ms
452:	learn: 0.3123423	total: 512ms	remaining: 618ms
453:	learn: 0.3115584	total: 513ms	remaining: 617ms
454:	learn: 0.3105923	total: 514ms	remaining: 616ms
455:	learn: 0.3105223	total: 515ms	remaining: 614ms
456:	learn: 0.3104173	total: 516ms	remaining: 613ms
457:	learn: 0.3101957	total: 517ms	remaining: 612ms
458:	learn: 0.3100555	total: 518ms	remaining: 611ms
459:	learn: 0.3099033	total: 519ms	remaining: 609ms
460:	learn: 0.3093417	total: 520ms	remaining: 608ms
461:	learn: 0.3091951	total: 521ms	remaining: 607ms
462:	learn: 0.3088718	total: 522ms	remaining: 606ms
463:	learn: 0.3086402	total: 524ms	remaining: 605ms
464:	learn: 0.3081138	total: 525ms	remaining: 604ms
465:	learn: 0.3079779	total: 526ms	remaining: 602ms
466:	learn: 0.3074265	total: 527ms	remaining: 601ms
467:	learn: 0.3073601	total: 528ms	remaining: 600ms
468:	learn: 0.3070545	total: 529ms	remaining: 599ms
469:	learn: 0.3069887	total: 530ms	remaining: 598ms
470:	learn: 0.3066136	total: 531ms	remaining: 596ms
471:	learn: 0.3064467	total: 532ms	remaining: 595ms
472:	learn: 0.3062441	total: 533ms	remaining: 594ms
473:	learn: 0.3058773	total: 534ms	remaining: 593ms
474:	learn: 0.3055313	total: 535ms	remaining: 592ms
475:	learn: 0.3053832	total: 536ms	remaining: 590ms
476:	learn: 0.3052417	total: 537ms	remaining: 589ms
477:	learn: 0.3051198	total: 538ms	remaining: 588ms
478:	learn: 0.3049735	total: 539ms	remaining: 586ms
479:	learn: 0.3046367	total: 540ms	remaining: 585ms
480:	learn: 0.3045042	total: 541ms	remaining: 584ms
481:	learn: 0.3042889	total: 542ms	remaining: 582ms
482:	learn: 0.3039658	total: 543ms	remaining: 581ms
483:	learn: 0.3038266	total: 544ms	remaining: 580ms
484:	learn: 0.3036181	total: 545ms	remaining: 579ms
485:	learn: 0.3034694	total: 546ms	remaining: 578ms
486:	learn: 0.3033275	total: 547ms	remaining: 577ms
487:	learn: 0.3031215	total: 549ms	remaining: 576ms
488:	learn: 0.3028974	total: 550ms	remaining: 575ms
489:	learn: 0.3025918	total: 552ms	remaining: 574ms
490:	learn: 0.3020235	total: 553ms	remaining: 573ms
491:	learn: 0.3019613	total: 554ms	remaining: 572ms
492:	learn: 0.3018980	total: 555ms	remaining: 570ms
493:	learn: 0.3011960	total: 556ms	remaining: 569ms
494:	learn: 0.3006050	total: 557ms	remaining: 568ms
495:	learn: 0.3005442	total: 558ms	remaining: 567ms
496:	learn: 0.3004096	total: 559ms	remaining: 566ms
497:	learn: 0.3001863	total: 560ms	remaining: 565ms
498:	learn: 0.2999073	total: 561ms	remaining: 563ms
499:	learn: 0.2995037	total: 563ms	remaining: 563ms
500:	learn: 0.2989990	total: 564ms	remaining: 562ms
501:	learn: 0.2988615	total: 565ms	remaining: 561ms
502:	learn: 0.2987224	total: 567ms	remaining: 560ms
503:	learn: 0.2979054	total: 568ms	remaining: 559ms
504:	learn: 0.2977769	total: 570ms	remaining: 558ms
505:	learn: 0.2976613	total: 571ms	remaining: 557ms
506:	learn: 0.2971540	total: 572ms	remaining: 556ms
507:	learn: 0.2965763	total: 573ms	remaining: 555ms
508:	learn: 0.2964485	total: 576ms	remaining: 555ms
509:	learn: 0.2963195	total: 577ms	remaining: 554ms
510:	learn: 0.2961153	total: 578ms	remaining: 553ms
511:	learn: 0.2956094	total: 580ms	remaining: 553ms
512:	learn: 0.2954765	total: 581ms	remaining: 552ms
513:	learn: 0.2951251	total: 582ms	remaining: 551ms
514:	learn: 0.2949232	total: 584ms	remaining: 550ms
515:	learn: 0.2947913	total: 585ms	remaining: 549ms
516:	learn: 0.2943802	total: 586ms	remaining: 548ms
517:	learn: 0.2936605	total: 587ms	remaining: 547ms
518:	learn: 0.2934531	total: 589ms	remaining: 546ms
519:	learn: 0.2933625	total: 590ms	remaining: 545ms
520:	learn: 0.2930421	total: 591ms	remaining: 544ms
521:	learn: 0.2929204	total: 592ms	remaining: 542ms
522:	learn: 0.2927979	total: 594ms	remaining: 541ms
523:	learn: 0.2924630	total: 595ms	remaining: 540ms
524:	learn: 0.2922681	total: 596ms	remaining: 539ms
525:	learn: 0.2921559	total: 597ms	remaining: 538ms
526:	learn: 0.2920817	total: 599ms	remaining: 537ms
527:	learn: 0.2919834	total: 600ms	remaining: 536ms
528:	learn: 0.2918676	total: 602ms	remaining: 536ms
529:	learn: 0.2916780	total: 603ms	remaining: 535ms
530:	learn: 0.2915606	total: 604ms	remaining: 534ms
531:	learn: 0.2914428	total: 605ms	remaining: 533ms
532:	learn: 0.2913195	total: 606ms	remaining: 531ms
533:	learn: 0.2907304	total: 608ms	remaining: 530ms
534:	learn: 0.2906206	total: 609ms	remaining: 529ms
535:	learn: 0.2904802	total: 610ms	remaining: 528ms
536:	learn: 0.2897780	total: 611ms	remaining: 526ms
537:	learn: 0.2891767	total: 612ms	remaining: 525ms
538:	learn: 0.2886662	total: 613ms	remaining: 524ms
539:	learn: 0.2884069	total: 614ms	remaining: 523ms
540:	learn: 0.2882828	total: 615ms	remaining: 522ms
541:	learn: 0.2878689	total: 616ms	remaining: 521ms
542:	learn: 0.2877509	total: 618ms	remaining: 520ms
543:	learn: 0.2876345	total: 619ms	remaining: 519ms
544:	learn: 0.2870498	total: 620ms	remaining: 518ms
545:	learn: 0.2867998	total: 622ms	remaining: 517ms
546:	learn: 0.2866226	total: 623ms	remaining: 516ms
547:	learn: 0.2860558	total: 624ms	remaining: 514ms
548:	learn: 0.2855007	total: 625ms	remaining: 513ms
549:	learn: 0.2853483	total: 626ms	remaining: 512ms
550:	learn: 0.2848509	total: 629ms	remaining: 512ms
551:	learn: 0.2847322	total: 630ms	remaining: 511ms
552:	learn: 0.2845045	total: 631ms	remaining: 510ms
553:	learn: 0.2842949	total: 631ms	remaining: 508ms
554:	learn: 0.2839817	total: 632ms	remaining: 507ms
555:	learn: 0.2837950	total: 633ms	remaining: 506ms
556:	learn: 0.2835468	total: 634ms	remaining: 504ms
557:	learn: 0.2834319	total: 635ms	remaining: 503ms
558:	learn: 0.2829943	total: 636ms	remaining: 502ms
559:	learn: 0.2828780	total: 637ms	remaining: 501ms
560:	learn: 0.2823657	total: 638ms	remaining: 499ms
561:	learn: 0.2822488	total: 639ms	remaining: 498ms
562:	learn: 0.2821963	total: 641ms	remaining: 498ms
563:	learn: 0.2818761	total: 643ms	remaining: 497ms
564:	learn: 0.2816970	total: 644ms	remaining: 495ms
565:	learn: 0.2811223	total: 645ms	remaining: 494ms
566:	learn: 0.2809391	total: 646ms	remaining: 493ms
567:	learn: 0.2807586	total: 647ms	remaining: 492ms
568:	learn: 0.2805822	total: 648ms	remaining: 491ms
569:	learn: 0.2804150	total: 649ms	remaining: 490ms
570:	learn: 0.2798310	total: 650ms	remaining: 489ms
571:	learn: 0.2791861	total: 651ms	remaining: 487ms
572:	learn: 0.2790729	total: 653ms	remaining: 486ms
573:	learn: 0.2789243	total: 654ms	remaining: 486ms
574:	learn: 0.2787482	total: 655ms	remaining: 484ms
575:	learn: 0.2786414	total: 656ms	remaining: 483ms
576:	learn: 0.2784673	total: 657ms	remaining: 482ms
577:	learn: 0.2783568	total: 658ms	remaining: 481ms
578:	learn: 0.2777485	total: 659ms	remaining: 479ms
579:	learn: 0.2776378	total: 660ms	remaining: 478ms
580:	learn: 0.2771479	total: 661ms	remaining: 477ms
581:	learn: 0.2770385	total: 662ms	remaining: 476ms
582:	learn: 0.2769372	total: 664ms	remaining: 475ms
583:	learn: 0.2768883	total: 664ms	remaining: 473ms
584:	learn: 0.2763665	total: 666ms	remaining: 472ms
585:	learn: 0.2761952	total: 667ms	remaining: 471ms
586:	learn: 0.2754542	total: 668ms	remaining: 470ms
587:	learn: 0.2753435	total: 669ms	remaining: 469ms
588:	learn: 0.2751496	total: 670ms	remaining: 468ms
589:	learn: 0.2749829	total: 671ms	remaining: 467ms
590:	learn: 0.2748777	total: 672ms	remaining: 465ms
591:	learn: 0.2747472	total: 673ms	remaining: 464ms
592:	learn: 0.2742210	total: 675ms	remaining: 463ms
593:	learn: 0.2741260	total: 676ms	remaining: 462ms
594:	learn: 0.2734359	total: 677ms	remaining: 461ms
595:	learn: 0.2730239	total: 678ms	remaining: 459ms
596:	learn: 0.2728969	total: 679ms	remaining: 458ms
597:	learn: 0.2728499	total: 681ms	remaining: 457ms
598:	learn: 0.2722069	total: 681ms	remaining: 456ms
599:	learn: 0.2718833	total: 682ms	remaining: 455ms
600:	learn: 0.2713705	total: 683ms	remaining: 454ms
601:	learn: 0.2712656	total: 684ms	remaining: 452ms
602:	learn: 0.2710857	total: 685ms	remaining: 451ms
603:	learn: 0.2707322	total: 686ms	remaining: 450ms
604:	learn: 0.2702422	total: 687ms	remaining: 449ms
605:	learn: 0.2700458	total: 688ms	remaining: 447ms
606:	learn: 0.2695674	total: 689ms	remaining: 446ms
607:	learn: 0.2691461	total: 690ms	remaining: 445ms
608:	learn: 0.2690377	total: 691ms	remaining: 444ms
609:	learn: 0.2688547	total: 692ms	remaining: 443ms
610:	learn: 0.2687519	total: 694ms	remaining: 442ms
611:	learn: 0.2680515	total: 696ms	remaining: 441ms
612:	learn: 0.2676224	total: 697ms	remaining: 440ms
613:	learn: 0.2672933	total: 698ms	remaining: 439ms
614:	learn: 0.2668933	total: 699ms	remaining: 437ms
615:	learn: 0.2666895	total: 700ms	remaining: 436ms
616:	learn: 0.2665542	total: 701ms	remaining: 435ms
617:	learn: 0.2664542	total: 702ms	remaining: 434ms
618:	learn: 0.2658012	total: 703ms	remaining: 433ms
619:	learn: 0.2648880	total: 704ms	remaining: 431ms
620:	learn: 0.2643985	total: 705ms	remaining: 430ms
621:	learn: 0.2642820	total: 706ms	remaining: 429ms
622:	learn: 0.2638147	total: 708ms	remaining: 428ms
623:	learn: 0.2634386	total: 709ms	remaining: 427ms
624:	learn: 0.2633432	total: 710ms	remaining: 426ms
625:	learn: 0.2629461	total: 711ms	remaining: 425ms
626:	learn: 0.2625633	total: 712ms	remaining: 424ms
627:	learn: 0.2621872	total: 714ms	remaining: 423ms
628:	learn: 0.2612318	total: 715ms	remaining: 422ms
629:	learn: 0.2609010	total: 716ms	remaining: 421ms
630:	learn: 0.2602100	total: 718ms	remaining: 420ms
631:	learn: 0.2597041	total: 719ms	remaining: 419ms
632:	learn: 0.2590095	total: 720ms	remaining: 417ms
633:	learn: 0.2586800	total: 721ms	remaining: 416ms
634:	learn: 0.2585842	total: 722ms	remaining: 415ms
635:	learn: 0.2581922	total: 723ms	remaining: 414ms
636:	learn: 0.2580676	total: 724ms	remaining: 413ms
637:	learn: 0.2578929	total: 725ms	remaining: 411ms
638:	learn: 0.2574079	total: 727ms	remaining: 410ms
639:	learn: 0.2569296	total: 728ms	remaining: 409ms
640:	learn: 0.2564955	total: 729ms	remaining: 408ms
641:	learn: 0.2562343	total: 730ms	remaining: 407ms
642:	learn: 0.2560865	total: 731ms	remaining: 406ms
643:	learn: 0.2555058	total: 732ms	remaining: 405ms
644:	learn: 0.2552790	total: 734ms	remaining: 404ms
645:	learn: 0.2548579	total: 735ms	remaining: 403ms
646:	learn: 0.2547115	total: 737ms	remaining: 402ms
647:	learn: 0.2543783	total: 738ms	remaining: 401ms
648:	learn: 0.2542368	total: 739ms	remaining: 400ms
649:	learn: 0.2538446	total: 740ms	remaining: 399ms
650:	learn: 0.2531301	total: 741ms	remaining: 397ms
651:	learn: 0.2529762	total: 742ms	remaining: 396ms
652:	learn: 0.2528595	total: 744ms	remaining: 395ms
653:	learn: 0.2524849	total: 745ms	remaining: 394ms
654:	learn: 0.2520974	total: 746ms	remaining: 393ms
655:	learn: 0.2519226	total: 747ms	remaining: 392ms
656:	learn: 0.2514962	total: 749ms	remaining: 391ms
657:	learn: 0.2509293	total: 750ms	remaining: 390ms
658:	learn: 0.2502395	total: 751ms	remaining: 389ms
659:	learn: 0.2500785	total: 752ms	remaining: 388ms
660:	learn: 0.2496741	total: 753ms	remaining: 386ms
661:	learn: 0.2492482	total: 755ms	remaining: 385ms
662:	learn: 0.2491505	total: 756ms	remaining: 384ms
663:	learn: 0.2489543	total: 757ms	remaining: 383ms
664:	learn: 0.2485220	total: 759ms	remaining: 382ms
665:	learn: 0.2483741	total: 760ms	remaining: 381ms
666:	learn: 0.2482507	total: 761ms	remaining: 380ms
667:	learn: 0.2481459	total: 762ms	remaining: 379ms
668:	learn: 0.2477149	total: 763ms	remaining: 378ms
669:	learn: 0.2472842	total: 764ms	remaining: 376ms
670:	learn: 0.2468227	total: 765ms	remaining: 375ms
671:	learn: 0.2463797	total: 766ms	remaining: 374ms
672:	learn: 0.2462385	total: 767ms	remaining: 373ms
673:	learn: 0.2460857	total: 769ms	remaining: 372ms
674:	learn: 0.2454124	total: 770ms	remaining: 371ms
675:	learn: 0.2451709	total: 771ms	remaining: 369ms
676:	learn: 0.2446798	total: 772ms	remaining: 368ms
677:	learn: 0.2446138	total: 774ms	remaining: 368ms
678:	learn: 0.2441523	total: 775ms	remaining: 366ms
679:	learn: 0.2437472	total: 776ms	remaining: 365ms
680:	learn: 0.2430129	total: 777ms	remaining: 364ms
681:	learn: 0.2428605	total: 778ms	remaining: 363ms
682:	learn: 0.2427678	total: 779ms	remaining: 362ms
683:	learn: 0.2425387	total: 780ms	remaining: 360ms
684:	learn: 0.2423717	total: 781ms	remaining: 359ms
685:	learn: 0.2419706	total: 782ms	remaining: 358ms
686:	learn: 0.2417254	total: 783ms	remaining: 357ms
687:	learn: 0.2413046	total: 784ms	remaining: 356ms
688:	learn: 0.2409377	total: 785ms	remaining: 354ms
689:	learn: 0.2405866	total: 787ms	remaining: 353ms
690:	learn: 0.2402582	total: 788ms	remaining: 352ms
691:	learn: 0.2398939	total: 789ms	remaining: 351ms
692:	learn: 0.2395049	total: 790ms	remaining: 350ms
693:	learn: 0.2393713	total: 791ms	remaining: 349ms
694:	learn: 0.2392819	total: 792ms	remaining: 348ms
695:	learn: 0.2390634	total: 793ms	remaining: 346ms
696:	learn: 0.2385604	total: 794ms	remaining: 345ms
697:	learn: 0.2384240	total: 795ms	remaining: 344ms
698:	learn: 0.2378789	total: 796ms	remaining: 343ms
699:	learn: 0.2377445	total: 797ms	remaining: 342ms
700:	learn: 0.2373673	total: 798ms	remaining: 341ms
701:	learn: 0.2368062	total: 800ms	remaining: 339ms
702:	learn: 0.2366732	total: 801ms	remaining: 338ms
703:	learn: 0.2365337	total: 802ms	remaining: 337ms
704:	learn: 0.2361533	total: 803ms	remaining: 336ms
705:	learn: 0.2357915	total: 804ms	remaining: 335ms
706:	learn: 0.2354160	total: 805ms	remaining: 334ms
707:	learn: 0.2352176	total: 806ms	remaining: 332ms
708:	learn: 0.2351272	total: 807ms	remaining: 331ms
709:	learn: 0.2350408	total: 808ms	remaining: 330ms
710:	learn: 0.2344330	total: 809ms	remaining: 329ms
711:	learn: 0.2340635	total: 810ms	remaining: 328ms
712:	learn: 0.2335326	total: 811ms	remaining: 326ms
713:	learn: 0.2331921	total: 813ms	remaining: 326ms
714:	learn: 0.2329429	total: 814ms	remaining: 324ms
715:	learn: 0.2323817	total: 815ms	remaining: 323ms
716:	learn: 0.2322958	total: 816ms	remaining: 322ms
717:	learn: 0.2320142	total: 817ms	remaining: 321ms
718:	learn: 0.2317791	total: 818ms	remaining: 320ms
719:	learn: 0.2313760	total: 819ms	remaining: 318ms
720:	learn: 0.2312514	total: 820ms	remaining: 317ms
721:	learn: 0.2311182	total: 821ms	remaining: 316ms
722:	learn: 0.2307385	total: 822ms	remaining: 315ms
723:	learn: 0.2303682	total: 823ms	remaining: 314ms
724:	learn: 0.2299706	total: 824ms	remaining: 313ms
725:	learn: 0.2297448	total: 825ms	remaining: 311ms
726:	learn: 0.2296135	total: 826ms	remaining: 310ms
727:	learn: 0.2295303	total: 827ms	remaining: 309ms
728:	learn: 0.2294472	total: 828ms	remaining: 308ms
729:	learn: 0.2291376	total: 829ms	remaining: 307ms
730:	learn: 0.2285325	total: 830ms	remaining: 306ms
731:	learn: 0.2284395	total: 831ms	remaining: 304ms
732:	learn: 0.2281184	total: 832ms	remaining: 303ms
733:	learn: 0.2277977	total: 834ms	remaining: 302ms
734:	learn: 0.2276729	total: 835ms	remaining: 301ms
735:	learn: 0.2275824	total: 836ms	remaining: 300ms
736:	learn: 0.2274654	total: 837ms	remaining: 299ms
737:	learn: 0.2273459	total: 838ms	remaining: 297ms
738:	learn: 0.2272276	total: 839ms	remaining: 296ms
739:	learn: 0.2270833	total: 840ms	remaining: 295ms
740:	learn: 0.2267478	total: 841ms	remaining: 294ms
741:	learn: 0.2261376	total: 842ms	remaining: 293ms
742:	learn: 0.2260005	total: 843ms	remaining: 292ms
743:	learn: 0.2257014	total: 844ms	remaining: 291ms
744:	learn: 0.2255848	total: 845ms	remaining: 289ms
745:	learn: 0.2252901	total: 846ms	remaining: 288ms
746:	learn: 0.2251698	total: 847ms	remaining: 287ms
747:	learn: 0.2248218	total: 848ms	remaining: 286ms
748:	learn: 0.2247080	total: 849ms	remaining: 285ms
749:	learn: 0.2246292	total: 850ms	remaining: 283ms
750:	learn: 0.2242468	total: 852ms	remaining: 283ms
751:	learn: 0.2241383	total: 853ms	remaining: 281ms
752:	learn: 0.2236741	total: 854ms	remaining: 280ms
753:	learn: 0.2235652	total: 855ms	remaining: 279ms
754:	learn: 0.2234552	total: 856ms	remaining: 278ms
755:	learn: 0.2233226	total: 857ms	remaining: 277ms
756:	learn: 0.2230010	total: 858ms	remaining: 276ms
757:	learn: 0.2226877	total: 859ms	remaining: 274ms
758:	learn: 0.2224015	total: 861ms	remaining: 273ms
759:	learn: 0.2220891	total: 862ms	remaining: 272ms
760:	learn: 0.2217846	total: 863ms	remaining: 271ms
761:	learn: 0.2213596	total: 866ms	remaining: 270ms
762:	learn: 0.2209385	total: 867ms	remaining: 269ms
763:	learn: 0.2207682	total: 868ms	remaining: 268ms
764:	learn: 0.2204691	total: 869ms	remaining: 267ms
765:	learn: 0.2201255	total: 870ms	remaining: 266ms
766:	learn: 0.2198058	total: 872ms	remaining: 265ms
767:	learn: 0.2193775	total: 873ms	remaining: 264ms
768:	learn: 0.2192729	total: 874ms	remaining: 263ms
769:	learn: 0.2188478	total: 875ms	remaining: 261ms
770:	learn: 0.2185278	total: 876ms	remaining: 260ms
771:	learn: 0.2180760	total: 877ms	remaining: 259ms
772:	learn: 0.2179733	total: 879ms	remaining: 258ms
773:	learn: 0.2175584	total: 881ms	remaining: 257ms
774:	learn: 0.2170472	total: 882ms	remaining: 256ms
775:	learn: 0.2169425	total: 883ms	remaining: 255ms
776:	learn: 0.2165917	total: 884ms	remaining: 254ms
777:	learn: 0.2164797	total: 886ms	remaining: 253ms
778:	learn: 0.2162628	total: 887ms	remaining: 252ms
779:	learn: 0.2158365	total: 888ms	remaining: 250ms
780:	learn: 0.2157297	total: 889ms	remaining: 249ms
781:	learn: 0.2155988	total: 890ms	remaining: 248ms
782:	learn: 0.2152892	total: 892ms	remaining: 247ms
783:	learn: 0.2151883	total: 893ms	remaining: 246ms
784:	learn: 0.2149481	total: 894ms	remaining: 245ms
785:	learn: 0.2148516	total: 895ms	remaining: 244ms
786:	learn: 0.2147486	total: 896ms	remaining: 243ms
787:	learn: 0.2145349	total: 897ms	remaining: 241ms
788:	learn: 0.2142962	total: 899ms	remaining: 240ms
789:	learn: 0.2142265	total: 900ms	remaining: 239ms
790:	learn: 0.2140334	total: 901ms	remaining: 238ms
791:	learn: 0.2139570	total: 902ms	remaining: 237ms
792:	learn: 0.2137955	total: 903ms	remaining: 236ms
793:	learn: 0.2135074	total: 905ms	remaining: 235ms
794:	learn: 0.2133831	total: 906ms	remaining: 234ms
795:	learn: 0.2132559	total: 907ms	remaining: 233ms
796:	learn: 0.2131531	total: 908ms	remaining: 231ms
797:	learn: 0.2128320	total: 910ms	remaining: 230ms
798:	learn: 0.2126398	total: 911ms	remaining: 229ms
799:	learn: 0.2125426	total: 912ms	remaining: 228ms
800:	learn: 0.2121442	total: 913ms	remaining: 227ms
801:	learn: 0.2118624	total: 915ms	remaining: 226ms
802:	learn: 0.2117662	total: 916ms	remaining: 225ms
803:	learn: 0.2114477	total: 917ms	remaining: 224ms
804:	learn: 0.2113819	total: 919ms	remaining: 223ms
805:	learn: 0.2111033	total: 920ms	remaining: 221ms
806:	learn: 0.2106148	total: 921ms	remaining: 220ms
807:	learn: 0.2102211	total: 922ms	remaining: 219ms
808:	learn: 0.2099144	total: 923ms	remaining: 218ms
809:	learn: 0.2097954	total: 924ms	remaining: 217ms
810:	learn: 0.2096737	total: 925ms	remaining: 216ms
811:	learn: 0.2095632	total: 926ms	remaining: 214ms
812:	learn: 0.2089695	total: 927ms	remaining: 213ms
813:	learn: 0.2086014	total: 928ms	remaining: 212ms
814:	learn: 0.2083483	total: 929ms	remaining: 211ms
815:	learn: 0.2082774	total: 930ms	remaining: 210ms
816:	learn: 0.2079835	total: 932ms	remaining: 209ms
817:	learn: 0.2079508	total: 934ms	remaining: 208ms
818:	learn: 0.2078366	total: 935ms	remaining: 207ms
819:	learn: 0.2077734	total: 936ms	remaining: 205ms
820:	learn: 0.2076819	total: 937ms	remaining: 204ms
821:	learn: 0.2073752	total: 938ms	remaining: 203ms
822:	learn: 0.2073438	total: 939ms	remaining: 202ms
823:	learn: 0.2072714	total: 940ms	remaining: 201ms
824:	learn: 0.2069298	total: 941ms	remaining: 200ms
825:	learn: 0.2065038	total: 942ms	remaining: 198ms
826:	learn: 0.2062235	total: 943ms	remaining: 197ms
827:	learn: 0.2061336	total: 944ms	remaining: 196ms
828:	learn: 0.2059022	total: 946ms	remaining: 195ms
829:	learn: 0.2056544	total: 947ms	remaining: 194ms
830:	learn: 0.2055283	total: 948ms	remaining: 193ms
831:	learn: 0.2054391	total: 949ms	remaining: 192ms
832:	learn: 0.2051179	total: 950ms	remaining: 190ms
833:	learn: 0.2048263	total: 951ms	remaining: 189ms
834:	learn: 0.2047383	total: 952ms	remaining: 188ms
835:	learn: 0.2044186	total: 953ms	remaining: 187ms
836:	learn: 0.2043318	total: 954ms	remaining: 186ms
837:	learn: 0.2039558	total: 955ms	remaining: 185ms
838:	learn: 0.2038655	total: 956ms	remaining: 183ms
839:	learn: 0.2033618	total: 957ms	remaining: 182ms
840:	learn: 0.2030657	total: 958ms	remaining: 181ms
841:	learn: 0.2030025	total: 959ms	remaining: 180ms
842:	learn: 0.2029181	total: 960ms	remaining: 179ms
843:	learn: 0.2028001	total: 961ms	remaining: 178ms
844:	learn: 0.2027440	total: 961ms	remaining: 176ms
845:	learn: 0.2024404	total: 962ms	remaining: 175ms
846:	learn: 0.2021675	total: 964ms	remaining: 174ms
847:	learn: 0.2020849	total: 965ms	remaining: 173ms
848:	learn: 0.2020030	total: 966ms	remaining: 172ms
849:	learn: 0.2019428	total: 967ms	remaining: 171ms
850:	learn: 0.2017172	total: 968ms	remaining: 169ms
851:	learn: 0.2012923	total: 969ms	remaining: 168ms
852:	learn: 0.2012348	total: 970ms	remaining: 167ms
853:	learn: 0.2009888	total: 972ms	remaining: 166ms
854:	learn: 0.2007173	total: 973ms	remaining: 165ms
855:	learn: 0.2003268	total: 974ms	remaining: 164ms
856:	learn: 0.2000535	total: 975ms	remaining: 163ms
857:	learn: 0.1996628	total: 976ms	remaining: 162ms
858:	learn: 0.1995828	total: 977ms	remaining: 160ms
859:	learn: 0.1992885	total: 978ms	remaining: 159ms
860:	learn: 0.1992096	total: 979ms	remaining: 158ms
861:	learn: 0.1990260	total: 981ms	remaining: 157ms
862:	learn: 0.1989478	total: 982ms	remaining: 156ms
863:	learn: 0.1986564	total: 983ms	remaining: 155ms
864:	learn: 0.1985632	total: 984ms	remaining: 154ms
865:	learn: 0.1981216	total: 985ms	remaining: 152ms
866:	learn: 0.1977476	total: 986ms	remaining: 151ms
867:	learn: 0.1976457	total: 987ms	remaining: 150ms
868:	learn: 0.1974405	total: 988ms	remaining: 149ms
869:	learn: 0.1972183	total: 989ms	remaining: 148ms
870:	learn: 0.1969097	total: 990ms	remaining: 147ms
871:	learn: 0.1968544	total: 991ms	remaining: 145ms
872:	learn: 0.1967737	total: 992ms	remaining: 144ms
873:	learn: 0.1965050	total: 993ms	remaining: 143ms
874:	learn: 0.1964249	total: 994ms	remaining: 142ms
875:	learn: 0.1963353	total: 995ms	remaining: 141ms
876:	learn: 0.1959916	total: 996ms	remaining: 140ms
877:	learn: 0.1959378	total: 997ms	remaining: 139ms
878:	learn: 0.1956366	total: 998ms	remaining: 137ms
879:	learn: 0.1955630	total: 999ms	remaining: 136ms
880:	learn: 0.1953993	total: 1s	remaining: 135ms
881:	learn: 0.1951192	total: 1s	remaining: 134ms
882:	learn: 0.1950465	total: 1s	remaining: 133ms
883:	learn: 0.1947668	total: 1s	remaining: 132ms
884:	learn: 0.1945248	total: 1s	remaining: 130ms
885:	learn: 0.1944531	total: 1s	remaining: 129ms
886:	learn: 0.1942668	total: 1.01s	remaining: 128ms
887:	learn: 0.1941775	total: 1.01s	remaining: 127ms
888:	learn: 0.1938840	total: 1.01s	remaining: 126ms
889:	learn: 0.1936218	total: 1.01s	remaining: 125ms
890:	learn: 0.1934069	total: 1.01s	remaining: 124ms
891:	learn: 0.1933555	total: 1.01s	remaining: 123ms
892:	learn: 0.1931165	total: 1.01s	remaining: 122ms
893:	learn: 0.1928512	total: 1.02s	remaining: 120ms
894:	learn: 0.1926825	total: 1.02s	remaining: 119ms
895:	learn: 0.1924084	total: 1.02s	remaining: 118ms
896:	learn: 0.1921655	total: 1.02s	remaining: 117ms
897:	learn: 0.1921165	total: 1.02s	remaining: 116ms
898:	learn: 0.1918040	total: 1.02s	remaining: 115ms
899:	learn: 0.1917682	total: 1.02s	remaining: 114ms
900:	learn: 0.1917156	total: 1.02s	remaining: 113ms
901:	learn: 0.1913155	total: 1.03s	remaining: 111ms
902:	learn: 0.1912803	total: 1.03s	remaining: 110ms
903:	learn: 0.1912298	total: 1.03s	remaining: 109ms
904:	learn: 0.1908072	total: 1.03s	remaining: 108ms
905:	learn: 0.1905555	total: 1.03s	remaining: 107ms
906:	learn: 0.1904207	total: 1.03s	remaining: 106ms
907:	learn: 0.1903948	total: 1.03s	remaining: 105ms
908:	learn: 0.1903171	total: 1.03s	remaining: 104ms
909:	learn: 0.1900879	total: 1.04s	remaining: 102ms
910:	learn: 0.1898639	total: 1.04s	remaining: 101ms
911:	learn: 0.1895948	total: 1.04s	remaining: 100ms
912:	learn: 0.1895265	total: 1.04s	remaining: 99.1ms
913:	learn: 0.1892628	total: 1.04s	remaining: 97.9ms
914:	learn: 0.1891391	total: 1.04s	remaining: 96.8ms
915:	learn: 0.1888744	total: 1.04s	remaining: 95.7ms
916:	learn: 0.1888254	total: 1.04s	remaining: 94.6ms
917:	learn: 0.1886376	total: 1.04s	remaining: 93.4ms
918:	learn: 0.1883425	total: 1.05s	remaining: 92.3ms
919:	learn: 0.1880839	total: 1.05s	remaining: 91.1ms
920:	learn: 0.1880176	total: 1.05s	remaining: 90ms
921:	learn: 0.1876413	total: 1.05s	remaining: 88.9ms
922:	learn: 0.1873908	total: 1.05s	remaining: 87.7ms
923:	learn: 0.1873202	total: 1.05s	remaining: 86.6ms
924:	learn: 0.1872408	total: 1.05s	remaining: 85.4ms
925:	learn: 0.1871929	total: 1.05s	remaining: 84.3ms
926:	learn: 0.1869525	total: 1.06s	remaining: 83.2ms
927:	learn: 0.1866999	total: 1.06s	remaining: 82.1ms
928:	learn: 0.1864628	total: 1.06s	remaining: 81ms
929:	learn: 0.1863981	total: 1.06s	remaining: 79.8ms
930:	learn: 0.1861114	total: 1.06s	remaining: 78.8ms
931:	learn: 0.1858735	total: 1.06s	remaining: 77.7ms
932:	learn: 0.1856553	total: 1.06s	remaining: 76.5ms
933:	learn: 0.1854024	total: 1.07s	remaining: 75.4ms
934:	learn: 0.1851931	total: 1.07s	remaining: 74.2ms
935:	learn: 0.1849631	total: 1.07s	remaining: 73.1ms
936:	learn: 0.1847221	total: 1.07s	remaining: 71.9ms
937:	learn: 0.1846899	total: 1.07s	remaining: 70.8ms
938:	learn: 0.1844702	total: 1.07s	remaining: 69.6ms
939:	learn: 0.1841339	total: 1.07s	remaining: 68.5ms
940:	learn: 0.1839938	total: 1.07s	remaining: 67.3ms
941:	learn: 0.1838928	total: 1.07s	remaining: 66.2ms
942:	learn: 0.1838467	total: 1.08s	remaining: 65.1ms
943:	learn: 0.1836652	total: 1.08s	remaining: 64ms
944:	learn: 0.1836336	total: 1.08s	remaining: 62.9ms
945:	learn: 0.1835710	total: 1.08s	remaining: 61.7ms
946:	learn: 0.1835095	total: 1.08s	remaining: 60.6ms
947:	learn: 0.1834111	total: 1.08s	remaining: 59.4ms
948:	learn: 0.1833873	total: 1.08s	remaining: 58.3ms
949:	learn: 0.1830270	total: 1.08s	remaining: 57.1ms
950:	learn: 0.1827880	total: 1.09s	remaining: 56ms
951:	learn: 0.1826463	total: 1.09s	remaining: 54.8ms
952:	learn: 0.1824820	total: 1.09s	remaining: 53.7ms
953:	learn: 0.1824214	total: 1.09s	remaining: 52.6ms
954:	learn: 0.1823226	total: 1.09s	remaining: 51.4ms
955:	learn: 0.1820976	total: 1.09s	remaining: 50.3ms
956:	learn: 0.1820530	total: 1.09s	remaining: 49.1ms
957:	learn: 0.1820224	total: 1.09s	remaining: 48ms
958:	learn: 0.1818751	total: 1.09s	remaining: 46.8ms
959:	learn: 0.1817351	total: 1.1s	remaining: 45.7ms
960:	learn: 0.1816261	total: 1.1s	remaining: 44.5ms
961:	learn: 0.1816031	total: 1.1s	remaining: 43.4ms
962:	learn: 0.1812999	total: 1.1s	remaining: 42.2ms
963:	learn: 0.1808478	total: 1.1s	remaining: 41.1ms
964:	learn: 0.1808105	total: 1.1s	remaining: 40ms
965:	learn: 0.1804275	total: 1.1s	remaining: 38.8ms
966:	learn: 0.1803417	total: 1.1s	remaining: 37.7ms
967:	learn: 0.1802964	total: 1.1s	remaining: 36.5ms
968:	learn: 0.1800505	total: 1.11s	remaining: 35.4ms
969:	learn: 0.1797404	total: 1.11s	remaining: 34.2ms
970:	learn: 0.1797170	total: 1.11s	remaining: 33.1ms
971:	learn: 0.1792927	total: 1.11s	remaining: 32ms
972:	learn: 0.1791049	total: 1.11s	remaining: 30.8ms
973:	learn: 0.1788477	total: 1.11s	remaining: 29.7ms
974:	learn: 0.1785399	total: 1.11s	remaining: 28.5ms
975:	learn: 0.1783140	total: 1.11s	remaining: 27.4ms
976:	learn: 0.1782557	total: 1.11s	remaining: 26.2ms
977:	learn: 0.1780342	total: 1.11s	remaining: 25.1ms
978:	learn: 0.1779785	total: 1.12s	remaining: 23.9ms
979:	learn: 0.1778670	total: 1.12s	remaining: 22.8ms
980:	learn: 0.1776026	total: 1.12s	remaining: 21.7ms
981:	learn: 0.1773301	total: 1.12s	remaining: 20.5ms
982:	learn: 0.1770934	total: 1.12s	remaining: 19.4ms
983:	learn: 0.1767462	total: 1.12s	remaining: 18.2ms
984:	learn: 0.1765326	total: 1.12s	remaining: 17.1ms
985:	learn: 0.1765099	total: 1.12s	remaining: 15.9ms
986:	learn: 0.1763020	total: 1.12s	remaining: 14.8ms
987:	learn: 0.1760460	total: 1.12s	remaining: 13.7ms
988:	learn: 0.1759516	total: 1.13s	remaining: 12.5ms
989:	learn: 0.1758961	total: 1.13s	remaining: 11.4ms
990:	learn: 0.1758738	total: 1.13s	remaining: 10.2ms
991:	learn: 0.1755682	total: 1.13s	remaining: 9.11ms
992:	learn: 0.1755395	total: 1.13s	remaining: 7.97ms
993:	learn: 0.1754556	total: 1.13s	remaining: 6.83ms
994:	learn: 0.1754010	total: 1.13s	remaining: 5.7ms
995:	learn: 0.1753259	total: 1.13s	remaining: 4.56ms
996:	learn: 0.1749828	total: 1.14s	remaining: 3.42ms
997:	learn: 0.1748253	total: 1.14s	remaining: 2.28ms
998:	learn: 0.1746292	total: 1.14s	remaining: 1.14ms
999:	learn: 0.1745203	total: 1.14s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=9, depth=4, total=   1.8s
[CV] learning_rate=0.1, l2_leaf_reg=9, depth=4 .......................
0:	learn: 0.8582787	total: 2ms	remaining: 2s
1:	learn: 0.8243611	total: 3.69ms	remaining: 1.84s
2:	learn: 0.7883650	total: 5.17ms	remaining: 1.72s
3:	learn: 0.7599354	total: 7.15ms	remaining: 1.78s
4:	learn: 0.7283685	total: 8.78ms	remaining: 1.75s
5:	learn: 0.7068093	total: 10.4ms	remaining: 1.73s
6:	learn: 0.6841161	total: 11.8ms	remaining: 1.68s
7:	learn: 0.6625405	total: 13.4ms	remaining: 1.66s
8:	learn: 0.6382736	total: 15ms	remaining: 1.65s
9:	learn: 0.6188901	total: 16.4ms	remaining: 1.62s
10:	learn: 0.5979853	total: 17.7ms	remaining: 1.59s
11:	learn: 0.5806287	total: 19.1ms	remaining: 1.57s
12:	learn: 0.5681987	total: 21.1ms	remaining: 1.6s
13:	learn: 0.5537251	total: 22.6ms	remaining: 1.59s
14:	learn: 0.5406645	total: 24ms	remaining: 1.57s
15:	learn: 0.5307322	total: 25.3ms	remaining: 1.56s
16:	learn: 0.5194287	total: 26.6ms	remaining: 1.54s
17:	learn: 0.5079563	total: 28ms	remaining: 1.53s
18:	learn: 0.4995097	total: 29.4ms	remaining: 1.52s
19:	learn: 0.4911638	total: 30.8ms	remaining: 1.51s
20:	learn: 0.4842669	total: 32.1ms	remaining: 1.5s
21:	learn: 0.4755578	total: 33.5ms	remaining: 1.49s
22:	learn: 0.4690888	total: 35.2ms	remaining: 1.5s
23:	learn: 0.4628118	total: 36.4ms	remaining: 1.48s
24:	learn: 0.4583484	total: 37.5ms	remaining: 1.46s
25:	learn: 0.4525430	total: 38.6ms	remaining: 1.45s
26:	learn: 0.4515653	total: 39.8ms	remaining: 1.43s
27:	learn: 0.4470259	total: 41ms	remaining: 1.42s
28:	learn: 0.4434674	total: 42ms	remaining: 1.41s
29:	learn: 0.4398009	total: 43ms	remaining: 1.39s
30:	learn: 0.4359403	total: 44ms	remaining: 1.38s
31:	learn: 0.4350006	total: 45.2ms	remaining: 1.37s
32:	learn: 0.4313503	total: 46.2ms	remaining: 1.35s
33:	learn: 0.4277408	total: 47.3ms	remaining: 1.34s
34:	learn: 0.4250247	total: 48.3ms	remaining: 1.33s
35:	learn: 0.4241778	total: 49.9ms	remaining: 1.33s
36:	learn: 0.4236099	total: 50.9ms	remaining: 1.32s
37:	learn: 0.4225291	total: 51.9ms	remaining: 1.31s
38:	learn: 0.4215442	total: 53ms	remaining: 1.3s
39:	learn: 0.4189527	total: 54ms	remaining: 1.3s
40:	learn: 0.4183106	total: 55.1ms	remaining: 1.29s
41:	learn: 0.4169134	total: 56.1ms	remaining: 1.28s
42:	learn: 0.4137073	total: 57.1ms	remaining: 1.27s
43:	learn: 0.4107498	total: 58.2ms	remaining: 1.26s
44:	learn: 0.4088309	total: 59.3ms	remaining: 1.26s
45:	learn: 0.4082778	total: 60.3ms	remaining: 1.25s
46:	learn: 0.4077621	total: 61.4ms	remaining: 1.25s
47:	learn: 0.4072141	total: 63.2ms	remaining: 1.25s
48:	learn: 0.4065914	total: 64.4ms	remaining: 1.25s
49:	learn: 0.4047220	total: 66.6ms	remaining: 1.26s
50:	learn: 0.4034227	total: 68.5ms	remaining: 1.27s
51:	learn: 0.4028562	total: 70.4ms	remaining: 1.28s
52:	learn: 0.4022615	total: 72.3ms	remaining: 1.29s
53:	learn: 0.4017009	total: 74ms	remaining: 1.29s
54:	learn: 0.4006528	total: 75.2ms	remaining: 1.29s
55:	learn: 0.3990612	total: 77.2ms	remaining: 1.3s
56:	learn: 0.3985845	total: 78.4ms	remaining: 1.3s
57:	learn: 0.3980715	total: 79.5ms	remaining: 1.29s
58:	learn: 0.3975144	total: 80.7ms	remaining: 1.29s
59:	learn: 0.3970232	total: 81.9ms	remaining: 1.28s
60:	learn: 0.3951957	total: 83ms	remaining: 1.28s
61:	learn: 0.3940702	total: 84.2ms	remaining: 1.27s
62:	learn: 0.3935438	total: 85.7ms	remaining: 1.27s
63:	learn: 0.3919365	total: 86.9ms	remaining: 1.27s
64:	learn: 0.3906623	total: 88.1ms	remaining: 1.27s
65:	learn: 0.3898804	total: 89.2ms	remaining: 1.26s
66:	learn: 0.3894600	total: 90.6ms	remaining: 1.26s
67:	learn: 0.3886906	total: 91.7ms	remaining: 1.26s
68:	learn: 0.3879906	total: 92.9ms	remaining: 1.25s
69:	learn: 0.3869735	total: 94ms	remaining: 1.25s
70:	learn: 0.3865425	total: 94.9ms	remaining: 1.24s
71:	learn: 0.3856825	total: 96ms	remaining: 1.24s
72:	learn: 0.3852501	total: 97.1ms	remaining: 1.23s
73:	learn: 0.3844312	total: 98.2ms	remaining: 1.23s
74:	learn: 0.3839981	total: 99.4ms	remaining: 1.23s
75:	learn: 0.3831891	total: 101ms	remaining: 1.22s
76:	learn: 0.3825241	total: 102ms	remaining: 1.22s
77:	learn: 0.3816561	total: 103ms	remaining: 1.22s
78:	learn: 0.3808137	total: 105ms	remaining: 1.22s
79:	learn: 0.3804111	total: 106ms	remaining: 1.22s
80:	learn: 0.3797107	total: 107ms	remaining: 1.21s
81:	learn: 0.3760756	total: 108ms	remaining: 1.21s
82:	learn: 0.3753629	total: 109ms	remaining: 1.21s
83:	learn: 0.3720091	total: 111ms	remaining: 1.21s
84:	learn: 0.3716058	total: 112ms	remaining: 1.2s
85:	learn: 0.3688710	total: 113ms	remaining: 1.2s
86:	learn: 0.3682802	total: 114ms	remaining: 1.19s
87:	learn: 0.3670538	total: 115ms	remaining: 1.19s
88:	learn: 0.3666797	total: 117ms	remaining: 1.2s
89:	learn: 0.3645963	total: 118ms	remaining: 1.2s
90:	learn: 0.3639124	total: 119ms	remaining: 1.19s
91:	learn: 0.3633407	total: 121ms	remaining: 1.19s
92:	learn: 0.3622386	total: 122ms	remaining: 1.19s
93:	learn: 0.3582402	total: 123ms	remaining: 1.18s
94:	learn: 0.3571598	total: 124ms	remaining: 1.18s
95:	learn: 0.3566109	total: 125ms	remaining: 1.17s
96:	learn: 0.3559764	total: 126ms	remaining: 1.17s
97:	learn: 0.3556517	total: 127ms	remaining: 1.17s
98:	learn: 0.3526594	total: 128ms	remaining: 1.17s
99:	learn: 0.3523369	total: 130ms	remaining: 1.17s
100:	learn: 0.3513368	total: 131ms	remaining: 1.17s
101:	learn: 0.3510253	total: 132ms	remaining: 1.16s
102:	learn: 0.3479442	total: 133ms	remaining: 1.16s
103:	learn: 0.3455429	total: 134ms	remaining: 1.16s
104:	learn: 0.3446573	total: 135ms	remaining: 1.15s
105:	learn: 0.3440932	total: 136ms	remaining: 1.15s
106:	learn: 0.3435711	total: 137ms	remaining: 1.14s
107:	learn: 0.3430888	total: 138ms	remaining: 1.14s
108:	learn: 0.3428078	total: 139ms	remaining: 1.13s
109:	learn: 0.3394915	total: 140ms	remaining: 1.13s
110:	learn: 0.3390242	total: 141ms	remaining: 1.13s
111:	learn: 0.3387266	total: 142ms	remaining: 1.12s
112:	learn: 0.3384539	total: 143ms	remaining: 1.12s
113:	learn: 0.3381884	total: 144ms	remaining: 1.12s
114:	learn: 0.3376362	total: 145ms	remaining: 1.12s
115:	learn: 0.3367326	total: 146ms	remaining: 1.11s
116:	learn: 0.3364859	total: 147ms	remaining: 1.11s
117:	learn: 0.3344764	total: 148ms	remaining: 1.11s
118:	learn: 0.3327655	total: 149ms	remaining: 1.1s
119:	learn: 0.3322501	total: 150ms	remaining: 1.1s
120:	learn: 0.3320215	total: 151ms	remaining: 1.1s
121:	learn: 0.3317708	total: 152ms	remaining: 1.09s
122:	learn: 0.3289803	total: 153ms	remaining: 1.09s
123:	learn: 0.3282039	total: 154ms	remaining: 1.09s
124:	learn: 0.3279867	total: 155ms	remaining: 1.08s
125:	learn: 0.3251899	total: 156ms	remaining: 1.08s
126:	learn: 0.3249518	total: 158ms	remaining: 1.08s
127:	learn: 0.3247249	total: 159ms	remaining: 1.08s
128:	learn: 0.3231069	total: 160ms	remaining: 1.08s
129:	learn: 0.3228902	total: 161ms	remaining: 1.08s
130:	learn: 0.3216889	total: 162ms	remaining: 1.07s
131:	learn: 0.3201424	total: 163ms	remaining: 1.07s
132:	learn: 0.3187305	total: 164ms	remaining: 1.07s
133:	learn: 0.3185147	total: 165ms	remaining: 1.07s
134:	learn: 0.3177811	total: 166ms	remaining: 1.06s
135:	learn: 0.3175833	total: 167ms	remaining: 1.06s
136:	learn: 0.3163800	total: 168ms	remaining: 1.06s
137:	learn: 0.3161772	total: 170ms	remaining: 1.06s
138:	learn: 0.3159784	total: 171ms	remaining: 1.06s
139:	learn: 0.3148881	total: 172ms	remaining: 1.05s
140:	learn: 0.3147028	total: 173ms	remaining: 1.05s
141:	learn: 0.3145099	total: 174ms	remaining: 1.05s
142:	learn: 0.3138459	total: 175ms	remaining: 1.05s
143:	learn: 0.3115242	total: 176ms	remaining: 1.04s
144:	learn: 0.3108616	total: 177ms	remaining: 1.04s
145:	learn: 0.3106887	total: 177ms	remaining: 1.04s
146:	learn: 0.3091572	total: 178ms	remaining: 1.03s
147:	learn: 0.3087214	total: 179ms	remaining: 1.03s
148:	learn: 0.3080973	total: 180ms	remaining: 1.03s
149:	learn: 0.3063642	total: 181ms	remaining: 1.03s
150:	learn: 0.3047085	total: 182ms	remaining: 1.02s
151:	learn: 0.3045731	total: 183ms	remaining: 1.02s
152:	learn: 0.3043992	total: 184ms	remaining: 1.02s
153:	learn: 0.3042409	total: 186ms	remaining: 1.02s
154:	learn: 0.3035929	total: 187ms	remaining: 1.02s
155:	learn: 0.3034257	total: 188ms	remaining: 1.01s
156:	learn: 0.3028274	total: 188ms	remaining: 1.01s
157:	learn: 0.3008485	total: 189ms	remaining: 1.01s
158:	learn: 0.2999316	total: 190ms	remaining: 1s
159:	learn: 0.2997696	total: 191ms	remaining: 1s
160:	learn: 0.2972622	total: 192ms	remaining: 1000ms
161:	learn: 0.2966446	total: 193ms	remaining: 997ms
162:	learn: 0.2964860	total: 194ms	remaining: 996ms
163:	learn: 0.2958789	total: 195ms	remaining: 993ms
164:	learn: 0.2953325	total: 196ms	remaining: 991ms
165:	learn: 0.2936720	total: 197ms	remaining: 989ms
166:	learn: 0.2930766	total: 198ms	remaining: 989ms
167:	learn: 0.2915850	total: 199ms	remaining: 988ms
168:	learn: 0.2909145	total: 200ms	remaining: 985ms
169:	learn: 0.2902881	total: 202ms	remaining: 984ms
170:	learn: 0.2883550	total: 203ms	remaining: 982ms
171:	learn: 0.2865946	total: 204ms	remaining: 980ms
172:	learn: 0.2845897	total: 205ms	remaining: 978ms
173:	learn: 0.2821956	total: 206ms	remaining: 976ms
174:	learn: 0.2815453	total: 207ms	remaining: 974ms
175:	learn: 0.2810262	total: 208ms	remaining: 972ms
176:	learn: 0.2803468	total: 209ms	remaining: 970ms
177:	learn: 0.2793675	total: 210ms	remaining: 968ms
178:	learn: 0.2787999	total: 211ms	remaining: 966ms
179:	learn: 0.2782473	total: 212ms	remaining: 966ms
180:	learn: 0.2751059	total: 213ms	remaining: 965ms
181:	learn: 0.2744165	total: 214ms	remaining: 964ms
182:	learn: 0.2738090	total: 216ms	remaining: 963ms
183:	learn: 0.2725721	total: 217ms	remaining: 961ms
184:	learn: 0.2707728	total: 218ms	remaining: 961ms
185:	learn: 0.2695335	total: 220ms	remaining: 961ms
186:	learn: 0.2689410	total: 221ms	remaining: 960ms
187:	learn: 0.2660761	total: 222ms	remaining: 959ms
188:	learn: 0.2639968	total: 223ms	remaining: 958ms
189:	learn: 0.2622567	total: 225ms	remaining: 961ms
190:	learn: 0.2616860	total: 226ms	remaining: 959ms
191:	learn: 0.2600583	total: 228ms	remaining: 958ms
192:	learn: 0.2594516	total: 229ms	remaining: 957ms
193:	learn: 0.2588853	total: 230ms	remaining: 956ms
194:	learn: 0.2561262	total: 231ms	remaining: 955ms
195:	learn: 0.2548076	total: 232ms	remaining: 954ms
196:	learn: 0.2539905	total: 234ms	remaining: 953ms
197:	learn: 0.2536911	total: 235ms	remaining: 952ms
198:	learn: 0.2531736	total: 236ms	remaining: 951ms
199:	learn: 0.2514255	total: 238ms	remaining: 953ms
200:	learn: 0.2498545	total: 239ms	remaining: 952ms
201:	learn: 0.2485445	total: 241ms	remaining: 950ms
202:	learn: 0.2480821	total: 242ms	remaining: 949ms
203:	learn: 0.2477576	total: 243ms	remaining: 948ms
204:	learn: 0.2475145	total: 244ms	remaining: 947ms
205:	learn: 0.2462562	total: 245ms	remaining: 945ms
206:	learn: 0.2452441	total: 247ms	remaining: 944ms
207:	learn: 0.2439939	total: 248ms	remaining: 943ms
208:	learn: 0.2435182	total: 249ms	remaining: 942ms
209:	learn: 0.2423322	total: 250ms	remaining: 941ms
210:	learn: 0.2409513	total: 251ms	remaining: 940ms
211:	learn: 0.2405735	total: 253ms	remaining: 939ms
212:	learn: 0.2402905	total: 254ms	remaining: 938ms
213:	learn: 0.2400519	total: 255ms	remaining: 937ms
214:	learn: 0.2395809	total: 256ms	remaining: 935ms
215:	learn: 0.2385035	total: 257ms	remaining: 935ms
216:	learn: 0.2382441	total: 259ms	remaining: 933ms
217:	learn: 0.2376964	total: 260ms	remaining: 932ms
218:	learn: 0.2373773	total: 261ms	remaining: 931ms
219:	learn: 0.2368747	total: 262ms	remaining: 930ms
220:	learn: 0.2364922	total: 264ms	remaining: 930ms
221:	learn: 0.2360990	total: 265ms	remaining: 930ms
222:	learn: 0.2341909	total: 267ms	remaining: 929ms
223:	learn: 0.2337669	total: 267ms	remaining: 927ms
224:	learn: 0.2332803	total: 268ms	remaining: 924ms
225:	learn: 0.2317253	total: 269ms	remaining: 923ms
226:	learn: 0.2305251	total: 270ms	remaining: 921ms
227:	learn: 0.2299491	total: 271ms	remaining: 919ms
228:	learn: 0.2287679	total: 272ms	remaining: 917ms
229:	learn: 0.2283426	total: 273ms	remaining: 915ms
230:	learn: 0.2270404	total: 274ms	remaining: 913ms
231:	learn: 0.2254560	total: 275ms	remaining: 912ms
232:	learn: 0.2248760	total: 278ms	remaining: 914ms
233:	learn: 0.2245363	total: 279ms	remaining: 912ms
234:	learn: 0.2241669	total: 279ms	remaining: 910ms
235:	learn: 0.2237707	total: 280ms	remaining: 908ms
236:	learn: 0.2223167	total: 281ms	remaining: 906ms
237:	learn: 0.2209743	total: 282ms	remaining: 904ms
238:	learn: 0.2197915	total: 283ms	remaining: 902ms
239:	learn: 0.2194274	total: 284ms	remaining: 900ms
240:	learn: 0.2190674	total: 285ms	remaining: 898ms
241:	learn: 0.2177034	total: 286ms	remaining: 896ms
242:	learn: 0.2175008	total: 287ms	remaining: 894ms
243:	learn: 0.2173042	total: 288ms	remaining: 892ms
244:	learn: 0.2158258	total: 289ms	remaining: 891ms
245:	learn: 0.2152247	total: 290ms	remaining: 890ms
246:	learn: 0.2148773	total: 291ms	remaining: 888ms
247:	learn: 0.2136999	total: 292ms	remaining: 887ms
248:	learn: 0.2130408	total: 293ms	remaining: 885ms
249:	learn: 0.2127037	total: 294ms	remaining: 883ms
250:	learn: 0.2125126	total: 295ms	remaining: 882ms
251:	learn: 0.2121894	total: 296ms	remaining: 880ms
252:	learn: 0.2118380	total: 297ms	remaining: 878ms
253:	learn: 0.2116175	total: 298ms	remaining: 877ms
254:	learn: 0.2113276	total: 299ms	remaining: 875ms
255:	learn: 0.2097395	total: 301ms	remaining: 873ms
256:	learn: 0.2093614	total: 302ms	remaining: 872ms
257:	learn: 0.2091831	total: 303ms	remaining: 870ms
258:	learn: 0.2089030	total: 304ms	remaining: 870ms
259:	learn: 0.2079614	total: 305ms	remaining: 869ms
260:	learn: 0.2076652	total: 306ms	remaining: 867ms
261:	learn: 0.2064289	total: 307ms	remaining: 866ms
262:	learn: 0.2057185	total: 308ms	remaining: 864ms
263:	learn: 0.2044318	total: 309ms	remaining: 862ms
264:	learn: 0.2036992	total: 310ms	remaining: 861ms
265:	learn: 0.2034401	total: 311ms	remaining: 859ms
266:	learn: 0.2021232	total: 312ms	remaining: 858ms
267:	learn: 0.2014869	total: 313ms	remaining: 856ms
268:	learn: 0.2013102	total: 314ms	remaining: 854ms
269:	learn: 0.2011486	total: 316ms	remaining: 853ms
270:	learn: 0.2002661	total: 317ms	remaining: 854ms
271:	learn: 0.2000196	total: 318ms	remaining: 852ms
272:	learn: 0.1997530	total: 319ms	remaining: 850ms
273:	learn: 0.1995999	total: 320ms	remaining: 849ms
274:	learn: 0.1994522	total: 321ms	remaining: 847ms
275:	learn: 0.1991143	total: 322ms	remaining: 846ms
276:	learn: 0.1984481	total: 323ms	remaining: 844ms
277:	learn: 0.1983163	total: 324ms	remaining: 842ms
278:	learn: 0.1980276	total: 325ms	remaining: 841ms
279:	learn: 0.1978803	total: 327ms	remaining: 841ms
280:	learn: 0.1970748	total: 328ms	remaining: 839ms
281:	learn: 0.1968116	total: 329ms	remaining: 838ms
282:	learn: 0.1962310	total: 331ms	remaining: 838ms
283:	learn: 0.1955708	total: 332ms	remaining: 836ms
284:	learn: 0.1952295	total: 333ms	remaining: 835ms
285:	learn: 0.1950975	total: 334ms	remaining: 833ms
286:	learn: 0.1948860	total: 335ms	remaining: 831ms
287:	learn: 0.1947616	total: 336ms	remaining: 830ms
288:	learn: 0.1933974	total: 337ms	remaining: 829ms
289:	learn: 0.1925298	total: 338ms	remaining: 827ms
290:	learn: 0.1924182	total: 339ms	remaining: 826ms
291:	learn: 0.1921883	total: 340ms	remaining: 824ms
292:	learn: 0.1906072	total: 341ms	remaining: 823ms
293:	learn: 0.1888902	total: 342ms	remaining: 821ms
294:	learn: 0.1886570	total: 343ms	remaining: 820ms
295:	learn: 0.1871720	total: 344ms	remaining: 818ms
296:	learn: 0.1855944	total: 345ms	remaining: 817ms
297:	learn: 0.1848584	total: 346ms	remaining: 815ms
298:	learn: 0.1843589	total: 347ms	remaining: 814ms
299:	learn: 0.1839388	total: 348ms	remaining: 812ms
300:	learn: 0.1838440	total: 349ms	remaining: 811ms
301:	learn: 0.1832797	total: 350ms	remaining: 809ms
302:	learn: 0.1819336	total: 351ms	remaining: 808ms
303:	learn: 0.1816604	total: 352ms	remaining: 806ms
304:	learn: 0.1815313	total: 353ms	remaining: 805ms
305:	learn: 0.1807063	total: 354ms	remaining: 804ms
306:	learn: 0.1801165	total: 355ms	remaining: 802ms
307:	learn: 0.1799002	total: 357ms	remaining: 802ms
308:	learn: 0.1796571	total: 358ms	remaining: 801ms
309:	learn: 0.1795683	total: 359ms	remaining: 799ms
310:	learn: 0.1783495	total: 360ms	remaining: 798ms
311:	learn: 0.1778862	total: 361ms	remaining: 796ms
312:	learn: 0.1770935	total: 362ms	remaining: 795ms
313:	learn: 0.1766762	total: 363ms	remaining: 793ms
314:	learn: 0.1764618	total: 364ms	remaining: 792ms
315:	learn: 0.1754538	total: 366ms	remaining: 791ms
316:	learn: 0.1744786	total: 367ms	remaining: 791ms
317:	learn: 0.1740988	total: 368ms	remaining: 790ms
318:	learn: 0.1734958	total: 370ms	remaining: 791ms
319:	learn: 0.1729780	total: 372ms	remaining: 790ms
320:	learn: 0.1728516	total: 373ms	remaining: 789ms
321:	learn: 0.1725525	total: 374ms	remaining: 787ms
322:	learn: 0.1724523	total: 375ms	remaining: 786ms
323:	learn: 0.1715838	total: 376ms	remaining: 785ms
324:	learn: 0.1713434	total: 378ms	remaining: 786ms
325:	learn: 0.1712479	total: 380ms	remaining: 785ms
326:	learn: 0.1705572	total: 381ms	remaining: 784ms
327:	learn: 0.1691975	total: 382ms	remaining: 783ms
328:	learn: 0.1689567	total: 384ms	remaining: 783ms
329:	learn: 0.1685843	total: 385ms	remaining: 782ms
330:	learn: 0.1680335	total: 386ms	remaining: 781ms
331:	learn: 0.1671593	total: 388ms	remaining: 780ms
332:	learn: 0.1669964	total: 389ms	remaining: 779ms
333:	learn: 0.1668797	total: 390ms	remaining: 778ms
334:	learn: 0.1664721	total: 391ms	remaining: 776ms
335:	learn: 0.1663782	total: 392ms	remaining: 775ms
336:	learn: 0.1662823	total: 393ms	remaining: 774ms
337:	learn: 0.1650530	total: 395ms	remaining: 773ms
338:	learn: 0.1642650	total: 396ms	remaining: 772ms
339:	learn: 0.1638661	total: 397ms	remaining: 771ms
340:	learn: 0.1626526	total: 398ms	remaining: 770ms
341:	learn: 0.1625069	total: 399ms	remaining: 768ms
342:	learn: 0.1618705	total: 401ms	remaining: 767ms
343:	learn: 0.1616939	total: 402ms	remaining: 766ms
344:	learn: 0.1610909	total: 403ms	remaining: 765ms
345:	learn: 0.1597741	total: 404ms	remaining: 764ms
346:	learn: 0.1588863	total: 405ms	remaining: 763ms
347:	learn: 0.1587996	total: 406ms	remaining: 762ms
348:	learn: 0.1582484	total: 408ms	remaining: 760ms
349:	learn: 0.1581792	total: 409ms	remaining: 760ms
350:	learn: 0.1578243	total: 411ms	remaining: 759ms
351:	learn: 0.1567762	total: 412ms	remaining: 758ms
352:	learn: 0.1563160	total: 413ms	remaining: 757ms
353:	learn: 0.1551469	total: 414ms	remaining: 756ms
354:	learn: 0.1540772	total: 416ms	remaining: 756ms
355:	learn: 0.1532326	total: 417ms	remaining: 755ms
356:	learn: 0.1530878	total: 418ms	remaining: 753ms
357:	learn: 0.1528923	total: 419ms	remaining: 752ms
358:	learn: 0.1527630	total: 420ms	remaining: 750ms
359:	learn: 0.1526271	total: 421ms	remaining: 749ms
360:	learn: 0.1520721	total: 423ms	remaining: 750ms
361:	learn: 0.1519175	total: 425ms	remaining: 748ms
362:	learn: 0.1510157	total: 426ms	remaining: 747ms
363:	learn: 0.1507336	total: 427ms	remaining: 745ms
364:	learn: 0.1500484	total: 428ms	remaining: 744ms
365:	learn: 0.1498821	total: 429ms	remaining: 743ms
366:	learn: 0.1488752	total: 430ms	remaining: 741ms
367:	learn: 0.1484544	total: 431ms	remaining: 740ms
368:	learn: 0.1479495	total: 432ms	remaining: 739ms
369:	learn: 0.1478163	total: 433ms	remaining: 737ms
370:	learn: 0.1477180	total: 434ms	remaining: 736ms
371:	learn: 0.1468896	total: 435ms	remaining: 734ms
372:	learn: 0.1467990	total: 437ms	remaining: 735ms
373:	learn: 0.1467484	total: 438ms	remaining: 733ms
374:	learn: 0.1457910	total: 439ms	remaining: 732ms
375:	learn: 0.1454429	total: 440ms	remaining: 731ms
376:	learn: 0.1447192	total: 441ms	remaining: 729ms
377:	learn: 0.1446150	total: 442ms	remaining: 728ms
378:	learn: 0.1442114	total: 443ms	remaining: 727ms
379:	learn: 0.1434046	total: 444ms	remaining: 725ms
380:	learn: 0.1425024	total: 446ms	remaining: 724ms
381:	learn: 0.1423452	total: 447ms	remaining: 722ms
382:	learn: 0.1420202	total: 448ms	remaining: 721ms
383:	learn: 0.1419244	total: 449ms	remaining: 719ms
384:	learn: 0.1418559	total: 450ms	remaining: 719ms
385:	learn: 0.1417583	total: 451ms	remaining: 718ms
386:	learn: 0.1412790	total: 452ms	remaining: 717ms
387:	learn: 0.1412219	total: 453ms	remaining: 715ms
388:	learn: 0.1408010	total: 454ms	remaining: 714ms
389:	learn: 0.1398879	total: 455ms	remaining: 712ms
390:	learn: 0.1398268	total: 456ms	remaining: 711ms
391:	learn: 0.1395057	total: 457ms	remaining: 709ms
392:	learn: 0.1391468	total: 459ms	remaining: 708ms
393:	learn: 0.1381133	total: 460ms	remaining: 707ms
394:	learn: 0.1380485	total: 461ms	remaining: 706ms
395:	learn: 0.1377544	total: 462ms	remaining: 704ms
396:	learn: 0.1375691	total: 463ms	remaining: 704ms
397:	learn: 0.1375027	total: 464ms	remaining: 703ms
398:	learn: 0.1367321	total: 466ms	remaining: 701ms
399:	learn: 0.1358629	total: 467ms	remaining: 700ms
400:	learn: 0.1356041	total: 468ms	remaining: 698ms
401:	learn: 0.1354043	total: 469ms	remaining: 697ms
402:	learn: 0.1351546	total: 470ms	remaining: 696ms
403:	learn: 0.1344546	total: 471ms	remaining: 694ms
404:	learn: 0.1343957	total: 472ms	remaining: 693ms
405:	learn: 0.1339324	total: 473ms	remaining: 692ms
406:	learn: 0.1338724	total: 474ms	remaining: 690ms
407:	learn: 0.1331623	total: 475ms	remaining: 689ms
408:	learn: 0.1327261	total: 476ms	remaining: 688ms
409:	learn: 0.1324446	total: 477ms	remaining: 687ms
410:	learn: 0.1320859	total: 478ms	remaining: 686ms
411:	learn: 0.1320151	total: 479ms	remaining: 684ms
412:	learn: 0.1317884	total: 480ms	remaining: 683ms
413:	learn: 0.1308922	total: 482ms	remaining: 682ms
414:	learn: 0.1308193	total: 483ms	remaining: 680ms
415:	learn: 0.1307245	total: 484ms	remaining: 679ms
416:	learn: 0.1299298	total: 485ms	remaining: 677ms
417:	learn: 0.1292797	total: 486ms	remaining: 676ms
418:	learn: 0.1285215	total: 487ms	remaining: 675ms
419:	learn: 0.1284767	total: 488ms	remaining: 673ms
420:	learn: 0.1282029	total: 489ms	remaining: 672ms
421:	learn: 0.1272021	total: 490ms	remaining: 671ms
422:	learn: 0.1271277	total: 491ms	remaining: 670ms
423:	learn: 0.1265225	total: 492ms	remaining: 669ms
424:	learn: 0.1256136	total: 493ms	remaining: 667ms
425:	learn: 0.1253523	total: 494ms	remaining: 666ms
426:	learn: 0.1251586	total: 495ms	remaining: 665ms
427:	learn: 0.1250564	total: 496ms	remaining: 663ms
428:	learn: 0.1243418	total: 497ms	remaining: 662ms
429:	learn: 0.1233629	total: 498ms	remaining: 661ms
430:	learn: 0.1227961	total: 499ms	remaining: 659ms
431:	learn: 0.1225671	total: 501ms	remaining: 658ms
432:	learn: 0.1224697	total: 502ms	remaining: 657ms
433:	learn: 0.1223453	total: 503ms	remaining: 655ms
434:	learn: 0.1222920	total: 504ms	remaining: 654ms
435:	learn: 0.1222378	total: 505ms	remaining: 653ms
436:	learn: 0.1221775	total: 506ms	remaining: 652ms
437:	learn: 0.1221288	total: 507ms	remaining: 650ms
438:	learn: 0.1216794	total: 508ms	remaining: 649ms
439:	learn: 0.1212010	total: 509ms	remaining: 647ms
440:	learn: 0.1211471	total: 510ms	remaining: 646ms
441:	learn: 0.1204506	total: 511ms	remaining: 645ms
442:	learn: 0.1201994	total: 512ms	remaining: 644ms
443:	learn: 0.1195744	total: 513ms	remaining: 642ms
444:	learn: 0.1187836	total: 514ms	remaining: 641ms
445:	learn: 0.1182608	total: 515ms	remaining: 640ms
446:	learn: 0.1181556	total: 518ms	remaining: 640ms
447:	learn: 0.1180551	total: 519ms	remaining: 639ms
448:	learn: 0.1174041	total: 520ms	remaining: 638ms
449:	learn: 0.1173566	total: 521ms	remaining: 637ms
450:	learn: 0.1172543	total: 523ms	remaining: 636ms
451:	learn: 0.1172083	total: 524ms	remaining: 635ms
452:	learn: 0.1171081	total: 525ms	remaining: 634ms
453:	learn: 0.1170145	total: 526ms	remaining: 633ms
454:	learn: 0.1163516	total: 527ms	remaining: 632ms
455:	learn: 0.1163071	total: 529ms	remaining: 631ms
456:	learn: 0.1160727	total: 531ms	remaining: 630ms
457:	learn: 0.1160288	total: 532ms	remaining: 629ms
458:	learn: 0.1158378	total: 533ms	remaining: 628ms
459:	learn: 0.1156140	total: 534ms	remaining: 627ms
460:	learn: 0.1152215	total: 535ms	remaining: 626ms
461:	learn: 0.1145020	total: 537ms	remaining: 625ms
462:	learn: 0.1138810	total: 538ms	remaining: 624ms
463:	learn: 0.1137813	total: 539ms	remaining: 623ms
464:	learn: 0.1137249	total: 540ms	remaining: 622ms
465:	learn: 0.1136310	total: 541ms	remaining: 620ms
466:	learn: 0.1132640	total: 543ms	remaining: 619ms
467:	learn: 0.1131603	total: 544ms	remaining: 619ms
468:	learn: 0.1130501	total: 545ms	remaining: 618ms
469:	learn: 0.1129601	total: 547ms	remaining: 617ms
470:	learn: 0.1126397	total: 548ms	remaining: 615ms
471:	learn: 0.1125457	total: 549ms	remaining: 614ms
472:	learn: 0.1124952	total: 550ms	remaining: 613ms
473:	learn: 0.1115781	total: 551ms	remaining: 612ms
474:	learn: 0.1111234	total: 553ms	remaining: 611ms
475:	learn: 0.1105152	total: 554ms	remaining: 610ms
476:	learn: 0.1104213	total: 555ms	remaining: 608ms
477:	learn: 0.1102108	total: 556ms	remaining: 607ms
478:	learn: 0.1094461	total: 558ms	remaining: 607ms
479:	learn: 0.1093566	total: 559ms	remaining: 605ms
480:	learn: 0.1089772	total: 560ms	remaining: 604ms
481:	learn: 0.1089183	total: 561ms	remaining: 603ms
482:	learn: 0.1083301	total: 562ms	remaining: 602ms
483:	learn: 0.1080489	total: 564ms	remaining: 601ms
484:	learn: 0.1075144	total: 565ms	remaining: 600ms
485:	learn: 0.1072236	total: 567ms	remaining: 599ms
486:	learn: 0.1068462	total: 568ms	remaining: 598ms
487:	learn: 0.1067948	total: 569ms	remaining: 597ms
488:	learn: 0.1065388	total: 572ms	remaining: 598ms
489:	learn: 0.1057618	total: 573ms	remaining: 597ms
490:	learn: 0.1052513	total: 574ms	remaining: 596ms
491:	learn: 0.1047928	total: 576ms	remaining: 594ms
492:	learn: 0.1047171	total: 577ms	remaining: 593ms
493:	learn: 0.1046695	total: 578ms	remaining: 592ms
494:	learn: 0.1045112	total: 579ms	remaining: 590ms
495:	learn: 0.1039213	total: 580ms	remaining: 589ms
496:	learn: 0.1038860	total: 581ms	remaining: 588ms
497:	learn: 0.1031972	total: 582ms	remaining: 586ms
498:	learn: 0.1031533	total: 583ms	remaining: 585ms
499:	learn: 0.1028892	total: 585ms	remaining: 585ms
500:	learn: 0.1023961	total: 586ms	remaining: 584ms
501:	learn: 0.1021771	total: 587ms	remaining: 583ms
502:	learn: 0.1020625	total: 588ms	remaining: 581ms
503:	learn: 0.1018710	total: 589ms	remaining: 580ms
504:	learn: 0.1016771	total: 590ms	remaining: 579ms
505:	learn: 0.1016151	total: 591ms	remaining: 577ms
506:	learn: 0.1013530	total: 592ms	remaining: 576ms
507:	learn: 0.1012943	total: 593ms	remaining: 575ms
508:	learn: 0.1009163	total: 594ms	remaining: 573ms
509:	learn: 0.1005708	total: 595ms	remaining: 572ms
510:	learn: 0.1003400	total: 596ms	remaining: 571ms
511:	learn: 0.1001551	total: 598ms	remaining: 570ms
512:	learn: 0.0998948	total: 599ms	remaining: 568ms
513:	learn: 0.0995900	total: 600ms	remaining: 567ms
514:	learn: 0.0995193	total: 601ms	remaining: 566ms
515:	learn: 0.0989117	total: 602ms	remaining: 565ms
516:	learn: 0.0988248	total: 603ms	remaining: 563ms
517:	learn: 0.0987829	total: 604ms	remaining: 562ms
518:	learn: 0.0985204	total: 605ms	remaining: 561ms
519:	learn: 0.0979796	total: 606ms	remaining: 559ms
520:	learn: 0.0978913	total: 607ms	remaining: 558ms
521:	learn: 0.0975661	total: 608ms	remaining: 557ms
522:	learn: 0.0969187	total: 610ms	remaining: 556ms
523:	learn: 0.0968786	total: 611ms	remaining: 555ms
524:	learn: 0.0968026	total: 612ms	remaining: 554ms
525:	learn: 0.0962701	total: 613ms	remaining: 552ms
526:	learn: 0.0961998	total: 614ms	remaining: 551ms
527:	learn: 0.0958314	total: 615ms	remaining: 550ms
528:	learn: 0.0957506	total: 616ms	remaining: 548ms
529:	learn: 0.0951030	total: 617ms	remaining: 547ms
530:	learn: 0.0946786	total: 618ms	remaining: 546ms
531:	learn: 0.0945174	total: 619ms	remaining: 545ms
532:	learn: 0.0941544	total: 620ms	remaining: 543ms
533:	learn: 0.0940894	total: 621ms	remaining: 542ms
534:	learn: 0.0936614	total: 622ms	remaining: 541ms
535:	learn: 0.0935760	total: 624ms	remaining: 540ms
536:	learn: 0.0929993	total: 625ms	remaining: 539ms
537:	learn: 0.0924161	total: 626ms	remaining: 537ms
538:	learn: 0.0919982	total: 627ms	remaining: 536ms
539:	learn: 0.0919627	total: 628ms	remaining: 535ms
540:	learn: 0.0913663	total: 629ms	remaining: 533ms
541:	learn: 0.0913043	total: 630ms	remaining: 532ms
542:	learn: 0.0912408	total: 631ms	remaining: 531ms
543:	learn: 0.0911721	total: 632ms	remaining: 530ms
544:	learn: 0.0906526	total: 633ms	remaining: 528ms
545:	learn: 0.0904980	total: 634ms	remaining: 527ms
546:	learn: 0.0900505	total: 635ms	remaining: 526ms
547:	learn: 0.0893286	total: 637ms	remaining: 525ms
548:	learn: 0.0892993	total: 638ms	remaining: 524ms
549:	learn: 0.0892362	total: 639ms	remaining: 523ms
550:	learn: 0.0888769	total: 640ms	remaining: 521ms
551:	learn: 0.0888467	total: 641ms	remaining: 520ms
552:	learn: 0.0881815	total: 642ms	remaining: 519ms
553:	learn: 0.0880507	total: 643ms	remaining: 518ms
554:	learn: 0.0876552	total: 644ms	remaining: 516ms
555:	learn: 0.0870896	total: 645ms	remaining: 515ms
556:	learn: 0.0870287	total: 646ms	remaining: 514ms
557:	learn: 0.0868337	total: 647ms	remaining: 512ms
558:	learn: 0.0867177	total: 648ms	remaining: 511ms
559:	learn: 0.0862815	total: 649ms	remaining: 510ms
560:	learn: 0.0858532	total: 651ms	remaining: 509ms
561:	learn: 0.0858089	total: 652ms	remaining: 508ms
562:	learn: 0.0857510	total: 653ms	remaining: 507ms
563:	learn: 0.0855020	total: 654ms	remaining: 505ms
564:	learn: 0.0854571	total: 655ms	remaining: 504ms
565:	learn: 0.0854249	total: 656ms	remaining: 503ms
566:	learn: 0.0849843	total: 657ms	remaining: 501ms
567:	learn: 0.0849591	total: 658ms	remaining: 500ms
568:	learn: 0.0848942	total: 659ms	remaining: 499ms
569:	learn: 0.0847025	total: 660ms	remaining: 498ms
570:	learn: 0.0846487	total: 661ms	remaining: 496ms
571:	learn: 0.0846162	total: 662ms	remaining: 495ms
572:	learn: 0.0845617	total: 663ms	remaining: 494ms
573:	learn: 0.0843652	total: 664ms	remaining: 493ms
574:	learn: 0.0843136	total: 666ms	remaining: 492ms
575:	learn: 0.0838322	total: 667ms	remaining: 491ms
576:	learn: 0.0836188	total: 669ms	remaining: 490ms
577:	learn: 0.0833503	total: 670ms	remaining: 489ms
578:	learn: 0.0833036	total: 671ms	remaining: 488ms
579:	learn: 0.0830975	total: 672ms	remaining: 487ms
580:	learn: 0.0829002	total: 674ms	remaining: 486ms
581:	learn: 0.0826668	total: 675ms	remaining: 485ms
582:	learn: 0.0826221	total: 676ms	remaining: 484ms
583:	learn: 0.0818858	total: 677ms	remaining: 483ms
584:	learn: 0.0817630	total: 679ms	remaining: 481ms
585:	learn: 0.0812783	total: 680ms	remaining: 480ms
586:	learn: 0.0811791	total: 681ms	remaining: 479ms
587:	learn: 0.0809396	total: 682ms	remaining: 478ms
588:	learn: 0.0805201	total: 683ms	remaining: 477ms
589:	learn: 0.0800938	total: 685ms	remaining: 476ms
590:	learn: 0.0799122	total: 686ms	remaining: 475ms
591:	learn: 0.0798725	total: 687ms	remaining: 473ms
592:	learn: 0.0792626	total: 688ms	remaining: 472ms
593:	learn: 0.0792088	total: 690ms	remaining: 472ms
594:	learn: 0.0788520	total: 691ms	remaining: 471ms
595:	learn: 0.0783750	total: 693ms	remaining: 469ms
596:	learn: 0.0780519	total: 694ms	remaining: 468ms
597:	learn: 0.0778090	total: 695ms	remaining: 467ms
598:	learn: 0.0777636	total: 696ms	remaining: 466ms
599:	learn: 0.0773323	total: 697ms	remaining: 465ms
600:	learn: 0.0770427	total: 699ms	remaining: 464ms
601:	learn: 0.0766488	total: 700ms	remaining: 463ms
602:	learn: 0.0766246	total: 701ms	remaining: 461ms
603:	learn: 0.0762738	total: 702ms	remaining: 460ms
604:	learn: 0.0762258	total: 704ms	remaining: 460ms
605:	learn: 0.0761188	total: 705ms	remaining: 458ms
606:	learn: 0.0760681	total: 706ms	remaining: 457ms
607:	learn: 0.0760260	total: 707ms	remaining: 456ms
608:	learn: 0.0760047	total: 709ms	remaining: 455ms
609:	learn: 0.0755706	total: 710ms	remaining: 454ms
610:	learn: 0.0754980	total: 711ms	remaining: 453ms
611:	learn: 0.0749736	total: 712ms	remaining: 451ms
612:	learn: 0.0746616	total: 713ms	remaining: 450ms
613:	learn: 0.0743951	total: 715ms	remaining: 449ms
614:	learn: 0.0740446	total: 718ms	remaining: 449ms
615:	learn: 0.0739954	total: 719ms	remaining: 448ms
616:	learn: 0.0734992	total: 720ms	remaining: 447ms
617:	learn: 0.0734671	total: 721ms	remaining: 446ms
618:	learn: 0.0734256	total: 722ms	remaining: 445ms
619:	learn: 0.0728408	total: 723ms	remaining: 443ms
620:	learn: 0.0727999	total: 724ms	remaining: 442ms
621:	learn: 0.0724083	total: 725ms	remaining: 441ms
622:	learn: 0.0722964	total: 726ms	remaining: 439ms
623:	learn: 0.0718530	total: 727ms	remaining: 438ms
624:	learn: 0.0718129	total: 728ms	remaining: 437ms
625:	learn: 0.0713855	total: 730ms	remaining: 436ms
626:	learn: 0.0712714	total: 731ms	remaining: 435ms
627:	learn: 0.0709855	total: 733ms	remaining: 434ms
628:	learn: 0.0708042	total: 734ms	remaining: 433ms
629:	learn: 0.0705235	total: 735ms	remaining: 431ms
630:	learn: 0.0702656	total: 736ms	remaining: 430ms
631:	learn: 0.0700989	total: 737ms	remaining: 429ms
632:	learn: 0.0700494	total: 737ms	remaining: 428ms
633:	learn: 0.0699726	total: 739ms	remaining: 426ms
634:	learn: 0.0697926	total: 740ms	remaining: 425ms
635:	learn: 0.0696525	total: 741ms	remaining: 424ms
636:	learn: 0.0691117	total: 742ms	remaining: 423ms
637:	learn: 0.0690736	total: 743ms	remaining: 422ms
638:	learn: 0.0690523	total: 744ms	remaining: 421ms
639:	learn: 0.0686938	total: 745ms	remaining: 419ms
640:	learn: 0.0684202	total: 747ms	remaining: 418ms
641:	learn: 0.0681879	total: 748ms	remaining: 417ms
642:	learn: 0.0680110	total: 749ms	remaining: 416ms
643:	learn: 0.0677418	total: 750ms	remaining: 414ms
644:	learn: 0.0677137	total: 751ms	remaining: 413ms
645:	learn: 0.0676076	total: 752ms	remaining: 412ms
646:	learn: 0.0675902	total: 753ms	remaining: 411ms
647:	learn: 0.0674102	total: 754ms	remaining: 409ms
648:	learn: 0.0671591	total: 755ms	remaining: 408ms
649:	learn: 0.0671413	total: 757ms	remaining: 407ms
650:	learn: 0.0668568	total: 758ms	remaining: 406ms
651:	learn: 0.0664526	total: 759ms	remaining: 405ms
652:	learn: 0.0663021	total: 760ms	remaining: 404ms
653:	learn: 0.0659677	total: 761ms	remaining: 402ms
654:	learn: 0.0657965	total: 762ms	remaining: 401ms
655:	learn: 0.0656981	total: 763ms	remaining: 400ms
656:	learn: 0.0653628	total: 764ms	remaining: 399ms
657:	learn: 0.0650969	total: 765ms	remaining: 398ms
658:	learn: 0.0650577	total: 766ms	remaining: 396ms
659:	learn: 0.0649679	total: 767ms	remaining: 395ms
660:	learn: 0.0649327	total: 768ms	remaining: 394ms
661:	learn: 0.0649137	total: 770ms	remaining: 393ms
662:	learn: 0.0647859	total: 771ms	remaining: 392ms
663:	learn: 0.0647467	total: 772ms	remaining: 391ms
664:	learn: 0.0645113	total: 773ms	remaining: 389ms
665:	learn: 0.0642842	total: 774ms	remaining: 388ms
666:	learn: 0.0641015	total: 775ms	remaining: 387ms
667:	learn: 0.0640698	total: 776ms	remaining: 386ms
668:	learn: 0.0640378	total: 777ms	remaining: 384ms
669:	learn: 0.0637717	total: 778ms	remaining: 383ms
670:	learn: 0.0637546	total: 779ms	remaining: 382ms
671:	learn: 0.0633553	total: 780ms	remaining: 381ms
672:	learn: 0.0633007	total: 781ms	remaining: 380ms
673:	learn: 0.0632675	total: 782ms	remaining: 378ms
674:	learn: 0.0632025	total: 783ms	remaining: 377ms
675:	learn: 0.0631852	total: 784ms	remaining: 376ms
676:	learn: 0.0630914	total: 785ms	remaining: 375ms
677:	learn: 0.0626951	total: 786ms	remaining: 374ms
678:	learn: 0.0626728	total: 787ms	remaining: 372ms
679:	learn: 0.0626391	total: 788ms	remaining: 371ms
680:	learn: 0.0625209	total: 790ms	remaining: 370ms
681:	learn: 0.0620731	total: 791ms	remaining: 369ms
682:	learn: 0.0619941	total: 792ms	remaining: 367ms
683:	learn: 0.0616862	total: 793ms	remaining: 366ms
684:	learn: 0.0613790	total: 794ms	remaining: 365ms
685:	learn: 0.0610986	total: 795ms	remaining: 364ms
686:	learn: 0.0610734	total: 796ms	remaining: 363ms
687:	learn: 0.0610553	total: 797ms	remaining: 362ms
688:	learn: 0.0610219	total: 798ms	remaining: 360ms
689:	learn: 0.0610069	total: 799ms	remaining: 359ms
690:	learn: 0.0607512	total: 801ms	remaining: 358ms
691:	learn: 0.0606045	total: 802ms	remaining: 357ms
692:	learn: 0.0603545	total: 803ms	remaining: 356ms
693:	learn: 0.0601106	total: 804ms	remaining: 354ms
694:	learn: 0.0598027	total: 805ms	remaining: 353ms
695:	learn: 0.0595355	total: 806ms	remaining: 352ms
696:	learn: 0.0594484	total: 807ms	remaining: 351ms
697:	learn: 0.0594234	total: 808ms	remaining: 349ms
698:	learn: 0.0590805	total: 809ms	remaining: 349ms
699:	learn: 0.0590493	total: 811ms	remaining: 347ms
700:	learn: 0.0589918	total: 812ms	remaining: 346ms
701:	learn: 0.0588629	total: 813ms	remaining: 345ms
702:	learn: 0.0587592	total: 814ms	remaining: 344ms
703:	learn: 0.0585085	total: 815ms	remaining: 343ms
704:	learn: 0.0584816	total: 816ms	remaining: 342ms
705:	learn: 0.0584446	total: 818ms	remaining: 341ms
706:	learn: 0.0582879	total: 819ms	remaining: 339ms
707:	learn: 0.0581443	total: 820ms	remaining: 338ms
708:	learn: 0.0581332	total: 822ms	remaining: 337ms
709:	learn: 0.0581043	total: 823ms	remaining: 336ms
710:	learn: 0.0579974	total: 824ms	remaining: 335ms
711:	learn: 0.0579214	total: 825ms	remaining: 334ms
712:	learn: 0.0578635	total: 826ms	remaining: 333ms
713:	learn: 0.0577178	total: 828ms	remaining: 332ms
714:	learn: 0.0576115	total: 829ms	remaining: 330ms
715:	learn: 0.0571712	total: 830ms	remaining: 329ms
716:	learn: 0.0569021	total: 831ms	remaining: 328ms
717:	learn: 0.0565698	total: 833ms	remaining: 327ms
718:	learn: 0.0565537	total: 834ms	remaining: 326ms
719:	learn: 0.0564337	total: 836ms	remaining: 325ms
720:	learn: 0.0563198	total: 837ms	remaining: 324ms
721:	learn: 0.0561992	total: 838ms	remaining: 323ms
722:	learn: 0.0561131	total: 839ms	remaining: 322ms
723:	learn: 0.0561033	total: 841ms	remaining: 320ms
724:	learn: 0.0559812	total: 842ms	remaining: 319ms
725:	learn: 0.0559360	total: 843ms	remaining: 318ms
726:	learn: 0.0559072	total: 844ms	remaining: 317ms
727:	learn: 0.0556036	total: 845ms	remaining: 316ms
728:	learn: 0.0553601	total: 847ms	remaining: 315ms
729:	learn: 0.0552262	total: 848ms	remaining: 314ms
730:	learn: 0.0550969	total: 850ms	remaining: 313ms
731:	learn: 0.0549591	total: 851ms	remaining: 311ms
732:	learn: 0.0549310	total: 852ms	remaining: 310ms
733:	learn: 0.0547474	total: 853ms	remaining: 309ms
734:	learn: 0.0547150	total: 854ms	remaining: 308ms
735:	learn: 0.0546482	total: 855ms	remaining: 307ms
736:	learn: 0.0546265	total: 857ms	remaining: 306ms
737:	learn: 0.0544692	total: 858ms	remaining: 305ms
738:	learn: 0.0542911	total: 859ms	remaining: 303ms
739:	learn: 0.0538644	total: 860ms	remaining: 302ms
740:	learn: 0.0538069	total: 862ms	remaining: 301ms
741:	learn: 0.0535656	total: 863ms	remaining: 300ms
742:	learn: 0.0535489	total: 865ms	remaining: 299ms
743:	learn: 0.0532965	total: 866ms	remaining: 298ms
744:	learn: 0.0530453	total: 869ms	remaining: 298ms
745:	learn: 0.0529988	total: 870ms	remaining: 296ms
746:	learn: 0.0526215	total: 872ms	remaining: 295ms
747:	learn: 0.0525840	total: 873ms	remaining: 294ms
748:	learn: 0.0525586	total: 874ms	remaining: 293ms
749:	learn: 0.0525001	total: 876ms	remaining: 292ms
750:	learn: 0.0524886	total: 877ms	remaining: 291ms
751:	learn: 0.0524643	total: 879ms	remaining: 290ms
752:	learn: 0.0522698	total: 880ms	remaining: 289ms
753:	learn: 0.0518806	total: 881ms	remaining: 287ms
754:	learn: 0.0517290	total: 882ms	remaining: 286ms
755:	learn: 0.0516054	total: 883ms	remaining: 285ms
756:	learn: 0.0515794	total: 884ms	remaining: 284ms
757:	learn: 0.0512222	total: 885ms	remaining: 282ms
758:	learn: 0.0510598	total: 886ms	remaining: 281ms
759:	learn: 0.0508597	total: 887ms	remaining: 280ms
760:	learn: 0.0507507	total: 888ms	remaining: 279ms
761:	learn: 0.0506461	total: 890ms	remaining: 278ms
762:	learn: 0.0504230	total: 891ms	remaining: 277ms
763:	learn: 0.0504013	total: 892ms	remaining: 276ms
764:	learn: 0.0503308	total: 893ms	remaining: 274ms
765:	learn: 0.0502404	total: 894ms	remaining: 273ms
766:	learn: 0.0502173	total: 895ms	remaining: 272ms
767:	learn: 0.0500144	total: 896ms	remaining: 271ms
768:	learn: 0.0498771	total: 897ms	remaining: 269ms
769:	learn: 0.0497342	total: 898ms	remaining: 268ms
770:	learn: 0.0492959	total: 899ms	remaining: 267ms
771:	learn: 0.0491932	total: 900ms	remaining: 266ms
772:	learn: 0.0491779	total: 901ms	remaining: 265ms
773:	learn: 0.0489724	total: 903ms	remaining: 264ms
774:	learn: 0.0489637	total: 904ms	remaining: 262ms
775:	learn: 0.0488852	total: 905ms	remaining: 261ms
776:	learn: 0.0488181	total: 906ms	remaining: 260ms
777:	learn: 0.0487805	total: 907ms	remaining: 259ms
778:	learn: 0.0486214	total: 908ms	remaining: 258ms
779:	learn: 0.0485393	total: 909ms	remaining: 256ms
780:	learn: 0.0483698	total: 910ms	remaining: 255ms
781:	learn: 0.0481232	total: 911ms	remaining: 254ms
782:	learn: 0.0478222	total: 912ms	remaining: 253ms
783:	learn: 0.0476390	total: 913ms	remaining: 252ms
784:	learn: 0.0475948	total: 914ms	remaining: 250ms
785:	learn: 0.0475254	total: 915ms	remaining: 249ms
786:	learn: 0.0472072	total: 917ms	remaining: 248ms
787:	learn: 0.0469438	total: 918ms	remaining: 247ms
788:	learn: 0.0468146	total: 919ms	remaining: 246ms
789:	learn: 0.0466292	total: 920ms	remaining: 244ms
790:	learn: 0.0465501	total: 921ms	remaining: 243ms
791:	learn: 0.0462348	total: 922ms	remaining: 242ms
792:	learn: 0.0461519	total: 923ms	remaining: 241ms
793:	learn: 0.0458495	total: 924ms	remaining: 240ms
794:	learn: 0.0457746	total: 925ms	remaining: 238ms
795:	learn: 0.0455356	total: 926ms	remaining: 237ms
796:	learn: 0.0454516	total: 927ms	remaining: 236ms
797:	learn: 0.0453501	total: 928ms	remaining: 235ms
798:	learn: 0.0453117	total: 929ms	remaining: 234ms
799:	learn: 0.0452027	total: 930ms	remaining: 233ms
800:	learn: 0.0451938	total: 931ms	remaining: 231ms
801:	learn: 0.0451790	total: 932ms	remaining: 230ms
802:	learn: 0.0449583	total: 933ms	remaining: 229ms
803:	learn: 0.0448908	total: 934ms	remaining: 228ms
804:	learn: 0.0446975	total: 935ms	remaining: 227ms
805:	learn: 0.0443990	total: 936ms	remaining: 225ms
806:	learn: 0.0442234	total: 938ms	remaining: 224ms
807:	learn: 0.0440896	total: 939ms	remaining: 223ms
808:	learn: 0.0438656	total: 940ms	remaining: 222ms
809:	learn: 0.0433901	total: 941ms	remaining: 221ms
810:	learn: 0.0432194	total: 942ms	remaining: 219ms
811:	learn: 0.0430978	total: 943ms	remaining: 218ms
812:	learn: 0.0430802	total: 944ms	remaining: 217ms
813:	learn: 0.0430631	total: 945ms	remaining: 216ms
814:	learn: 0.0429269	total: 946ms	remaining: 215ms
815:	learn: 0.0427398	total: 947ms	remaining: 214ms
816:	learn: 0.0425963	total: 948ms	remaining: 212ms
817:	learn: 0.0423448	total: 949ms	remaining: 211ms
818:	learn: 0.0423279	total: 950ms	remaining: 210ms
819:	learn: 0.0422009	total: 951ms	remaining: 209ms
820:	learn: 0.0421784	total: 952ms	remaining: 208ms
821:	learn: 0.0421607	total: 953ms	remaining: 206ms
822:	learn: 0.0419214	total: 954ms	remaining: 205ms
823:	learn: 0.0418568	total: 956ms	remaining: 204ms
824:	learn: 0.0417216	total: 957ms	remaining: 203ms
825:	learn: 0.0413698	total: 958ms	remaining: 202ms
826:	learn: 0.0412617	total: 959ms	remaining: 201ms
827:	learn: 0.0412445	total: 960ms	remaining: 199ms
828:	learn: 0.0412346	total: 961ms	remaining: 198ms
829:	learn: 0.0411465	total: 962ms	remaining: 197ms
830:	learn: 0.0408808	total: 963ms	remaining: 196ms
831:	learn: 0.0405626	total: 964ms	remaining: 195ms
832:	learn: 0.0403659	total: 965ms	remaining: 194ms
833:	learn: 0.0401969	total: 967ms	remaining: 192ms
834:	learn: 0.0401352	total: 969ms	remaining: 191ms
835:	learn: 0.0401166	total: 970ms	remaining: 190ms
836:	learn: 0.0398420	total: 971ms	remaining: 189ms
837:	learn: 0.0395994	total: 973ms	remaining: 188ms
838:	learn: 0.0393781	total: 974ms	remaining: 187ms
839:	learn: 0.0393401	total: 975ms	remaining: 186ms
840:	learn: 0.0391427	total: 976ms	remaining: 185ms
841:	learn: 0.0390780	total: 977ms	remaining: 183ms
842:	learn: 0.0390708	total: 979ms	remaining: 182ms
843:	learn: 0.0388424	total: 980ms	remaining: 181ms
844:	learn: 0.0386509	total: 981ms	remaining: 180ms
845:	learn: 0.0385915	total: 983ms	remaining: 179ms
846:	learn: 0.0384017	total: 984ms	remaining: 178ms
847:	learn: 0.0383858	total: 985ms	remaining: 177ms
848:	learn: 0.0381559	total: 987ms	remaining: 175ms
849:	learn: 0.0379297	total: 988ms	remaining: 174ms
850:	learn: 0.0379207	total: 989ms	remaining: 173ms
851:	learn: 0.0375976	total: 990ms	remaining: 172ms
852:	learn: 0.0375291	total: 991ms	remaining: 171ms
853:	learn: 0.0373509	total: 993ms	remaining: 170ms
854:	learn: 0.0372365	total: 994ms	remaining: 169ms
855:	learn: 0.0370279	total: 995ms	remaining: 167ms
856:	learn: 0.0368141	total: 997ms	remaining: 166ms
857:	learn: 0.0367290	total: 998ms	remaining: 165ms
858:	learn: 0.0364482	total: 999ms	remaining: 164ms
859:	learn: 0.0364395	total: 1s	remaining: 163ms
860:	learn: 0.0362661	total: 1s	remaining: 162ms
861:	learn: 0.0361660	total: 1s	remaining: 161ms
862:	learn: 0.0360539	total: 1s	remaining: 159ms
863:	learn: 0.0360467	total: 1s	remaining: 158ms
864:	learn: 0.0358470	total: 1.01s	remaining: 157ms
865:	learn: 0.0357543	total: 1.01s	remaining: 156ms
866:	learn: 0.0357055	total: 1.01s	remaining: 155ms
867:	learn: 0.0355479	total: 1.01s	remaining: 154ms
868:	learn: 0.0355402	total: 1.01s	remaining: 152ms
869:	learn: 0.0355328	total: 1.01s	remaining: 151ms
870:	learn: 0.0355195	total: 1.01s	remaining: 150ms
871:	learn: 0.0354870	total: 1.01s	remaining: 149ms
872:	learn: 0.0352344	total: 1.01s	remaining: 148ms
873:	learn: 0.0352121	total: 1.02s	remaining: 147ms
874:	learn: 0.0351521	total: 1.02s	remaining: 145ms
875:	learn: 0.0350304	total: 1.02s	remaining: 144ms
876:	learn: 0.0350194	total: 1.02s	remaining: 143ms
877:	learn: 0.0349002	total: 1.02s	remaining: 142ms
878:	learn: 0.0346729	total: 1.02s	remaining: 141ms
879:	learn: 0.0345021	total: 1.02s	remaining: 140ms
880:	learn: 0.0343709	total: 1.02s	remaining: 139ms
881:	learn: 0.0341280	total: 1.03s	remaining: 137ms
882:	learn: 0.0339481	total: 1.03s	remaining: 136ms
883:	learn: 0.0338816	total: 1.03s	remaining: 135ms
884:	learn: 0.0337288	total: 1.03s	remaining: 134ms
885:	learn: 0.0336642	total: 1.03s	remaining: 133ms
886:	learn: 0.0335559	total: 1.03s	remaining: 131ms
887:	learn: 0.0333430	total: 1.03s	remaining: 130ms
888:	learn: 0.0332037	total: 1.03s	remaining: 129ms
889:	learn: 0.0330884	total: 1.03s	remaining: 128ms
890:	learn: 0.0330829	total: 1.04s	remaining: 127ms
891:	learn: 0.0330271	total: 1.04s	remaining: 126ms
892:	learn: 0.0328088	total: 1.04s	remaining: 124ms
893:	learn: 0.0327702	total: 1.04s	remaining: 123ms
894:	learn: 0.0326441	total: 1.04s	remaining: 122ms
895:	learn: 0.0325129	total: 1.04s	remaining: 121ms
896:	learn: 0.0325029	total: 1.04s	remaining: 120ms
897:	learn: 0.0324611	total: 1.04s	remaining: 119ms
898:	learn: 0.0323033	total: 1.04s	remaining: 117ms
899:	learn: 0.0322000	total: 1.05s	remaining: 116ms
900:	learn: 0.0320919	total: 1.05s	remaining: 115ms
901:	learn: 0.0319707	total: 1.05s	remaining: 114ms
902:	learn: 0.0317975	total: 1.05s	remaining: 113ms
903:	learn: 0.0317565	total: 1.05s	remaining: 112ms
904:	learn: 0.0316018	total: 1.05s	remaining: 110ms
905:	learn: 0.0314420	total: 1.05s	remaining: 109ms
906:	learn: 0.0313601	total: 1.05s	remaining: 108ms
907:	learn: 0.0312995	total: 1.05s	remaining: 107ms
908:	learn: 0.0312851	total: 1.06s	remaining: 106ms
909:	learn: 0.0310281	total: 1.06s	remaining: 105ms
910:	learn: 0.0309352	total: 1.06s	remaining: 103ms
911:	learn: 0.0308338	total: 1.06s	remaining: 102ms
912:	learn: 0.0307929	total: 1.06s	remaining: 101ms
913:	learn: 0.0307396	total: 1.06s	remaining: 99.9ms
914:	learn: 0.0307084	total: 1.06s	remaining: 98.8ms
915:	learn: 0.0305800	total: 1.06s	remaining: 97.6ms
916:	learn: 0.0305136	total: 1.06s	remaining: 96.4ms
917:	learn: 0.0303414	total: 1.07s	remaining: 95.2ms
918:	learn: 0.0303347	total: 1.07s	remaining: 94.1ms
919:	learn: 0.0302321	total: 1.07s	remaining: 92.9ms
920:	learn: 0.0302092	total: 1.07s	remaining: 91.7ms
921:	learn: 0.0301895	total: 1.07s	remaining: 90.5ms
922:	learn: 0.0301269	total: 1.07s	remaining: 89.4ms
923:	learn: 0.0300773	total: 1.07s	remaining: 88.2ms
924:	learn: 0.0299897	total: 1.07s	remaining: 87ms
925:	learn: 0.0298383	total: 1.07s	remaining: 85.8ms
926:	learn: 0.0296942	total: 1.07s	remaining: 84.7ms
927:	learn: 0.0296883	total: 1.08s	remaining: 83.5ms
928:	learn: 0.0295769	total: 1.08s	remaining: 82.4ms
929:	learn: 0.0294381	total: 1.08s	remaining: 81.2ms
930:	learn: 0.0294317	total: 1.08s	remaining: 80ms
931:	learn: 0.0293018	total: 1.08s	remaining: 78.8ms
932:	learn: 0.0292785	total: 1.08s	remaining: 77.7ms
933:	learn: 0.0292505	total: 1.08s	remaining: 76.5ms
934:	learn: 0.0291627	total: 1.08s	remaining: 75.3ms
935:	learn: 0.0291001	total: 1.08s	remaining: 74.2ms
936:	learn: 0.0289367	total: 1.08s	remaining: 73ms
937:	learn: 0.0288639	total: 1.09s	remaining: 71.8ms
938:	learn: 0.0287862	total: 1.09s	remaining: 70.7ms
939:	learn: 0.0287198	total: 1.09s	remaining: 69.5ms
940:	learn: 0.0285881	total: 1.09s	remaining: 68.4ms
941:	learn: 0.0285448	total: 1.09s	remaining: 67.2ms
942:	learn: 0.0284877	total: 1.09s	remaining: 66ms
943:	learn: 0.0284258	total: 1.09s	remaining: 64.9ms
944:	learn: 0.0283742	total: 1.09s	remaining: 63.7ms
945:	learn: 0.0283478	total: 1.09s	remaining: 62.5ms
946:	learn: 0.0282976	total: 1.1s	remaining: 61.4ms
947:	learn: 0.0282084	total: 1.1s	remaining: 60.2ms
948:	learn: 0.0281250	total: 1.1s	remaining: 59ms
949:	learn: 0.0280432	total: 1.1s	remaining: 57.9ms
950:	learn: 0.0279881	total: 1.1s	remaining: 56.8ms
951:	learn: 0.0279782	total: 1.1s	remaining: 55.6ms
952:	learn: 0.0278941	total: 1.1s	remaining: 54.4ms
953:	learn: 0.0278737	total: 1.1s	remaining: 53.3ms
954:	learn: 0.0277885	total: 1.11s	remaining: 52.1ms
955:	learn: 0.0277475	total: 1.11s	remaining: 51ms
956:	learn: 0.0276773	total: 1.11s	remaining: 49.8ms
957:	learn: 0.0275345	total: 1.11s	remaining: 48.6ms
958:	learn: 0.0274811	total: 1.11s	remaining: 47.5ms
959:	learn: 0.0274609	total: 1.11s	remaining: 46.3ms
960:	learn: 0.0273954	total: 1.11s	remaining: 45.1ms
961:	learn: 0.0273236	total: 1.11s	remaining: 44ms
962:	learn: 0.0272818	total: 1.11s	remaining: 42.9ms
963:	learn: 0.0271454	total: 1.12s	remaining: 41.7ms
964:	learn: 0.0271102	total: 1.12s	remaining: 40.5ms
965:	learn: 0.0269817	total: 1.12s	remaining: 39.4ms
966:	learn: 0.0269580	total: 1.12s	remaining: 38.2ms
967:	learn: 0.0269313	total: 1.12s	remaining: 37.1ms
968:	learn: 0.0267540	total: 1.12s	remaining: 35.9ms
969:	learn: 0.0267356	total: 1.12s	remaining: 34.8ms
970:	learn: 0.0266517	total: 1.12s	remaining: 33.6ms
971:	learn: 0.0266336	total: 1.13s	remaining: 32.4ms
972:	learn: 0.0266134	total: 1.13s	remaining: 31.3ms
973:	learn: 0.0264784	total: 1.13s	remaining: 30.1ms
974:	learn: 0.0264047	total: 1.13s	remaining: 29ms
975:	learn: 0.0264000	total: 1.13s	remaining: 27.8ms
976:	learn: 0.0263729	total: 1.13s	remaining: 26.7ms
977:	learn: 0.0262527	total: 1.13s	remaining: 25.5ms
978:	learn: 0.0262043	total: 1.14s	remaining: 24.4ms
979:	learn: 0.0261344	total: 1.14s	remaining: 23.2ms
980:	learn: 0.0261098	total: 1.14s	remaining: 22ms
981:	learn: 0.0260387	total: 1.14s	remaining: 20.9ms
982:	learn: 0.0259817	total: 1.14s	remaining: 19.7ms
983:	learn: 0.0258030	total: 1.14s	remaining: 18.6ms
984:	learn: 0.0256086	total: 1.14s	remaining: 17.4ms
985:	learn: 0.0254958	total: 1.14s	remaining: 16.2ms
986:	learn: 0.0254910	total: 1.15s	remaining: 15.1ms
987:	learn: 0.0253152	total: 1.15s	remaining: 13.9ms
988:	learn: 0.0252708	total: 1.15s	remaining: 12.8ms
989:	learn: 0.0251520	total: 1.15s	remaining: 11.6ms
990:	learn: 0.0251253	total: 1.15s	remaining: 10.4ms
991:	learn: 0.0250610	total: 1.15s	remaining: 9.28ms
992:	learn: 0.0250567	total: 1.15s	remaining: 8.12ms
993:	learn: 0.0250508	total: 1.15s	remaining: 6.96ms
994:	learn: 0.0249408	total: 1.16s	remaining: 5.8ms
995:	learn: 0.0249181	total: 1.16s	remaining: 4.64ms
996:	learn: 0.0248110	total: 1.16s	remaining: 3.48ms
997:	learn: 0.0247266	total: 1.16s	remaining: 2.32ms
998:	learn: 0.0246712	total: 1.16s	remaining: 1.16ms
999:	learn: 0.0245892	total: 1.16s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=9, depth=4, total=   1.7s
[CV] learning_rate=0.1, l2_leaf_reg=9, depth=4 .......................
0:	learn: 0.8422946	total: 1.3ms	remaining: 1.3s
1:	learn: 0.8061288	total: 2.55ms	remaining: 1.27s
2:	learn: 0.7673954	total: 3.57ms	remaining: 1.19s
3:	learn: 0.7369390	total: 4.63ms	remaining: 1.15s
4:	learn: 0.7033154	total: 5.7ms	remaining: 1.13s
5:	learn: 0.6809468	total: 6.75ms	remaining: 1.12s
6:	learn: 0.6599382	total: 7.82ms	remaining: 1.11s
7:	learn: 0.6365748	total: 8.95ms	remaining: 1.11s
8:	learn: 0.6105771	total: 10.6ms	remaining: 1.17s
9:	learn: 0.5893136	total: 11.8ms	remaining: 1.17s
10:	learn: 0.5705592	total: 12.9ms	remaining: 1.16s
11:	learn: 0.5517268	total: 13.8ms	remaining: 1.14s
12:	learn: 0.5391357	total: 14.9ms	remaining: 1.13s
13:	learn: 0.5262342	total: 15.9ms	remaining: 1.12s
14:	learn: 0.5110662	total: 17.1ms	remaining: 1.12s
15:	learn: 0.4983689	total: 18.1ms	remaining: 1.11s
16:	learn: 0.4865953	total: 19.1ms	remaining: 1.11s
17:	learn: 0.4768881	total: 20.2ms	remaining: 1.1s
18:	learn: 0.4670649	total: 21.2ms	remaining: 1.09s
19:	learn: 0.4573150	total: 22.2ms	remaining: 1.09s
20:	learn: 0.4495771	total: 23.3ms	remaining: 1.09s
21:	learn: 0.4401533	total: 24.5ms	remaining: 1.09s
22:	learn: 0.4326799	total: 25.5ms	remaining: 1.08s
23:	learn: 0.4281012	total: 26.5ms	remaining: 1.08s
24:	learn: 0.4272017	total: 27.5ms	remaining: 1.07s
25:	learn: 0.4205839	total: 28.6ms	remaining: 1.07s
26:	learn: 0.4140570	total: 29.7ms	remaining: 1.07s
27:	learn: 0.4082252	total: 30.7ms	remaining: 1.06s
28:	learn: 0.4045219	total: 31.7ms	remaining: 1.06s
29:	learn: 0.4002669	total: 32.8ms	remaining: 1.06s
30:	learn: 0.3959264	total: 33.8ms	remaining: 1.06s
31:	learn: 0.3953167	total: 35ms	remaining: 1.06s
32:	learn: 0.3914269	total: 36.1ms	remaining: 1.06s
33:	learn: 0.3880192	total: 37.9ms	remaining: 1.08s
34:	learn: 0.3844891	total: 38.9ms	remaining: 1.07s
35:	learn: 0.3835568	total: 40ms	remaining: 1.07s
36:	learn: 0.3825054	total: 41.1ms	remaining: 1.07s
37:	learn: 0.3806707	total: 42.1ms	remaining: 1.07s
38:	learn: 0.3800275	total: 43.1ms	remaining: 1.06s
39:	learn: 0.3762527	total: 44.2ms	remaining: 1.06s
40:	learn: 0.3732720	total: 45.4ms	remaining: 1.06s
41:	learn: 0.3713579	total: 46.4ms	remaining: 1.06s
42:	learn: 0.3706680	total: 47.4ms	remaining: 1.05s
43:	learn: 0.3694809	total: 48.5ms	remaining: 1.05s
44:	learn: 0.3687425	total: 49.5ms	remaining: 1.05s
45:	learn: 0.3682175	total: 51.3ms	remaining: 1.06s
46:	learn: 0.3676537	total: 52.3ms	remaining: 1.06s
47:	learn: 0.3659298	total: 53.3ms	remaining: 1.06s
48:	learn: 0.3648084	total: 54.3ms	remaining: 1.05s
49:	learn: 0.3641960	total: 55.3ms	remaining: 1.05s
50:	learn: 0.3620466	total: 56.3ms	remaining: 1.05s
51:	learn: 0.3615757	total: 57.4ms	remaining: 1.04s
52:	learn: 0.3608486	total: 58.4ms	remaining: 1.04s
53:	learn: 0.3601428	total: 59.4ms	remaining: 1.04s
54:	learn: 0.3573948	total: 60.4ms	remaining: 1.04s
55:	learn: 0.3565003	total: 61.3ms	remaining: 1.03s
56:	learn: 0.3558570	total: 62.4ms	remaining: 1.03s
57:	learn: 0.3551906	total: 63.9ms	remaining: 1.04s
58:	learn: 0.3536750	total: 65ms	remaining: 1.04s
59:	learn: 0.3530161	total: 66.1ms	remaining: 1.03s
60:	learn: 0.3525793	total: 67.1ms	remaining: 1.03s
61:	learn: 0.3518916	total: 68.1ms	remaining: 1.03s
62:	learn: 0.3511159	total: 69.1ms	remaining: 1.03s
63:	learn: 0.3503735	total: 70.1ms	remaining: 1.02s
64:	learn: 0.3496882	total: 71.1ms	remaining: 1.02s
65:	learn: 0.3491336	total: 72ms	remaining: 1.02s
66:	learn: 0.3485204	total: 73ms	remaining: 1.02s
67:	learn: 0.3478445	total: 74ms	remaining: 1.01s
68:	learn: 0.3461462	total: 75ms	remaining: 1.01s
69:	learn: 0.3454913	total: 76ms	remaining: 1.01s
70:	learn: 0.3448061	total: 77.7ms	remaining: 1.02s
71:	learn: 0.3441536	total: 78.7ms	remaining: 1.01s
72:	learn: 0.3435745	total: 79.7ms	remaining: 1.01s
73:	learn: 0.3430324	total: 80.7ms	remaining: 1.01s
74:	learn: 0.3424236	total: 81.6ms	remaining: 1.01s
75:	learn: 0.3418579	total: 82.6ms	remaining: 1s
76:	learn: 0.3412042	total: 83.6ms	remaining: 1s
77:	learn: 0.3406310	total: 84.6ms	remaining: 999ms
78:	learn: 0.3401096	total: 85.6ms	remaining: 998ms
79:	learn: 0.3395693	total: 86.7ms	remaining: 997ms
80:	learn: 0.3390321	total: 87.7ms	remaining: 994ms
81:	learn: 0.3383597	total: 88.6ms	remaining: 992ms
82:	learn: 0.3338793	total: 89.6ms	remaining: 990ms
83:	learn: 0.3302774	total: 91.3ms	remaining: 996ms
84:	learn: 0.3256130	total: 92.3ms	remaining: 994ms
85:	learn: 0.3251026	total: 93.3ms	remaining: 992ms
86:	learn: 0.3246536	total: 94.4ms	remaining: 990ms
87:	learn: 0.3241609	total: 95.4ms	remaining: 988ms
88:	learn: 0.3236678	total: 96.5ms	remaining: 987ms
89:	learn: 0.3233092	total: 97.5ms	remaining: 986ms
90:	learn: 0.3228470	total: 98.4ms	remaining: 983ms
91:	learn: 0.3223781	total: 99.5ms	remaining: 982ms
92:	learn: 0.3219186	total: 100ms	remaining: 980ms
93:	learn: 0.3214705	total: 102ms	remaining: 978ms
94:	learn: 0.3179975	total: 103ms	remaining: 977ms
95:	learn: 0.3175796	total: 104ms	remaining: 975ms
96:	learn: 0.3171684	total: 105ms	remaining: 975ms
97:	learn: 0.3167541	total: 106ms	remaining: 973ms
98:	learn: 0.3163582	total: 107ms	remaining: 970ms
99:	learn: 0.3159945	total: 108ms	remaining: 969ms
100:	learn: 0.3108380	total: 109ms	remaining: 967ms
101:	learn: 0.3105296	total: 110ms	remaining: 965ms
102:	learn: 0.3087984	total: 111ms	remaining: 964ms
103:	learn: 0.3084134	total: 112ms	remaining: 962ms
104:	learn: 0.3080358	total: 113ms	remaining: 961ms
105:	learn: 0.3066580	total: 114ms	remaining: 959ms
106:	learn: 0.3050325	total: 115ms	remaining: 958ms
107:	learn: 0.3044764	total: 116ms	remaining: 956ms
108:	learn: 0.3010627	total: 117ms	remaining: 960ms
109:	learn: 0.3005201	total: 118ms	remaining: 959ms
110:	learn: 0.2989249	total: 120ms	remaining: 957ms
111:	learn: 0.2986360	total: 121ms	remaining: 958ms
112:	learn: 0.2982694	total: 122ms	remaining: 959ms
113:	learn: 0.2958668	total: 124ms	remaining: 961ms
114:	learn: 0.2941510	total: 125ms	remaining: 960ms
115:	learn: 0.2929572	total: 126ms	remaining: 960ms
116:	learn: 0.2898864	total: 127ms	remaining: 960ms
117:	learn: 0.2894075	total: 128ms	remaining: 959ms
118:	learn: 0.2868684	total: 129ms	remaining: 958ms
119:	learn: 0.2861505	total: 131ms	remaining: 961ms
120:	learn: 0.2835048	total: 132ms	remaining: 961ms
121:	learn: 0.2832487	total: 133ms	remaining: 960ms
122:	learn: 0.2805728	total: 135ms	remaining: 960ms
123:	learn: 0.2795616	total: 136ms	remaining: 960ms
124:	learn: 0.2790315	total: 137ms	remaining: 959ms
125:	learn: 0.2787914	total: 138ms	remaining: 959ms
126:	learn: 0.2783365	total: 139ms	remaining: 959ms
127:	learn: 0.2779555	total: 141ms	remaining: 958ms
128:	learn: 0.2776646	total: 142ms	remaining: 958ms
129:	learn: 0.2772151	total: 144ms	remaining: 962ms
130:	learn: 0.2769383	total: 145ms	remaining: 962ms
131:	learn: 0.2766687	total: 146ms	remaining: 962ms
132:	learn: 0.2763658	total: 147ms	remaining: 961ms
133:	learn: 0.2757524	total: 149ms	remaining: 960ms
134:	learn: 0.2754815	total: 150ms	remaining: 959ms
135:	learn: 0.2751875	total: 151ms	remaining: 959ms
136:	learn: 0.2745829	total: 152ms	remaining: 958ms
137:	learn: 0.2737936	total: 153ms	remaining: 957ms
138:	learn: 0.2735319	total: 154ms	remaining: 956ms
139:	learn: 0.2724662	total: 156ms	remaining: 956ms
140:	learn: 0.2722483	total: 157ms	remaining: 959ms
141:	learn: 0.2701274	total: 159ms	remaining: 959ms
142:	learn: 0.2695951	total: 160ms	remaining: 958ms
143:	learn: 0.2693552	total: 161ms	remaining: 957ms
144:	learn: 0.2667457	total: 162ms	remaining: 956ms
145:	learn: 0.2637752	total: 163ms	remaining: 956ms
146:	learn: 0.2618434	total: 165ms	remaining: 959ms
147:	learn: 0.2612643	total: 167ms	remaining: 962ms
148:	learn: 0.2610200	total: 168ms	remaining: 961ms
149:	learn: 0.2587427	total: 169ms	remaining: 960ms
150:	learn: 0.2582862	total: 171ms	remaining: 964ms
151:	learn: 0.2573027	total: 172ms	remaining: 962ms
152:	learn: 0.2570881	total: 173ms	remaining: 960ms
153:	learn: 0.2558704	total: 174ms	remaining: 958ms
154:	learn: 0.2550761	total: 175ms	remaining: 956ms
155:	learn: 0.2526732	total: 176ms	remaining: 954ms
156:	learn: 0.2507692	total: 178ms	remaining: 953ms
157:	learn: 0.2490237	total: 179ms	remaining: 951ms
158:	learn: 0.2488028	total: 180ms	remaining: 950ms
159:	learn: 0.2486027	total: 181ms	remaining: 948ms
160:	learn: 0.2483922	total: 182ms	remaining: 946ms
161:	learn: 0.2476449	total: 183ms	remaining: 945ms
162:	learn: 0.2469336	total: 184ms	remaining: 947ms
163:	learn: 0.2451454	total: 186ms	remaining: 946ms
164:	learn: 0.2447315	total: 187ms	remaining: 944ms
165:	learn: 0.2445417	total: 188ms	remaining: 942ms
166:	learn: 0.2443430	total: 189ms	remaining: 941ms
167:	learn: 0.2426543	total: 190ms	remaining: 939ms
168:	learn: 0.2407511	total: 191ms	remaining: 937ms
169:	learn: 0.2405617	total: 192ms	remaining: 935ms
170:	learn: 0.2403895	total: 193ms	remaining: 934ms
171:	learn: 0.2402216	total: 194ms	remaining: 932ms
172:	learn: 0.2381988	total: 195ms	remaining: 930ms
173:	learn: 0.2364997	total: 196ms	remaining: 929ms
174:	learn: 0.2348235	total: 197ms	remaining: 928ms
175:	learn: 0.2342790	total: 198ms	remaining: 926ms
176:	learn: 0.2325817	total: 199ms	remaining: 925ms
177:	learn: 0.2320925	total: 200ms	remaining: 923ms
178:	learn: 0.2306769	total: 201ms	remaining: 922ms
179:	learn: 0.2304532	total: 202ms	remaining: 920ms
180:	learn: 0.2286760	total: 203ms	remaining: 918ms
181:	learn: 0.2268607	total: 204ms	remaining: 917ms
182:	learn: 0.2267031	total: 205ms	remaining: 915ms
183:	learn: 0.2251446	total: 206ms	remaining: 914ms
184:	learn: 0.2238496	total: 207ms	remaining: 912ms
185:	learn: 0.2234346	total: 208ms	remaining: 911ms
186:	learn: 0.2229170	total: 209ms	remaining: 909ms
187:	learn: 0.2227526	total: 211ms	remaining: 910ms
188:	learn: 0.2223605	total: 212ms	remaining: 909ms
189:	learn: 0.2222017	total: 213ms	remaining: 907ms
190:	learn: 0.2220471	total: 214ms	remaining: 906ms
191:	learn: 0.2218535	total: 215ms	remaining: 904ms
192:	learn: 0.2204219	total: 216ms	remaining: 903ms
193:	learn: 0.2185039	total: 217ms	remaining: 901ms
194:	learn: 0.2180175	total: 218ms	remaining: 900ms
195:	learn: 0.2177078	total: 219ms	remaining: 898ms
196:	learn: 0.2157552	total: 220ms	remaining: 897ms
197:	learn: 0.2156103	total: 221ms	remaining: 895ms
198:	learn: 0.2154690	total: 222ms	remaining: 893ms
199:	learn: 0.2139773	total: 223ms	remaining: 892ms
200:	learn: 0.2129434	total: 224ms	remaining: 892ms
201:	learn: 0.2117436	total: 226ms	remaining: 891ms
202:	learn: 0.2105751	total: 227ms	remaining: 890ms
203:	learn: 0.2104384	total: 228ms	remaining: 888ms
204:	learn: 0.2096957	total: 229ms	remaining: 887ms
205:	learn: 0.2084879	total: 230ms	remaining: 885ms
206:	learn: 0.2080157	total: 231ms	remaining: 883ms
207:	learn: 0.2078336	total: 232ms	remaining: 882ms
208:	learn: 0.2076656	total: 233ms	remaining: 880ms
209:	learn: 0.2067956	total: 234ms	remaining: 879ms
210:	learn: 0.2058676	total: 235ms	remaining: 877ms
211:	learn: 0.2045280	total: 236ms	remaining: 876ms
212:	learn: 0.2043681	total: 237ms	remaining: 877ms
213:	learn: 0.2028135	total: 238ms	remaining: 876ms
214:	learn: 0.2021449	total: 239ms	remaining: 874ms
215:	learn: 0.2013078	total: 240ms	remaining: 873ms
216:	learn: 0.2011954	total: 241ms	remaining: 871ms
217:	learn: 0.2003639	total: 243ms	remaining: 870ms
218:	learn: 0.1990555	total: 244ms	remaining: 868ms
219:	learn: 0.1976729	total: 245ms	remaining: 867ms
220:	learn: 0.1962441	total: 246ms	remaining: 866ms
221:	learn: 0.1947228	total: 247ms	remaining: 864ms
222:	learn: 0.1945508	total: 248ms	remaining: 863ms
223:	learn: 0.1944362	total: 249ms	remaining: 861ms
224:	learn: 0.1942904	total: 250ms	remaining: 860ms
225:	learn: 0.1941377	total: 251ms	remaining: 861ms
226:	learn: 0.1936436	total: 252ms	remaining: 859ms
227:	learn: 0.1924523	total: 253ms	remaining: 858ms
228:	learn: 0.1910811	total: 254ms	remaining: 856ms
229:	learn: 0.1903196	total: 255ms	remaining: 855ms
230:	learn: 0.1899730	total: 256ms	remaining: 853ms
231:	learn: 0.1898672	total: 257ms	remaining: 851ms
232:	learn: 0.1884568	total: 258ms	remaining: 850ms
233:	learn: 0.1873732	total: 259ms	remaining: 849ms
234:	learn: 0.1865609	total: 260ms	remaining: 847ms
235:	learn: 0.1853955	total: 261ms	remaining: 846ms
236:	learn: 0.1850783	total: 262ms	remaining: 844ms
237:	learn: 0.1849508	total: 264ms	remaining: 845ms
238:	learn: 0.1837625	total: 265ms	remaining: 843ms
239:	learn: 0.1834881	total: 266ms	remaining: 842ms
240:	learn: 0.1821114	total: 267ms	remaining: 840ms
241:	learn: 0.1804083	total: 268ms	remaining: 839ms
242:	learn: 0.1801975	total: 269ms	remaining: 838ms
243:	learn: 0.1800422	total: 270ms	remaining: 838ms
244:	learn: 0.1795212	total: 272ms	remaining: 837ms
245:	learn: 0.1782077	total: 273ms	remaining: 837ms
246:	learn: 0.1772690	total: 274ms	remaining: 836ms
247:	learn: 0.1771149	total: 275ms	remaining: 835ms
248:	learn: 0.1769578	total: 277ms	remaining: 836ms
249:	learn: 0.1766866	total: 279ms	remaining: 836ms
250:	learn: 0.1765973	total: 280ms	remaining: 835ms
251:	learn: 0.1762685	total: 281ms	remaining: 834ms
252:	learn: 0.1748898	total: 282ms	remaining: 833ms
253:	learn: 0.1738071	total: 283ms	remaining: 831ms
254:	learn: 0.1727255	total: 284ms	remaining: 831ms
255:	learn: 0.1715777	total: 285ms	remaining: 830ms
256:	learn: 0.1706811	total: 287ms	remaining: 829ms
257:	learn: 0.1693806	total: 288ms	remaining: 828ms
258:	learn: 0.1686999	total: 289ms	remaining: 827ms
259:	learn: 0.1686173	total: 291ms	remaining: 828ms
260:	learn: 0.1675177	total: 292ms	remaining: 827ms
261:	learn: 0.1667675	total: 293ms	remaining: 827ms
262:	learn: 0.1657522	total: 295ms	remaining: 826ms
263:	learn: 0.1650449	total: 296ms	remaining: 825ms
264:	learn: 0.1638340	total: 297ms	remaining: 824ms
265:	learn: 0.1629928	total: 298ms	remaining: 823ms
266:	learn: 0.1624339	total: 299ms	remaining: 822ms
267:	learn: 0.1609560	total: 300ms	remaining: 821ms
268:	learn: 0.1606028	total: 302ms	remaining: 820ms
269:	learn: 0.1599506	total: 303ms	remaining: 819ms
270:	learn: 0.1587857	total: 305ms	remaining: 820ms
271:	learn: 0.1582949	total: 306ms	remaining: 819ms
272:	learn: 0.1581457	total: 307ms	remaining: 818ms
273:	learn: 0.1574967	total: 308ms	remaining: 817ms
274:	learn: 0.1569936	total: 310ms	remaining: 816ms
275:	learn: 0.1566532	total: 311ms	remaining: 815ms
276:	learn: 0.1562114	total: 312ms	remaining: 814ms
277:	learn: 0.1561423	total: 313ms	remaining: 813ms
278:	learn: 0.1557145	total: 314ms	remaining: 812ms
279:	learn: 0.1554207	total: 315ms	remaining: 811ms
280:	learn: 0.1547506	total: 317ms	remaining: 810ms
281:	learn: 0.1536413	total: 318ms	remaining: 810ms
282:	learn: 0.1526092	total: 320ms	remaining: 810ms
283:	learn: 0.1514452	total: 322ms	remaining: 811ms
284:	learn: 0.1507001	total: 323ms	remaining: 811ms
285:	learn: 0.1505626	total: 325ms	remaining: 812ms
286:	learn: 0.1500491	total: 328ms	remaining: 815ms
287:	learn: 0.1498257	total: 329ms	remaining: 814ms
288:	learn: 0.1493815	total: 331ms	remaining: 814ms
289:	learn: 0.1486266	total: 333ms	remaining: 815ms
290:	learn: 0.1483996	total: 334ms	remaining: 814ms
291:	learn: 0.1470555	total: 335ms	remaining: 812ms
292:	learn: 0.1468637	total: 336ms	remaining: 811ms
293:	learn: 0.1459713	total: 337ms	remaining: 810ms
294:	learn: 0.1457656	total: 338ms	remaining: 808ms
295:	learn: 0.1454258	total: 339ms	remaining: 807ms
296:	learn: 0.1445706	total: 340ms	remaining: 805ms
297:	learn: 0.1443792	total: 341ms	remaining: 804ms
298:	learn: 0.1437430	total: 342ms	remaining: 802ms
299:	learn: 0.1436484	total: 343ms	remaining: 801ms
300:	learn: 0.1428345	total: 344ms	remaining: 800ms
301:	learn: 0.1420026	total: 345ms	remaining: 798ms
302:	learn: 0.1418866	total: 346ms	remaining: 797ms
303:	learn: 0.1414038	total: 348ms	remaining: 796ms
304:	learn: 0.1407253	total: 349ms	remaining: 794ms
305:	learn: 0.1400024	total: 350ms	remaining: 793ms
306:	learn: 0.1397240	total: 351ms	remaining: 792ms
307:	learn: 0.1391264	total: 352ms	remaining: 790ms
308:	learn: 0.1382174	total: 353ms	remaining: 789ms
309:	learn: 0.1376793	total: 354ms	remaining: 787ms
310:	learn: 0.1375968	total: 355ms	remaining: 786ms
311:	learn: 0.1371791	total: 356ms	remaining: 784ms
312:	learn: 0.1370908	total: 357ms	remaining: 783ms
313:	learn: 0.1369984	total: 358ms	remaining: 783ms
314:	learn: 0.1359771	total: 359ms	remaining: 782ms
315:	learn: 0.1358634	total: 360ms	remaining: 780ms
316:	learn: 0.1357801	total: 361ms	remaining: 779ms
317:	learn: 0.1351118	total: 363ms	remaining: 777ms
318:	learn: 0.1350134	total: 364ms	remaining: 776ms
319:	learn: 0.1346680	total: 364ms	remaining: 775ms
320:	learn: 0.1342512	total: 365ms	remaining: 773ms
321:	learn: 0.1336217	total: 367ms	remaining: 772ms
322:	learn: 0.1335372	total: 368ms	remaining: 770ms
323:	learn: 0.1331027	total: 369ms	remaining: 769ms
324:	learn: 0.1322589	total: 370ms	remaining: 767ms
325:	learn: 0.1319007	total: 371ms	remaining: 767ms
326:	learn: 0.1315060	total: 372ms	remaining: 766ms
327:	learn: 0.1313154	total: 373ms	remaining: 765ms
328:	learn: 0.1312409	total: 374ms	remaining: 763ms
329:	learn: 0.1309529	total: 375ms	remaining: 762ms
330:	learn: 0.1303682	total: 376ms	remaining: 760ms
331:	learn: 0.1299998	total: 377ms	remaining: 759ms
332:	learn: 0.1288600	total: 378ms	remaining: 758ms
333:	learn: 0.1280642	total: 379ms	remaining: 756ms
334:	learn: 0.1279130	total: 380ms	remaining: 755ms
335:	learn: 0.1273985	total: 381ms	remaining: 754ms
336:	learn: 0.1270125	total: 382ms	remaining: 752ms
337:	learn: 0.1269239	total: 383ms	remaining: 751ms
338:	learn: 0.1268163	total: 385ms	remaining: 751ms
339:	learn: 0.1261530	total: 386ms	remaining: 750ms
340:	learn: 0.1255254	total: 387ms	remaining: 748ms
341:	learn: 0.1254606	total: 388ms	remaining: 747ms
342:	learn: 0.1247226	total: 389ms	remaining: 745ms
343:	learn: 0.1237888	total: 390ms	remaining: 744ms
344:	learn: 0.1235019	total: 391ms	remaining: 743ms
345:	learn: 0.1234505	total: 392ms	remaining: 741ms
346:	learn: 0.1229239	total: 393ms	remaining: 740ms
347:	learn: 0.1228425	total: 394ms	remaining: 739ms
348:	learn: 0.1221172	total: 395ms	remaining: 737ms
349:	learn: 0.1214795	total: 396ms	remaining: 736ms
350:	learn: 0.1210854	total: 398ms	remaining: 736ms
351:	learn: 0.1205267	total: 399ms	remaining: 734ms
352:	learn: 0.1200212	total: 400ms	remaining: 733ms
353:	learn: 0.1199640	total: 401ms	remaining: 731ms
354:	learn: 0.1193684	total: 402ms	remaining: 730ms
355:	learn: 0.1189927	total: 403ms	remaining: 729ms
356:	learn: 0.1183317	total: 404ms	remaining: 727ms
357:	learn: 0.1178300	total: 405ms	remaining: 726ms
358:	learn: 0.1172589	total: 406ms	remaining: 725ms
359:	learn: 0.1170496	total: 407ms	remaining: 723ms
360:	learn: 0.1167323	total: 408ms	remaining: 722ms
361:	learn: 0.1166590	total: 409ms	remaining: 720ms
362:	learn: 0.1164839	total: 410ms	remaining: 719ms
363:	learn: 0.1157947	total: 412ms	remaining: 719ms
364:	learn: 0.1157067	total: 413ms	remaining: 718ms
365:	learn: 0.1154475	total: 414ms	remaining: 716ms
366:	learn: 0.1148165	total: 415ms	remaining: 715ms
367:	learn: 0.1139956	total: 416ms	remaining: 714ms
368:	learn: 0.1133325	total: 417ms	remaining: 712ms
369:	learn: 0.1126784	total: 418ms	remaining: 711ms
370:	learn: 0.1124571	total: 419ms	remaining: 710ms
371:	learn: 0.1119289	total: 420ms	remaining: 709ms
372:	learn: 0.1111911	total: 422ms	remaining: 709ms
373:	learn: 0.1105511	total: 423ms	remaining: 708ms
374:	learn: 0.1102755	total: 425ms	remaining: 708ms
375:	learn: 0.1096358	total: 426ms	remaining: 707ms
376:	learn: 0.1087649	total: 427ms	remaining: 705ms
377:	learn: 0.1084445	total: 428ms	remaining: 704ms
378:	learn: 0.1082810	total: 429ms	remaining: 703ms
379:	learn: 0.1077060	total: 430ms	remaining: 702ms
380:	learn: 0.1071163	total: 431ms	remaining: 700ms
381:	learn: 0.1065370	total: 432ms	remaining: 699ms
382:	learn: 0.1061476	total: 433ms	remaining: 698ms
383:	learn: 0.1055452	total: 434ms	remaining: 697ms
384:	learn: 0.1049564	total: 435ms	remaining: 695ms
385:	learn: 0.1043258	total: 436ms	remaining: 694ms
386:	learn: 0.1042116	total: 438ms	remaining: 694ms
387:	learn: 0.1039044	total: 439ms	remaining: 692ms
388:	learn: 0.1036508	total: 440ms	remaining: 691ms
389:	learn: 0.1034015	total: 441ms	remaining: 690ms
390:	learn: 0.1030672	total: 442ms	remaining: 689ms
391:	learn: 0.1024737	total: 443ms	remaining: 687ms
392:	learn: 0.1020576	total: 444ms	remaining: 686ms
393:	learn: 0.1019286	total: 445ms	remaining: 685ms
394:	learn: 0.1018296	total: 446ms	remaining: 683ms
395:	learn: 0.1013911	total: 447ms	remaining: 682ms
396:	learn: 0.1010581	total: 448ms	remaining: 681ms
397:	learn: 0.1005135	total: 449ms	remaining: 679ms
398:	learn: 0.1001321	total: 451ms	remaining: 679ms
399:	learn: 0.0996954	total: 452ms	remaining: 678ms
400:	learn: 0.0992053	total: 453ms	remaining: 676ms
401:	learn: 0.0991496	total: 454ms	remaining: 675ms
402:	learn: 0.0989970	total: 455ms	remaining: 673ms
403:	learn: 0.0982881	total: 456ms	remaining: 672ms
404:	learn: 0.0978691	total: 457ms	remaining: 671ms
405:	learn: 0.0976184	total: 458ms	remaining: 670ms
406:	learn: 0.0972641	total: 459ms	remaining: 669ms
407:	learn: 0.0971868	total: 460ms	remaining: 668ms
408:	learn: 0.0970895	total: 462ms	remaining: 667ms
409:	learn: 0.0964522	total: 463ms	remaining: 666ms
410:	learn: 0.0960639	total: 465ms	remaining: 666ms
411:	learn: 0.0959395	total: 466ms	remaining: 665ms
412:	learn: 0.0957864	total: 467ms	remaining: 664ms
413:	learn: 0.0957435	total: 468ms	remaining: 663ms
414:	learn: 0.0952708	total: 470ms	remaining: 662ms
415:	learn: 0.0947417	total: 471ms	remaining: 661ms
416:	learn: 0.0947004	total: 472ms	remaining: 660ms
417:	learn: 0.0938861	total: 473ms	remaining: 659ms
418:	learn: 0.0935480	total: 474ms	remaining: 657ms
419:	learn: 0.0935105	total: 475ms	remaining: 656ms
420:	learn: 0.0930950	total: 477ms	remaining: 656ms
421:	learn: 0.0925517	total: 478ms	remaining: 655ms
422:	learn: 0.0924540	total: 479ms	remaining: 654ms
423:	learn: 0.0919130	total: 480ms	remaining: 652ms
424:	learn: 0.0918810	total: 481ms	remaining: 651ms
425:	learn: 0.0918377	total: 482ms	remaining: 649ms
426:	learn: 0.0915133	total: 483ms	remaining: 648ms
427:	learn: 0.0914575	total: 484ms	remaining: 647ms
428:	learn: 0.0908983	total: 485ms	remaining: 645ms
429:	learn: 0.0906759	total: 486ms	remaining: 644ms
430:	learn: 0.0906409	total: 487ms	remaining: 643ms
431:	learn: 0.0903270	total: 488ms	remaining: 641ms
432:	learn: 0.0899433	total: 489ms	remaining: 640ms
433:	learn: 0.0892471	total: 491ms	remaining: 640ms
434:	learn: 0.0884945	total: 492ms	remaining: 639ms
435:	learn: 0.0881620	total: 493ms	remaining: 638ms
436:	learn: 0.0879590	total: 494ms	remaining: 637ms
437:	learn: 0.0877234	total: 495ms	remaining: 635ms
438:	learn: 0.0870834	total: 496ms	remaining: 634ms
439:	learn: 0.0868494	total: 497ms	remaining: 633ms
440:	learn: 0.0866182	total: 498ms	remaining: 632ms
441:	learn: 0.0863920	total: 500ms	remaining: 631ms
442:	learn: 0.0863442	total: 501ms	remaining: 629ms
443:	learn: 0.0858966	total: 502ms	remaining: 628ms
444:	learn: 0.0857764	total: 502ms	remaining: 627ms
445:	learn: 0.0856625	total: 504ms	remaining: 626ms
446:	learn: 0.0850896	total: 505ms	remaining: 625ms
447:	learn: 0.0849630	total: 506ms	remaining: 623ms
448:	learn: 0.0848595	total: 507ms	remaining: 622ms
449:	learn: 0.0842419	total: 508ms	remaining: 620ms
450:	learn: 0.0838722	total: 509ms	remaining: 619ms
451:	learn: 0.0834256	total: 509ms	remaining: 618ms
452:	learn: 0.0831099	total: 511ms	remaining: 616ms
453:	learn: 0.0827025	total: 511ms	remaining: 615ms
454:	learn: 0.0826619	total: 512ms	remaining: 614ms
455:	learn: 0.0826286	total: 514ms	remaining: 613ms
456:	learn: 0.0823508	total: 515ms	remaining: 612ms
457:	learn: 0.0817865	total: 517ms	remaining: 611ms
458:	learn: 0.0817053	total: 518ms	remaining: 610ms
459:	learn: 0.0815417	total: 519ms	remaining: 609ms
460:	learn: 0.0815092	total: 520ms	remaining: 608ms
461:	learn: 0.0813969	total: 521ms	remaining: 606ms
462:	learn: 0.0808956	total: 522ms	remaining: 605ms
463:	learn: 0.0806415	total: 523ms	remaining: 604ms
464:	learn: 0.0801330	total: 524ms	remaining: 603ms
465:	learn: 0.0799726	total: 525ms	remaining: 601ms
466:	learn: 0.0795317	total: 526ms	remaining: 600ms
467:	learn: 0.0790931	total: 527ms	remaining: 599ms
468:	learn: 0.0789080	total: 528ms	remaining: 598ms
469:	learn: 0.0788228	total: 529ms	remaining: 596ms
470:	learn: 0.0786817	total: 531ms	remaining: 596ms
471:	learn: 0.0782185	total: 532ms	remaining: 595ms
472:	learn: 0.0777691	total: 533ms	remaining: 593ms
473:	learn: 0.0772693	total: 534ms	remaining: 592ms
474:	learn: 0.0770258	total: 535ms	remaining: 591ms
475:	learn: 0.0766170	total: 536ms	remaining: 590ms
476:	learn: 0.0763691	total: 537ms	remaining: 589ms
477:	learn: 0.0759014	total: 538ms	remaining: 587ms
478:	learn: 0.0757146	total: 539ms	remaining: 586ms
479:	learn: 0.0753739	total: 540ms	remaining: 585ms
480:	learn: 0.0753338	total: 541ms	remaining: 584ms
481:	learn: 0.0751329	total: 542ms	remaining: 583ms
482:	learn: 0.0750354	total: 544ms	remaining: 582ms
483:	learn: 0.0745535	total: 545ms	remaining: 581ms
484:	learn: 0.0739535	total: 546ms	remaining: 580ms
485:	learn: 0.0735551	total: 547ms	remaining: 579ms
486:	learn: 0.0735122	total: 548ms	remaining: 577ms
487:	learn: 0.0734433	total: 549ms	remaining: 576ms
488:	learn: 0.0733146	total: 550ms	remaining: 575ms
489:	learn: 0.0732527	total: 551ms	remaining: 574ms
490:	learn: 0.0728263	total: 552ms	remaining: 572ms
491:	learn: 0.0724197	total: 553ms	remaining: 571ms
492:	learn: 0.0723837	total: 554ms	remaining: 570ms
493:	learn: 0.0721672	total: 555ms	remaining: 569ms
494:	learn: 0.0718996	total: 557ms	remaining: 568ms
495:	learn: 0.0716206	total: 558ms	remaining: 567ms
496:	learn: 0.0714018	total: 559ms	remaining: 566ms
497:	learn: 0.0710728	total: 560ms	remaining: 565ms
498:	learn: 0.0707321	total: 561ms	remaining: 563ms
499:	learn: 0.0706431	total: 562ms	remaining: 562ms
500:	learn: 0.0706075	total: 563ms	remaining: 561ms
501:	learn: 0.0702115	total: 564ms	remaining: 560ms
502:	learn: 0.0701832	total: 565ms	remaining: 558ms
503:	learn: 0.0697024	total: 566ms	remaining: 557ms
504:	learn: 0.0693672	total: 567ms	remaining: 556ms
505:	learn: 0.0690839	total: 568ms	remaining: 555ms
506:	learn: 0.0688236	total: 570ms	remaining: 555ms
507:	learn: 0.0683302	total: 572ms	remaining: 554ms
508:	learn: 0.0682309	total: 573ms	remaining: 552ms
509:	learn: 0.0679977	total: 574ms	remaining: 551ms
510:	learn: 0.0678355	total: 575ms	remaining: 550ms
511:	learn: 0.0675583	total: 576ms	remaining: 549ms
512:	learn: 0.0673791	total: 577ms	remaining: 547ms
513:	learn: 0.0670146	total: 578ms	remaining: 546ms
514:	learn: 0.0669847	total: 579ms	remaining: 545ms
515:	learn: 0.0669087	total: 580ms	remaining: 544ms
516:	learn: 0.0668811	total: 581ms	remaining: 542ms
517:	learn: 0.0668442	total: 582ms	remaining: 541ms
518:	learn: 0.0665929	total: 583ms	remaining: 541ms
519:	learn: 0.0663634	total: 585ms	remaining: 540ms
520:	learn: 0.0663275	total: 586ms	remaining: 538ms
521:	learn: 0.0661745	total: 587ms	remaining: 537ms
522:	learn: 0.0658967	total: 588ms	remaining: 536ms
523:	learn: 0.0654897	total: 589ms	remaining: 535ms
524:	learn: 0.0654547	total: 590ms	remaining: 533ms
525:	learn: 0.0650683	total: 591ms	remaining: 532ms
526:	learn: 0.0648697	total: 592ms	remaining: 531ms
527:	learn: 0.0648017	total: 593ms	remaining: 530ms
528:	learn: 0.0645589	total: 594ms	remaining: 529ms
529:	learn: 0.0645262	total: 595ms	remaining: 527ms
530:	learn: 0.0643629	total: 596ms	remaining: 527ms
531:	learn: 0.0639887	total: 598ms	remaining: 526ms
532:	learn: 0.0639578	total: 599ms	remaining: 525ms
533:	learn: 0.0637928	total: 600ms	remaining: 524ms
534:	learn: 0.0635531	total: 602ms	remaining: 523ms
535:	learn: 0.0635311	total: 603ms	remaining: 522ms
536:	learn: 0.0633779	total: 604ms	remaining: 521ms
537:	learn: 0.0633540	total: 605ms	remaining: 520ms
538:	learn: 0.0630133	total: 606ms	remaining: 519ms
539:	learn: 0.0628262	total: 608ms	remaining: 518ms
540:	learn: 0.0627902	total: 609ms	remaining: 517ms
541:	learn: 0.0624166	total: 611ms	remaining: 516ms
542:	learn: 0.0620442	total: 612ms	remaining: 515ms
543:	learn: 0.0618743	total: 613ms	remaining: 514ms
544:	learn: 0.0616471	total: 614ms	remaining: 513ms
545:	learn: 0.0612756	total: 615ms	remaining: 512ms
546:	learn: 0.0612346	total: 616ms	remaining: 511ms
547:	learn: 0.0610847	total: 618ms	remaining: 509ms
548:	learn: 0.0606800	total: 619ms	remaining: 508ms
549:	learn: 0.0604073	total: 620ms	remaining: 507ms
550:	learn: 0.0602139	total: 621ms	remaining: 506ms
551:	learn: 0.0599965	total: 624ms	remaining: 506ms
552:	learn: 0.0598621	total: 625ms	remaining: 505ms
553:	learn: 0.0597682	total: 626ms	remaining: 504ms
554:	learn: 0.0596730	total: 627ms	remaining: 503ms
555:	learn: 0.0596141	total: 628ms	remaining: 502ms
556:	learn: 0.0595700	total: 629ms	remaining: 500ms
557:	learn: 0.0594993	total: 630ms	remaining: 499ms
558:	learn: 0.0591783	total: 631ms	remaining: 498ms
559:	learn: 0.0588346	total: 632ms	remaining: 497ms
560:	learn: 0.0586568	total: 633ms	remaining: 496ms
561:	learn: 0.0584680	total: 634ms	remaining: 494ms
562:	learn: 0.0580929	total: 635ms	remaining: 493ms
563:	learn: 0.0580601	total: 637ms	remaining: 492ms
564:	learn: 0.0575406	total: 638ms	remaining: 491ms
565:	learn: 0.0574080	total: 639ms	remaining: 490ms
566:	learn: 0.0572229	total: 640ms	remaining: 489ms
567:	learn: 0.0571987	total: 641ms	remaining: 488ms
568:	learn: 0.0569537	total: 642ms	remaining: 486ms
569:	learn: 0.0567205	total: 643ms	remaining: 485ms
570:	learn: 0.0566629	total: 644ms	remaining: 484ms
571:	learn: 0.0562750	total: 645ms	remaining: 483ms
572:	learn: 0.0560980	total: 646ms	remaining: 482ms
573:	learn: 0.0558841	total: 647ms	remaining: 480ms
574:	learn: 0.0555175	total: 648ms	remaining: 479ms
575:	learn: 0.0553009	total: 650ms	remaining: 479ms
576:	learn: 0.0550835	total: 651ms	remaining: 477ms
577:	learn: 0.0548901	total: 652ms	remaining: 476ms
578:	learn: 0.0547087	total: 653ms	remaining: 475ms
579:	learn: 0.0546546	total: 654ms	remaining: 474ms
580:	learn: 0.0544744	total: 655ms	remaining: 473ms
581:	learn: 0.0541155	total: 656ms	remaining: 471ms
582:	learn: 0.0537506	total: 657ms	remaining: 470ms
583:	learn: 0.0534606	total: 658ms	remaining: 469ms
584:	learn: 0.0530705	total: 659ms	remaining: 468ms
585:	learn: 0.0527297	total: 660ms	remaining: 467ms
586:	learn: 0.0524941	total: 661ms	remaining: 465ms
587:	learn: 0.0522525	total: 663ms	remaining: 465ms
588:	learn: 0.0520194	total: 664ms	remaining: 463ms
589:	learn: 0.0517066	total: 665ms	remaining: 462ms
590:	learn: 0.0516695	total: 667ms	remaining: 461ms
591:	learn: 0.0516212	total: 667ms	remaining: 460ms
592:	learn: 0.0515496	total: 668ms	remaining: 459ms
593:	learn: 0.0512628	total: 669ms	remaining: 457ms
594:	learn: 0.0510462	total: 670ms	remaining: 456ms
595:	learn: 0.0508546	total: 671ms	remaining: 455ms
596:	learn: 0.0507703	total: 672ms	remaining: 454ms
597:	learn: 0.0506167	total: 673ms	remaining: 452ms
598:	learn: 0.0503822	total: 674ms	remaining: 451ms
599:	learn: 0.0501389	total: 675ms	remaining: 450ms
600:	learn: 0.0498794	total: 677ms	remaining: 449ms
601:	learn: 0.0496640	total: 677ms	remaining: 448ms
602:	learn: 0.0493889	total: 678ms	remaining: 447ms
603:	learn: 0.0493443	total: 679ms	remaining: 445ms
604:	learn: 0.0492168	total: 680ms	remaining: 444ms
605:	learn: 0.0489764	total: 681ms	remaining: 443ms
606:	learn: 0.0487177	total: 682ms	remaining: 442ms
607:	learn: 0.0484679	total: 683ms	remaining: 440ms
608:	learn: 0.0482238	total: 684ms	remaining: 439ms
609:	learn: 0.0479675	total: 685ms	remaining: 438ms
610:	learn: 0.0476615	total: 686ms	remaining: 437ms
611:	learn: 0.0474334	total: 687ms	remaining: 436ms
612:	learn: 0.0472131	total: 688ms	remaining: 434ms
613:	learn: 0.0470760	total: 689ms	remaining: 433ms
614:	learn: 0.0468950	total: 690ms	remaining: 432ms
615:	learn: 0.0468774	total: 691ms	remaining: 431ms
616:	learn: 0.0467162	total: 692ms	remaining: 430ms
617:	learn: 0.0466910	total: 693ms	remaining: 428ms
618:	learn: 0.0466415	total: 694ms	remaining: 427ms
619:	learn: 0.0464431	total: 695ms	remaining: 426ms
620:	learn: 0.0462300	total: 696ms	remaining: 425ms
621:	learn: 0.0460403	total: 697ms	remaining: 423ms
622:	learn: 0.0460187	total: 698ms	remaining: 422ms
623:	learn: 0.0458825	total: 699ms	remaining: 421ms
624:	learn: 0.0458705	total: 700ms	remaining: 420ms
625:	learn: 0.0458280	total: 701ms	remaining: 419ms
626:	learn: 0.0458153	total: 701ms	remaining: 417ms
627:	learn: 0.0456782	total: 702ms	remaining: 416ms
628:	learn: 0.0456093	total: 703ms	remaining: 415ms
629:	learn: 0.0455899	total: 704ms	remaining: 414ms
630:	learn: 0.0451873	total: 705ms	remaining: 412ms
631:	learn: 0.0450405	total: 706ms	remaining: 411ms
632:	learn: 0.0450074	total: 707ms	remaining: 410ms
633:	learn: 0.0449835	total: 708ms	remaining: 409ms
634:	learn: 0.0448570	total: 709ms	remaining: 408ms
635:	learn: 0.0446952	total: 710ms	remaining: 406ms
636:	learn: 0.0446341	total: 711ms	remaining: 405ms
637:	learn: 0.0444399	total: 712ms	remaining: 404ms
638:	learn: 0.0443819	total: 713ms	remaining: 403ms
639:	learn: 0.0441708	total: 714ms	remaining: 402ms
640:	learn: 0.0441235	total: 715ms	remaining: 400ms
641:	learn: 0.0439426	total: 716ms	remaining: 399ms
642:	learn: 0.0437540	total: 717ms	remaining: 398ms
643:	learn: 0.0435757	total: 718ms	remaining: 397ms
644:	learn: 0.0434028	total: 719ms	remaining: 396ms
645:	learn: 0.0432454	total: 720ms	remaining: 395ms
646:	learn: 0.0430824	total: 721ms	remaining: 394ms
647:	learn: 0.0429442	total: 723ms	remaining: 393ms
648:	learn: 0.0428067	total: 724ms	remaining: 392ms
649:	learn: 0.0424753	total: 725ms	remaining: 391ms
650:	learn: 0.0422873	total: 726ms	remaining: 389ms
651:	learn: 0.0420425	total: 727ms	remaining: 388ms
652:	learn: 0.0419251	total: 728ms	remaining: 387ms
653:	learn: 0.0417051	total: 729ms	remaining: 386ms
654:	learn: 0.0416729	total: 730ms	remaining: 385ms
655:	learn: 0.0415355	total: 732ms	remaining: 384ms
656:	learn: 0.0415143	total: 733ms	remaining: 383ms
657:	learn: 0.0413537	total: 734ms	remaining: 382ms
658:	learn: 0.0411982	total: 735ms	remaining: 380ms
659:	learn: 0.0411143	total: 736ms	remaining: 379ms
660:	learn: 0.0409519	total: 738ms	remaining: 378ms
661:	learn: 0.0408438	total: 739ms	remaining: 377ms
662:	learn: 0.0407554	total: 740ms	remaining: 376ms
663:	learn: 0.0406009	total: 741ms	remaining: 375ms
664:	learn: 0.0405582	total: 742ms	remaining: 374ms
665:	learn: 0.0405206	total: 744ms	remaining: 373ms
666:	learn: 0.0402633	total: 746ms	remaining: 372ms
667:	learn: 0.0402479	total: 747ms	remaining: 371ms
668:	learn: 0.0402174	total: 748ms	remaining: 370ms
669:	learn: 0.0401094	total: 749ms	remaining: 369ms
670:	learn: 0.0400481	total: 751ms	remaining: 368ms
671:	learn: 0.0399693	total: 752ms	remaining: 367ms
672:	learn: 0.0399281	total: 753ms	remaining: 366ms
673:	learn: 0.0396434	total: 755ms	remaining: 365ms
674:	learn: 0.0395150	total: 756ms	remaining: 364ms
675:	learn: 0.0394154	total: 757ms	remaining: 363ms
676:	learn: 0.0392321	total: 759ms	remaining: 362ms
677:	learn: 0.0390334	total: 760ms	remaining: 361ms
678:	learn: 0.0389780	total: 761ms	remaining: 360ms
679:	learn: 0.0388835	total: 763ms	remaining: 359ms
680:	learn: 0.0388160	total: 764ms	remaining: 358ms
681:	learn: 0.0386838	total: 765ms	remaining: 357ms
682:	learn: 0.0385089	total: 766ms	remaining: 356ms
683:	learn: 0.0383899	total: 767ms	remaining: 354ms
684:	learn: 0.0383150	total: 768ms	remaining: 353ms
685:	learn: 0.0382875	total: 769ms	remaining: 352ms
686:	learn: 0.0381121	total: 771ms	remaining: 351ms
687:	learn: 0.0380871	total: 773ms	remaining: 350ms
688:	learn: 0.0380687	total: 774ms	remaining: 349ms
689:	learn: 0.0379458	total: 775ms	remaining: 348ms
690:	learn: 0.0378021	total: 776ms	remaining: 347ms
691:	learn: 0.0376249	total: 777ms	remaining: 346ms
692:	learn: 0.0375113	total: 778ms	remaining: 345ms
693:	learn: 0.0374031	total: 779ms	remaining: 343ms
694:	learn: 0.0371248	total: 780ms	remaining: 342ms
695:	learn: 0.0370165	total: 781ms	remaining: 341ms
696:	learn: 0.0369854	total: 782ms	remaining: 340ms
697:	learn: 0.0368432	total: 783ms	remaining: 339ms
698:	learn: 0.0367521	total: 784ms	remaining: 338ms
699:	learn: 0.0366074	total: 786ms	remaining: 337ms
700:	learn: 0.0364405	total: 787ms	remaining: 336ms
701:	learn: 0.0363918	total: 788ms	remaining: 334ms
702:	learn: 0.0363021	total: 789ms	remaining: 333ms
703:	learn: 0.0362381	total: 790ms	remaining: 332ms
704:	learn: 0.0362019	total: 791ms	remaining: 331ms
705:	learn: 0.0359564	total: 792ms	remaining: 330ms
706:	learn: 0.0358336	total: 793ms	remaining: 328ms
707:	learn: 0.0357671	total: 794ms	remaining: 327ms
708:	learn: 0.0357306	total: 795ms	remaining: 326ms
709:	learn: 0.0355891	total: 796ms	remaining: 325ms
710:	learn: 0.0353095	total: 797ms	remaining: 324ms
711:	learn: 0.0351312	total: 798ms	remaining: 323ms
712:	learn: 0.0350256	total: 800ms	remaining: 322ms
713:	learn: 0.0348803	total: 801ms	remaining: 321ms
714:	learn: 0.0348552	total: 802ms	remaining: 320ms
715:	learn: 0.0347660	total: 803ms	remaining: 318ms
716:	learn: 0.0344568	total: 804ms	remaining: 317ms
717:	learn: 0.0344400	total: 805ms	remaining: 316ms
718:	learn: 0.0343950	total: 806ms	remaining: 315ms
719:	learn: 0.0342674	total: 807ms	remaining: 314ms
720:	learn: 0.0341548	total: 808ms	remaining: 313ms
721:	learn: 0.0341388	total: 809ms	remaining: 312ms
722:	learn: 0.0340327	total: 810ms	remaining: 310ms
723:	learn: 0.0339391	total: 811ms	remaining: 309ms
724:	learn: 0.0338231	total: 813ms	remaining: 308ms
725:	learn: 0.0337910	total: 814ms	remaining: 307ms
726:	learn: 0.0337769	total: 815ms	remaining: 306ms
727:	learn: 0.0336794	total: 816ms	remaining: 305ms
728:	learn: 0.0335208	total: 818ms	remaining: 304ms
729:	learn: 0.0333112	total: 819ms	remaining: 303ms
730:	learn: 0.0332547	total: 820ms	remaining: 302ms
731:	learn: 0.0331894	total: 821ms	remaining: 301ms
732:	learn: 0.0330909	total: 822ms	remaining: 299ms
733:	learn: 0.0329085	total: 823ms	remaining: 298ms
734:	learn: 0.0328864	total: 824ms	remaining: 297ms
735:	learn: 0.0327138	total: 825ms	remaining: 296ms
736:	learn: 0.0325735	total: 826ms	remaining: 295ms
737:	learn: 0.0324810	total: 827ms	remaining: 294ms
738:	learn: 0.0323500	total: 828ms	remaining: 293ms
739:	learn: 0.0322560	total: 829ms	remaining: 291ms
740:	learn: 0.0320937	total: 830ms	remaining: 290ms
741:	learn: 0.0320650	total: 831ms	remaining: 289ms
742:	learn: 0.0319103	total: 832ms	remaining: 288ms
743:	learn: 0.0316348	total: 833ms	remaining: 287ms
744:	learn: 0.0314754	total: 834ms	remaining: 286ms
745:	learn: 0.0313696	total: 835ms	remaining: 284ms
746:	learn: 0.0312189	total: 836ms	remaining: 283ms
747:	learn: 0.0310368	total: 837ms	remaining: 282ms
748:	learn: 0.0309147	total: 838ms	remaining: 281ms
749:	learn: 0.0307589	total: 840ms	remaining: 280ms
750:	learn: 0.0307317	total: 841ms	remaining: 279ms
751:	learn: 0.0305990	total: 841ms	remaining: 278ms
752:	learn: 0.0305391	total: 842ms	remaining: 276ms
753:	learn: 0.0304614	total: 843ms	remaining: 275ms
754:	learn: 0.0303701	total: 844ms	remaining: 274ms
755:	learn: 0.0302146	total: 845ms	remaining: 273ms
756:	learn: 0.0300678	total: 847ms	remaining: 272ms
757:	learn: 0.0299383	total: 848ms	remaining: 271ms
758:	learn: 0.0298299	total: 849ms	remaining: 269ms
759:	learn: 0.0297161	total: 850ms	remaining: 268ms
760:	learn: 0.0296227	total: 851ms	remaining: 267ms
761:	learn: 0.0295599	total: 852ms	remaining: 266ms
762:	learn: 0.0294689	total: 853ms	remaining: 265ms
763:	learn: 0.0293280	total: 854ms	remaining: 264ms
764:	learn: 0.0291843	total: 855ms	remaining: 263ms
765:	learn: 0.0291642	total: 856ms	remaining: 262ms
766:	learn: 0.0290429	total: 857ms	remaining: 260ms
767:	learn: 0.0289528	total: 859ms	remaining: 259ms
768:	learn: 0.0288374	total: 860ms	remaining: 258ms
769:	learn: 0.0287323	total: 861ms	remaining: 257ms
770:	learn: 0.0286330	total: 862ms	remaining: 256ms
771:	learn: 0.0284930	total: 863ms	remaining: 255ms
772:	learn: 0.0283945	total: 864ms	remaining: 254ms
773:	learn: 0.0282188	total: 865ms	remaining: 252ms
774:	learn: 0.0280772	total: 866ms	remaining: 251ms
775:	learn: 0.0280592	total: 866ms	remaining: 250ms
776:	learn: 0.0278692	total: 867ms	remaining: 249ms
777:	learn: 0.0277825	total: 868ms	remaining: 248ms
778:	learn: 0.0277640	total: 869ms	remaining: 247ms
779:	learn: 0.0276831	total: 870ms	remaining: 245ms
780:	learn: 0.0275075	total: 871ms	remaining: 244ms
781:	learn: 0.0273430	total: 873ms	remaining: 243ms
782:	learn: 0.0273265	total: 874ms	remaining: 242ms
783:	learn: 0.0272833	total: 875ms	remaining: 241ms
784:	learn: 0.0271637	total: 876ms	remaining: 240ms
785:	learn: 0.0270652	total: 877ms	remaining: 239ms
786:	learn: 0.0270079	total: 879ms	remaining: 238ms
787:	learn: 0.0268712	total: 880ms	remaining: 237ms
788:	learn: 0.0267745	total: 881ms	remaining: 236ms
789:	learn: 0.0267302	total: 883ms	remaining: 235ms
790:	learn: 0.0266204	total: 884ms	remaining: 233ms
791:	learn: 0.0265247	total: 885ms	remaining: 232ms
792:	learn: 0.0264981	total: 886ms	remaining: 231ms
793:	learn: 0.0264709	total: 887ms	remaining: 230ms
794:	learn: 0.0263476	total: 888ms	remaining: 229ms
795:	learn: 0.0262620	total: 890ms	remaining: 228ms
796:	learn: 0.0260824	total: 891ms	remaining: 227ms
797:	learn: 0.0260535	total: 893ms	remaining: 226ms
798:	learn: 0.0260008	total: 894ms	remaining: 225ms
799:	learn: 0.0258908	total: 895ms	remaining: 224ms
800:	learn: 0.0257124	total: 897ms	remaining: 223ms
801:	learn: 0.0256758	total: 898ms	remaining: 222ms
802:	learn: 0.0256640	total: 899ms	remaining: 221ms
803:	learn: 0.0255461	total: 900ms	remaining: 219ms
804:	learn: 0.0254577	total: 902ms	remaining: 218ms
805:	learn: 0.0253167	total: 903ms	remaining: 217ms
806:	learn: 0.0251700	total: 904ms	remaining: 216ms
807:	learn: 0.0250900	total: 906ms	remaining: 215ms
808:	learn: 0.0250482	total: 907ms	remaining: 214ms
809:	learn: 0.0249417	total: 908ms	remaining: 213ms
810:	learn: 0.0248168	total: 909ms	remaining: 212ms
811:	learn: 0.0247196	total: 910ms	remaining: 211ms
812:	learn: 0.0247084	total: 911ms	remaining: 210ms
813:	learn: 0.0246153	total: 913ms	remaining: 209ms
814:	learn: 0.0245648	total: 914ms	remaining: 207ms
815:	learn: 0.0244833	total: 915ms	remaining: 206ms
816:	learn: 0.0243506	total: 916ms	remaining: 205ms
817:	learn: 0.0243191	total: 917ms	remaining: 204ms
818:	learn: 0.0242600	total: 918ms	remaining: 203ms
819:	learn: 0.0241905	total: 919ms	remaining: 202ms
820:	learn: 0.0241127	total: 920ms	remaining: 201ms
821:	learn: 0.0239828	total: 921ms	remaining: 199ms
822:	learn: 0.0239635	total: 922ms	remaining: 198ms
823:	learn: 0.0238661	total: 923ms	remaining: 197ms
824:	learn: 0.0238285	total: 924ms	remaining: 196ms
825:	learn: 0.0237071	total: 926ms	remaining: 195ms
826:	learn: 0.0236198	total: 927ms	remaining: 194ms
827:	learn: 0.0235530	total: 929ms	remaining: 193ms
828:	learn: 0.0235002	total: 930ms	remaining: 192ms
829:	learn: 0.0234201	total: 932ms	remaining: 191ms
830:	learn: 0.0233465	total: 933ms	remaining: 190ms
831:	learn: 0.0232987	total: 934ms	remaining: 189ms
832:	learn: 0.0232842	total: 935ms	remaining: 187ms
833:	learn: 0.0231223	total: 936ms	remaining: 186ms
834:	learn: 0.0230082	total: 937ms	remaining: 185ms
835:	learn: 0.0229339	total: 938ms	remaining: 184ms
836:	learn: 0.0227835	total: 939ms	remaining: 183ms
837:	learn: 0.0227250	total: 940ms	remaining: 182ms
838:	learn: 0.0226681	total: 941ms	remaining: 181ms
839:	learn: 0.0225996	total: 942ms	remaining: 179ms
840:	learn: 0.0225596	total: 943ms	remaining: 178ms
841:	learn: 0.0224745	total: 945ms	remaining: 177ms
842:	learn: 0.0224158	total: 945ms	remaining: 176ms
843:	learn: 0.0222834	total: 947ms	remaining: 175ms
844:	learn: 0.0221699	total: 948ms	remaining: 174ms
845:	learn: 0.0221244	total: 949ms	remaining: 173ms
846:	learn: 0.0220538	total: 950ms	remaining: 172ms
847:	learn: 0.0220495	total: 951ms	remaining: 170ms
848:	learn: 0.0220419	total: 952ms	remaining: 169ms
849:	learn: 0.0220304	total: 953ms	remaining: 168ms
850:	learn: 0.0219734	total: 954ms	remaining: 167ms
851:	learn: 0.0219034	total: 955ms	remaining: 166ms
852:	learn: 0.0218978	total: 956ms	remaining: 165ms
853:	learn: 0.0218496	total: 958ms	remaining: 164ms
854:	learn: 0.0217330	total: 959ms	remaining: 163ms
855:	learn: 0.0216782	total: 960ms	remaining: 161ms
856:	learn: 0.0215748	total: 961ms	remaining: 160ms
857:	learn: 0.0215170	total: 962ms	remaining: 159ms
858:	learn: 0.0214760	total: 963ms	remaining: 158ms
859:	learn: 0.0214663	total: 964ms	remaining: 157ms
860:	learn: 0.0214108	total: 965ms	remaining: 156ms
861:	learn: 0.0212612	total: 966ms	remaining: 155ms
862:	learn: 0.0211852	total: 967ms	remaining: 154ms
863:	learn: 0.0211380	total: 968ms	remaining: 152ms
864:	learn: 0.0211217	total: 969ms	remaining: 151ms
865:	learn: 0.0209485	total: 971ms	remaining: 150ms
866:	learn: 0.0209242	total: 972ms	remaining: 149ms
867:	learn: 0.0209159	total: 973ms	remaining: 148ms
868:	learn: 0.0208186	total: 974ms	remaining: 147ms
869:	learn: 0.0207967	total: 975ms	remaining: 146ms
870:	learn: 0.0207066	total: 976ms	remaining: 145ms
871:	learn: 0.0206845	total: 977ms	remaining: 143ms
872:	learn: 0.0205634	total: 978ms	remaining: 142ms
873:	learn: 0.0204558	total: 979ms	remaining: 141ms
874:	learn: 0.0203927	total: 980ms	remaining: 140ms
875:	learn: 0.0203712	total: 981ms	remaining: 139ms
876:	learn: 0.0202853	total: 981ms	remaining: 138ms
877:	learn: 0.0202393	total: 982ms	remaining: 137ms
878:	learn: 0.0201498	total: 984ms	remaining: 135ms
879:	learn: 0.0200160	total: 984ms	remaining: 134ms
880:	learn: 0.0200049	total: 986ms	remaining: 133ms
881:	learn: 0.0199415	total: 986ms	remaining: 132ms
882:	learn: 0.0198624	total: 988ms	remaining: 131ms
883:	learn: 0.0198533	total: 989ms	remaining: 130ms
884:	learn: 0.0197709	total: 990ms	remaining: 129ms
885:	learn: 0.0197439	total: 991ms	remaining: 127ms
886:	learn: 0.0195921	total: 992ms	remaining: 126ms
887:	learn: 0.0195636	total: 993ms	remaining: 125ms
888:	learn: 0.0195420	total: 994ms	remaining: 124ms
889:	learn: 0.0195236	total: 995ms	remaining: 123ms
890:	learn: 0.0194026	total: 997ms	remaining: 122ms
891:	learn: 0.0193170	total: 998ms	remaining: 121ms
892:	learn: 0.0192897	total: 999ms	remaining: 120ms
893:	learn: 0.0192800	total: 1000ms	remaining: 119ms
894:	learn: 0.0192181	total: 1s	remaining: 117ms
895:	learn: 0.0191257	total: 1s	remaining: 116ms
896:	learn: 0.0190874	total: 1s	remaining: 115ms
897:	learn: 0.0189977	total: 1s	remaining: 114ms
898:	learn: 0.0189072	total: 1s	remaining: 113ms
899:	learn: 0.0188688	total: 1s	remaining: 112ms
900:	learn: 0.0188269	total: 1.01s	remaining: 111ms
901:	learn: 0.0187490	total: 1.01s	remaining: 109ms
902:	learn: 0.0187435	total: 1.01s	remaining: 108ms
903:	learn: 0.0186844	total: 1.01s	remaining: 107ms
904:	learn: 0.0186764	total: 1.01s	remaining: 106ms
905:	learn: 0.0186217	total: 1.01s	remaining: 105ms
906:	learn: 0.0185530	total: 1.01s	remaining: 104ms
907:	learn: 0.0184283	total: 1.01s	remaining: 103ms
908:	learn: 0.0183690	total: 1.01s	remaining: 102ms
909:	learn: 0.0183428	total: 1.02s	remaining: 101ms
910:	learn: 0.0182990	total: 1.02s	remaining: 99.4ms
911:	learn: 0.0182149	total: 1.02s	remaining: 98.3ms
912:	learn: 0.0181304	total: 1.02s	remaining: 97.2ms
913:	learn: 0.0181069	total: 1.02s	remaining: 96.2ms
914:	learn: 0.0180745	total: 1.02s	remaining: 95ms
915:	learn: 0.0180517	total: 1.02s	remaining: 93.9ms
916:	learn: 0.0180368	total: 1.02s	remaining: 92.8ms
917:	learn: 0.0179541	total: 1.03s	remaining: 91.7ms
918:	learn: 0.0178736	total: 1.03s	remaining: 90.7ms
919:	learn: 0.0178341	total: 1.03s	remaining: 89.5ms
920:	learn: 0.0178250	total: 1.03s	remaining: 88.4ms
921:	learn: 0.0177624	total: 1.03s	remaining: 87.3ms
922:	learn: 0.0176938	total: 1.03s	remaining: 86.2ms
923:	learn: 0.0176556	total: 1.03s	remaining: 85.1ms
924:	learn: 0.0175792	total: 1.03s	remaining: 84ms
925:	learn: 0.0174959	total: 1.04s	remaining: 82.9ms
926:	learn: 0.0174759	total: 1.04s	remaining: 81.8ms
927:	learn: 0.0174679	total: 1.04s	remaining: 80.7ms
928:	learn: 0.0173971	total: 1.04s	remaining: 79.5ms
929:	learn: 0.0173834	total: 1.04s	remaining: 78.4ms
930:	learn: 0.0172627	total: 1.04s	remaining: 77.3ms
931:	learn: 0.0172499	total: 1.04s	remaining: 76.2ms
932:	learn: 0.0171872	total: 1.04s	remaining: 75ms
933:	learn: 0.0171658	total: 1.05s	remaining: 73.9ms
934:	learn: 0.0171213	total: 1.05s	remaining: 72.8ms
935:	learn: 0.0170782	total: 1.05s	remaining: 71.7ms
936:	learn: 0.0170428	total: 1.05s	remaining: 70.6ms
937:	learn: 0.0169186	total: 1.05s	remaining: 69.5ms
938:	learn: 0.0169009	total: 1.05s	remaining: 68.4ms
939:	learn: 0.0168890	total: 1.05s	remaining: 67.3ms
940:	learn: 0.0167753	total: 1.05s	remaining: 66.1ms
941:	learn: 0.0167040	total: 1.05s	remaining: 65ms
942:	learn: 0.0166957	total: 1.06s	remaining: 63.9ms
943:	learn: 0.0166586	total: 1.06s	remaining: 62.8ms
944:	learn: 0.0166192	total: 1.06s	remaining: 61.7ms
945:	learn: 0.0165847	total: 1.06s	remaining: 60.6ms
946:	learn: 0.0164794	total: 1.06s	remaining: 59.5ms
947:	learn: 0.0164697	total: 1.06s	remaining: 58.4ms
948:	learn: 0.0164035	total: 1.06s	remaining: 57.2ms
949:	learn: 0.0163557	total: 1.07s	remaining: 56.1ms
950:	learn: 0.0163164	total: 1.07s	remaining: 55ms
951:	learn: 0.0162744	total: 1.07s	remaining: 54ms
952:	learn: 0.0162111	total: 1.07s	remaining: 52.8ms
953:	learn: 0.0161921	total: 1.07s	remaining: 51.7ms
954:	learn: 0.0161282	total: 1.07s	remaining: 50.6ms
955:	learn: 0.0161205	total: 1.07s	remaining: 49.5ms
956:	learn: 0.0160852	total: 1.07s	remaining: 48.3ms
957:	learn: 0.0160405	total: 1.08s	remaining: 47.2ms
958:	learn: 0.0159192	total: 1.08s	remaining: 46.1ms
959:	learn: 0.0158546	total: 1.08s	remaining: 44.9ms
960:	learn: 0.0158305	total: 1.08s	remaining: 43.8ms
961:	learn: 0.0158211	total: 1.08s	remaining: 42.7ms
962:	learn: 0.0157644	total: 1.08s	remaining: 41.5ms
963:	learn: 0.0156821	total: 1.08s	remaining: 40.4ms
964:	learn: 0.0155985	total: 1.08s	remaining: 39.3ms
965:	learn: 0.0155843	total: 1.08s	remaining: 38.2ms
966:	learn: 0.0155684	total: 1.08s	remaining: 37ms
967:	learn: 0.0155437	total: 1.09s	remaining: 35.9ms
968:	learn: 0.0154692	total: 1.09s	remaining: 34.8ms
969:	learn: 0.0153941	total: 1.09s	remaining: 33.7ms
970:	learn: 0.0153601	total: 1.09s	remaining: 32.5ms
971:	learn: 0.0153173	total: 1.09s	remaining: 31.4ms
972:	learn: 0.0152568	total: 1.09s	remaining: 30.3ms
973:	learn: 0.0152440	total: 1.09s	remaining: 29.2ms
974:	learn: 0.0152062	total: 1.09s	remaining: 28ms
975:	learn: 0.0150547	total: 1.09s	remaining: 26.9ms
976:	learn: 0.0150324	total: 1.09s	remaining: 25.8ms
977:	learn: 0.0149542	total: 1.1s	remaining: 24.7ms
978:	learn: 0.0148733	total: 1.1s	remaining: 23.5ms
979:	learn: 0.0148052	total: 1.1s	remaining: 22.4ms
980:	learn: 0.0147507	total: 1.1s	remaining: 21.3ms
981:	learn: 0.0147445	total: 1.1s	remaining: 20.2ms
982:	learn: 0.0147098	total: 1.1s	remaining: 19.1ms
983:	learn: 0.0146636	total: 1.1s	remaining: 17.9ms
984:	learn: 0.0146062	total: 1.1s	remaining: 16.8ms
985:	learn: 0.0145536	total: 1.1s	remaining: 15.7ms
986:	learn: 0.0145268	total: 1.1s	remaining: 14.6ms
987:	learn: 0.0144669	total: 1.11s	remaining: 13.4ms
988:	learn: 0.0144295	total: 1.11s	remaining: 12.3ms
989:	learn: 0.0143808	total: 1.11s	remaining: 11.2ms
990:	learn: 0.0143550	total: 1.11s	remaining: 10.1ms
991:	learn: 0.0143219	total: 1.11s	remaining: 8.96ms
992:	learn: 0.0142830	total: 1.11s	remaining: 7.84ms
993:	learn: 0.0142494	total: 1.11s	remaining: 6.72ms
994:	learn: 0.0141815	total: 1.11s	remaining: 5.6ms
995:	learn: 0.0141133	total: 1.11s	remaining: 4.48ms
996:	learn: 0.0140780	total: 1.12s	remaining: 3.36ms
997:	learn: 0.0140304	total: 1.12s	remaining: 2.24ms
998:	learn: 0.0139767	total: 1.12s	remaining: 1.12ms
999:	learn: 0.0139383	total: 1.12s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=9, depth=4, total=   1.7s
[CV] learning_rate=0.1, l2_leaf_reg=9, depth=4 .......................
0:	learn: 0.8510643	total: 1.13ms	remaining: 1.13s
1:	learn: 0.8138201	total: 2.3ms	remaining: 1.15s
2:	learn: 0.7729902	total: 3.36ms	remaining: 1.12s
3:	learn: 0.7452279	total: 4.4ms	remaining: 1.09s
4:	learn: 0.7123673	total: 5.49ms	remaining: 1.09s
5:	learn: 0.6920641	total: 7.07ms	remaining: 1.17s
6:	learn: 0.6667340	total: 8.25ms	remaining: 1.17s
7:	learn: 0.6451488	total: 9.3ms	remaining: 1.15s
8:	learn: 0.6209688	total: 10.4ms	remaining: 1.14s
9:	learn: 0.6004657	total: 11.5ms	remaining: 1.13s
10:	learn: 0.5813967	total: 12.4ms	remaining: 1.12s
11:	learn: 0.5621153	total: 13.4ms	remaining: 1.11s
12:	learn: 0.5491500	total: 14.5ms	remaining: 1.1s
13:	learn: 0.5362979	total: 15.5ms	remaining: 1.09s
14:	learn: 0.5234373	total: 16.5ms	remaining: 1.08s
15:	learn: 0.5128418	total: 17.4ms	remaining: 1.07s
16:	learn: 0.5005960	total: 18.6ms	remaining: 1.08s
17:	learn: 0.4913276	total: 20ms	remaining: 1.09s
18:	learn: 0.4832320	total: 21.2ms	remaining: 1.09s
19:	learn: 0.4744864	total: 22.2ms	remaining: 1.09s
20:	learn: 0.4672345	total: 23.3ms	remaining: 1.08s
21:	learn: 0.4582070	total: 24.3ms	remaining: 1.08s
22:	learn: 0.4505974	total: 25.4ms	remaining: 1.08s
23:	learn: 0.4430578	total: 26.4ms	remaining: 1.07s
24:	learn: 0.4374733	total: 27.8ms	remaining: 1.08s
25:	learn: 0.4306468	total: 29ms	remaining: 1.08s
26:	learn: 0.4247773	total: 30ms	remaining: 1.08s
27:	learn: 0.4188304	total: 31.1ms	remaining: 1.08s
28:	learn: 0.4158107	total: 32.7ms	remaining: 1.09s
29:	learn: 0.4115476	total: 33.9ms	remaining: 1.09s
30:	learn: 0.4075247	total: 34.9ms	remaining: 1.09s
31:	learn: 0.4040739	total: 35.9ms	remaining: 1.09s
32:	learn: 0.4009570	total: 37ms	remaining: 1.08s
33:	learn: 0.3969936	total: 38.1ms	remaining: 1.08s
34:	learn: 0.3940424	total: 39.1ms	remaining: 1.08s
35:	learn: 0.3932352	total: 40.2ms	remaining: 1.08s
36:	learn: 0.3925274	total: 41.1ms	remaining: 1.07s
37:	learn: 0.3907220	total: 42.2ms	remaining: 1.07s
38:	learn: 0.3877518	total: 43.2ms	remaining: 1.06s
39:	learn: 0.3830301	total: 44.2ms	remaining: 1.06s
40:	learn: 0.3824949	total: 45.1ms	remaining: 1.05s
41:	learn: 0.3812411	total: 46.6ms	remaining: 1.06s
42:	learn: 0.3807260	total: 47.6ms	remaining: 1.06s
43:	learn: 0.3799195	total: 48.7ms	remaining: 1.06s
44:	learn: 0.3792507	total: 49.6ms	remaining: 1.05s
45:	learn: 0.3769081	total: 50.9ms	remaining: 1.05s
46:	learn: 0.3764261	total: 52.2ms	remaining: 1.06s
47:	learn: 0.3759788	total: 53.3ms	remaining: 1.06s
48:	learn: 0.3744636	total: 54.3ms	remaining: 1.05s
49:	learn: 0.3738553	total: 55.3ms	remaining: 1.05s
50:	learn: 0.3733748	total: 56.4ms	remaining: 1.05s
51:	learn: 0.3729601	total: 57.5ms	remaining: 1.05s
52:	learn: 0.3717536	total: 58.5ms	remaining: 1.04s
53:	learn: 0.3708428	total: 60.2ms	remaining: 1.05s
54:	learn: 0.3682656	total: 61.2ms	remaining: 1.05s
55:	learn: 0.3676824	total: 62.4ms	remaining: 1.05s
56:	learn: 0.3671595	total: 63.5ms	remaining: 1.05s
57:	learn: 0.3667648	total: 64.5ms	remaining: 1.05s
58:	learn: 0.3663617	total: 65.4ms	remaining: 1.04s
59:	learn: 0.3655407	total: 66.5ms	remaining: 1.04s
60:	learn: 0.3650095	total: 67.5ms	remaining: 1.04s
61:	learn: 0.3644936	total: 68.4ms	remaining: 1.03s
62:	learn: 0.3639411	total: 69.3ms	remaining: 1.03s
63:	learn: 0.3629779	total: 70.2ms	remaining: 1.03s
64:	learn: 0.3620098	total: 71.1ms	remaining: 1.02s
65:	learn: 0.3615545	total: 72.6ms	remaining: 1.03s
66:	learn: 0.3610600	total: 73.7ms	remaining: 1.03s
67:	learn: 0.3605641	total: 74.8ms	remaining: 1.02s
68:	learn: 0.3574869	total: 75.8ms	remaining: 1.02s
69:	learn: 0.3570446	total: 77ms	remaining: 1.02s
70:	learn: 0.3566035	total: 78.1ms	remaining: 1.02s
71:	learn: 0.3561579	total: 79.2ms	remaining: 1.02s
72:	learn: 0.3556679	total: 80.3ms	remaining: 1.02s
73:	learn: 0.3539437	total: 81.4ms	remaining: 1.02s
74:	learn: 0.3531555	total: 82.6ms	remaining: 1.02s
75:	learn: 0.3522861	total: 83.7ms	remaining: 1.02s
76:	learn: 0.3518781	total: 84.7ms	remaining: 1.01s
77:	learn: 0.3514495	total: 86.1ms	remaining: 1.02s
78:	learn: 0.3501917	total: 87ms	remaining: 1.01s
79:	learn: 0.3494659	total: 87.9ms	remaining: 1.01s
80:	learn: 0.3489966	total: 88.8ms	remaining: 1.01s
81:	learn: 0.3460703	total: 89.8ms	remaining: 1s
82:	learn: 0.3440981	total: 90.7ms	remaining: 1s
83:	learn: 0.3433581	total: 92ms	remaining: 1s
84:	learn: 0.3429546	total: 92.9ms	remaining: 1000ms
85:	learn: 0.3414406	total: 93.9ms	remaining: 998ms
86:	learn: 0.3408065	total: 95ms	remaining: 997ms
87:	learn: 0.3384519	total: 96.5ms	remaining: 1s
88:	learn: 0.3351840	total: 97.7ms	remaining: 1s
89:	learn: 0.3345123	total: 99.3ms	remaining: 1s
90:	learn: 0.3341400	total: 100ms	remaining: 1s
91:	learn: 0.3318150	total: 101ms	remaining: 1s
92:	learn: 0.3294851	total: 102ms	remaining: 999ms
93:	learn: 0.3291360	total: 103ms	remaining: 997ms
94:	learn: 0.3279979	total: 104ms	remaining: 994ms
95:	learn: 0.3273603	total: 105ms	remaining: 993ms
96:	learn: 0.3266533	total: 107ms	remaining: 993ms
97:	learn: 0.3246874	total: 108ms	remaining: 993ms
98:	learn: 0.3242117	total: 109ms	remaining: 991ms
99:	learn: 0.3224446	total: 110ms	remaining: 989ms
100:	learn: 0.3197215	total: 111ms	remaining: 988ms
101:	learn: 0.3190653	total: 113ms	remaining: 991ms
102:	learn: 0.3178326	total: 114ms	remaining: 989ms
103:	learn: 0.3175408	total: 115ms	remaining: 987ms
104:	learn: 0.3163081	total: 116ms	remaining: 988ms
105:	learn: 0.3141308	total: 117ms	remaining: 989ms
106:	learn: 0.3129829	total: 119ms	remaining: 990ms
107:	learn: 0.3127058	total: 120ms	remaining: 989ms
108:	learn: 0.3121625	total: 121ms	remaining: 989ms
109:	learn: 0.3118557	total: 122ms	remaining: 988ms
110:	learn: 0.3115823	total: 123ms	remaining: 986ms
111:	learn: 0.3099701	total: 124ms	remaining: 984ms
112:	learn: 0.3097040	total: 125ms	remaining: 983ms
113:	learn: 0.3086901	total: 126ms	remaining: 983ms
114:	learn: 0.3079050	total: 127ms	remaining: 981ms
115:	learn: 0.3075350	total: 129ms	remaining: 979ms
116:	learn: 0.3072852	total: 130ms	remaining: 978ms
117:	learn: 0.3054062	total: 131ms	remaining: 978ms
118:	learn: 0.3029047	total: 132ms	remaining: 978ms
119:	learn: 0.3026605	total: 133ms	remaining: 978ms
120:	learn: 0.3024301	total: 134ms	remaining: 976ms
121:	learn: 0.3021181	total: 135ms	remaining: 974ms
122:	learn: 0.3005174	total: 136ms	remaining: 972ms
123:	learn: 0.2985367	total: 138ms	remaining: 971ms
124:	learn: 0.2983164	total: 139ms	remaining: 970ms
125:	learn: 0.2973094	total: 140ms	remaining: 969ms
126:	learn: 0.2948312	total: 141ms	remaining: 967ms
127:	learn: 0.2946005	total: 142ms	remaining: 966ms
128:	learn: 0.2927728	total: 143ms	remaining: 966ms
129:	learn: 0.2925563	total: 144ms	remaining: 965ms
130:	learn: 0.2923511	total: 145ms	remaining: 965ms
131:	learn: 0.2914856	total: 147ms	remaining: 964ms
132:	learn: 0.2908003	total: 148ms	remaining: 964ms
133:	learn: 0.2905864	total: 149ms	remaining: 964ms
134:	learn: 0.2903769	total: 150ms	remaining: 963ms
135:	learn: 0.2882339	total: 151ms	remaining: 961ms
136:	learn: 0.2858851	total: 152ms	remaining: 959ms
137:	learn: 0.2856788	total: 153ms	remaining: 959ms
138:	learn: 0.2848016	total: 154ms	remaining: 957ms
139:	learn: 0.2840751	total: 156ms	remaining: 955ms
140:	learn: 0.2827108	total: 157ms	remaining: 954ms
141:	learn: 0.2818577	total: 158ms	remaining: 953ms
142:	learn: 0.2799734	total: 159ms	remaining: 953ms
143:	learn: 0.2797863	total: 161ms	remaining: 954ms
144:	learn: 0.2776000	total: 162ms	remaining: 953ms
145:	learn: 0.2774170	total: 164ms	remaining: 960ms
146:	learn: 0.2759015	total: 166ms	remaining: 961ms
147:	learn: 0.2744163	total: 167ms	remaining: 960ms
148:	learn: 0.2729033	total: 168ms	remaining: 958ms
149:	learn: 0.2705337	total: 169ms	remaining: 957ms
150:	learn: 0.2699458	total: 170ms	remaining: 955ms
151:	learn: 0.2697762	total: 171ms	remaining: 954ms
152:	learn: 0.2695983	total: 172ms	remaining: 952ms
153:	learn: 0.2694244	total: 173ms	remaining: 950ms
154:	learn: 0.2692669	total: 174ms	remaining: 948ms
155:	learn: 0.2691001	total: 175ms	remaining: 947ms
156:	learn: 0.2662420	total: 176ms	remaining: 946ms
157:	learn: 0.2649485	total: 177ms	remaining: 943ms
158:	learn: 0.2638700	total: 178ms	remaining: 941ms
159:	learn: 0.2626359	total: 179ms	remaining: 939ms
160:	learn: 0.2616093	total: 180ms	remaining: 936ms
161:	learn: 0.2612641	total: 181ms	remaining: 934ms
162:	learn: 0.2603045	total: 182ms	remaining: 933ms
163:	learn: 0.2601506	total: 183ms	remaining: 931ms
164:	learn: 0.2597571	total: 184ms	remaining: 929ms
165:	learn: 0.2578236	total: 185ms	remaining: 927ms
166:	learn: 0.2573077	total: 186ms	remaining: 925ms
167:	learn: 0.2565718	total: 187ms	remaining: 924ms
168:	learn: 0.2547814	total: 187ms	remaining: 922ms
169:	learn: 0.2546364	total: 189ms	remaining: 922ms
170:	learn: 0.2541094	total: 190ms	remaining: 920ms
171:	learn: 0.2521016	total: 191ms	remaining: 921ms
172:	learn: 0.2504171	total: 192ms	remaining: 920ms
173:	learn: 0.2482542	total: 193ms	remaining: 918ms
174:	learn: 0.2472509	total: 194ms	remaining: 917ms
175:	learn: 0.2457254	total: 195ms	remaining: 915ms
176:	learn: 0.2438898	total: 197ms	remaining: 914ms
177:	learn: 0.2427934	total: 198ms	remaining: 912ms
178:	learn: 0.2411365	total: 199ms	remaining: 911ms
179:	learn: 0.2404947	total: 200ms	remaining: 909ms
180:	learn: 0.2397082	total: 201ms	remaining: 911ms
181:	learn: 0.2382760	total: 203ms	remaining: 910ms
182:	learn: 0.2381219	total: 204ms	remaining: 909ms
183:	learn: 0.2371034	total: 205ms	remaining: 908ms
184:	learn: 0.2368493	total: 206ms	remaining: 906ms
185:	learn: 0.2367033	total: 207ms	remaining: 905ms
186:	learn: 0.2361447	total: 208ms	remaining: 903ms
187:	learn: 0.2351737	total: 209ms	remaining: 902ms
188:	learn: 0.2343968	total: 210ms	remaining: 900ms
189:	learn: 0.2332736	total: 211ms	remaining: 899ms
190:	learn: 0.2319268	total: 212ms	remaining: 897ms
191:	learn: 0.2318008	total: 213ms	remaining: 896ms
192:	learn: 0.2308791	total: 215ms	remaining: 897ms
193:	learn: 0.2297924	total: 215ms	remaining: 895ms
194:	learn: 0.2285205	total: 216ms	remaining: 893ms
195:	learn: 0.2279822	total: 217ms	remaining: 892ms
196:	learn: 0.2269793	total: 218ms	remaining: 890ms
197:	learn: 0.2268620	total: 219ms	remaining: 888ms
198:	learn: 0.2267184	total: 220ms	remaining: 886ms
199:	learn: 0.2256766	total: 221ms	remaining: 885ms
200:	learn: 0.2249626	total: 223ms	remaining: 885ms
201:	learn: 0.2241447	total: 224ms	remaining: 886ms
202:	learn: 0.2232756	total: 225ms	remaining: 885ms
203:	learn: 0.2224688	total: 226ms	remaining: 884ms
204:	learn: 0.2218929	total: 228ms	remaining: 883ms
205:	learn: 0.2204086	total: 229ms	remaining: 882ms
206:	learn: 0.2199032	total: 230ms	remaining: 880ms
207:	learn: 0.2184906	total: 231ms	remaining: 879ms
208:	learn: 0.2177460	total: 232ms	remaining: 877ms
209:	learn: 0.2172356	total: 233ms	remaining: 876ms
210:	learn: 0.2166971	total: 234ms	remaining: 875ms
211:	learn: 0.2151163	total: 235ms	remaining: 873ms
212:	learn: 0.2143858	total: 236ms	remaining: 872ms
213:	learn: 0.2130534	total: 237ms	remaining: 871ms
214:	learn: 0.2119268	total: 238ms	remaining: 870ms
215:	learn: 0.2107969	total: 240ms	remaining: 871ms
216:	learn: 0.2100965	total: 241ms	remaining: 870ms
217:	learn: 0.2093354	total: 242ms	remaining: 869ms
218:	learn: 0.2088032	total: 243ms	remaining: 868ms
219:	learn: 0.2064950	total: 244ms	remaining: 866ms
220:	learn: 0.2060802	total: 245ms	remaining: 865ms
221:	learn: 0.2056835	total: 246ms	remaining: 863ms
222:	learn: 0.2052264	total: 247ms	remaining: 862ms
223:	learn: 0.2048776	total: 248ms	remaining: 861ms
224:	learn: 0.2042195	total: 249ms	remaining: 859ms
225:	learn: 0.2032077	total: 251ms	remaining: 858ms
226:	learn: 0.2028057	total: 252ms	remaining: 858ms
227:	learn: 0.2016032	total: 254ms	remaining: 859ms
228:	learn: 0.2012471	total: 255ms	remaining: 858ms
229:	learn: 0.2006097	total: 256ms	remaining: 857ms
230:	learn: 0.1996662	total: 257ms	remaining: 856ms
231:	learn: 0.1987886	total: 258ms	remaining: 854ms
232:	learn: 0.1981776	total: 259ms	remaining: 854ms
233:	learn: 0.1979785	total: 261ms	remaining: 853ms
234:	learn: 0.1968704	total: 262ms	remaining: 853ms
235:	learn: 0.1961813	total: 264ms	remaining: 853ms
236:	learn: 0.1958780	total: 265ms	remaining: 852ms
237:	learn: 0.1936985	total: 266ms	remaining: 853ms
238:	learn: 0.1932016	total: 268ms	remaining: 852ms
239:	learn: 0.1927954	total: 269ms	remaining: 850ms
240:	learn: 0.1917526	total: 270ms	remaining: 849ms
241:	learn: 0.1913872	total: 271ms	remaining: 848ms
242:	learn: 0.1901258	total: 272ms	remaining: 846ms
243:	learn: 0.1897990	total: 273ms	remaining: 845ms
244:	learn: 0.1883912	total: 274ms	remaining: 844ms
245:	learn: 0.1869003	total: 275ms	remaining: 842ms
246:	learn: 0.1866502	total: 276ms	remaining: 841ms
247:	learn: 0.1853752	total: 277ms	remaining: 840ms
248:	learn: 0.1847899	total: 278ms	remaining: 839ms
249:	learn: 0.1843748	total: 280ms	remaining: 839ms
250:	learn: 0.1841306	total: 281ms	remaining: 839ms
251:	learn: 0.1839497	total: 283ms	remaining: 841ms
252:	learn: 0.1837298	total: 284ms	remaining: 840ms
253:	learn: 0.1831002	total: 286ms	remaining: 839ms
254:	learn: 0.1826167	total: 287ms	remaining: 838ms
255:	learn: 0.1821228	total: 288ms	remaining: 837ms
256:	learn: 0.1816134	total: 289ms	remaining: 836ms
257:	learn: 0.1808188	total: 290ms	remaining: 835ms
258:	learn: 0.1793451	total: 292ms	remaining: 837ms
259:	learn: 0.1789950	total: 294ms	remaining: 836ms
260:	learn: 0.1788110	total: 295ms	remaining: 835ms
261:	learn: 0.1782320	total: 296ms	remaining: 834ms
262:	learn: 0.1772481	total: 297ms	remaining: 833ms
263:	learn: 0.1769843	total: 298ms	remaining: 832ms
264:	learn: 0.1769129	total: 300ms	remaining: 831ms
265:	learn: 0.1765375	total: 301ms	remaining: 830ms
266:	learn: 0.1762518	total: 302ms	remaining: 829ms
267:	learn: 0.1760594	total: 303ms	remaining: 828ms
268:	learn: 0.1750289	total: 304ms	remaining: 827ms
269:	learn: 0.1748556	total: 306ms	remaining: 828ms
270:	learn: 0.1737680	total: 307ms	remaining: 827ms
271:	learn: 0.1736919	total: 309ms	remaining: 826ms
272:	learn: 0.1721182	total: 310ms	remaining: 825ms
273:	learn: 0.1720067	total: 311ms	remaining: 824ms
274:	learn: 0.1711896	total: 312ms	remaining: 823ms
275:	learn: 0.1709906	total: 314ms	remaining: 824ms
276:	learn: 0.1705527	total: 315ms	remaining: 823ms
277:	learn: 0.1697031	total: 316ms	remaining: 821ms
278:	learn: 0.1690682	total: 317ms	remaining: 820ms
279:	learn: 0.1674925	total: 318ms	remaining: 818ms
280:	learn: 0.1667294	total: 320ms	remaining: 820ms
281:	learn: 0.1662508	total: 321ms	remaining: 818ms
282:	learn: 0.1660756	total: 322ms	remaining: 817ms
283:	learn: 0.1645579	total: 323ms	remaining: 815ms
284:	learn: 0.1637295	total: 324ms	remaining: 814ms
285:	learn: 0.1620974	total: 325ms	remaining: 812ms
286:	learn: 0.1610081	total: 326ms	remaining: 811ms
287:	learn: 0.1608628	total: 327ms	remaining: 809ms
288:	learn: 0.1603750	total: 328ms	remaining: 808ms
289:	learn: 0.1597605	total: 329ms	remaining: 806ms
290:	learn: 0.1590924	total: 330ms	remaining: 805ms
291:	learn: 0.1579200	total: 332ms	remaining: 804ms
292:	learn: 0.1572114	total: 333ms	remaining: 804ms
293:	learn: 0.1569211	total: 334ms	remaining: 803ms
294:	learn: 0.1558632	total: 335ms	remaining: 802ms
295:	learn: 0.1556604	total: 337ms	remaining: 801ms
296:	learn: 0.1553336	total: 338ms	remaining: 799ms
297:	learn: 0.1544955	total: 339ms	remaining: 798ms
298:	learn: 0.1538521	total: 340ms	remaining: 797ms
299:	learn: 0.1536280	total: 341ms	remaining: 795ms
300:	learn: 0.1528632	total: 342ms	remaining: 794ms
301:	learn: 0.1525567	total: 343ms	remaining: 792ms
302:	learn: 0.1511490	total: 344ms	remaining: 791ms
303:	learn: 0.1504539	total: 345ms	remaining: 789ms
304:	learn: 0.1499911	total: 346ms	remaining: 789ms
305:	learn: 0.1497741	total: 347ms	remaining: 788ms
306:	learn: 0.1490616	total: 348ms	remaining: 786ms
307:	learn: 0.1489450	total: 349ms	remaining: 785ms
308:	learn: 0.1478763	total: 350ms	remaining: 784ms
309:	learn: 0.1473255	total: 351ms	remaining: 782ms
310:	learn: 0.1466822	total: 352ms	remaining: 781ms
311:	learn: 0.1465769	total: 353ms	remaining: 779ms
312:	learn: 0.1453724	total: 354ms	remaining: 778ms
313:	learn: 0.1449594	total: 355ms	remaining: 777ms
314:	learn: 0.1444817	total: 356ms	remaining: 775ms
315:	learn: 0.1433726	total: 357ms	remaining: 774ms
316:	learn: 0.1430051	total: 359ms	remaining: 774ms
317:	learn: 0.1427009	total: 360ms	remaining: 772ms
318:	learn: 0.1425363	total: 361ms	remaining: 771ms
319:	learn: 0.1417668	total: 362ms	remaining: 770ms
320:	learn: 0.1415970	total: 363ms	remaining: 768ms
321:	learn: 0.1413499	total: 364ms	remaining: 767ms
322:	learn: 0.1404759	total: 365ms	remaining: 766ms
323:	learn: 0.1402889	total: 366ms	remaining: 765ms
324:	learn: 0.1396852	total: 368ms	remaining: 763ms
325:	learn: 0.1387968	total: 368ms	remaining: 762ms
326:	learn: 0.1379030	total: 369ms	remaining: 760ms
327:	learn: 0.1370255	total: 371ms	remaining: 759ms
328:	learn: 0.1368992	total: 372ms	remaining: 758ms
329:	learn: 0.1365261	total: 373ms	remaining: 758ms
330:	learn: 0.1358962	total: 374ms	remaining: 756ms
331:	learn: 0.1358096	total: 375ms	remaining: 755ms
332:	learn: 0.1357092	total: 376ms	remaining: 754ms
333:	learn: 0.1347773	total: 377ms	remaining: 753ms
334:	learn: 0.1344793	total: 378ms	remaining: 751ms
335:	learn: 0.1339474	total: 379ms	remaining: 749ms
336:	learn: 0.1335708	total: 380ms	remaining: 748ms
337:	learn: 0.1326406	total: 381ms	remaining: 747ms
338:	learn: 0.1318763	total: 382ms	remaining: 745ms
339:	learn: 0.1318237	total: 383ms	remaining: 744ms
340:	learn: 0.1316706	total: 384ms	remaining: 742ms
341:	learn: 0.1313565	total: 385ms	remaining: 741ms
342:	learn: 0.1306265	total: 387ms	remaining: 741ms
343:	learn: 0.1299795	total: 388ms	remaining: 739ms
344:	learn: 0.1294279	total: 389ms	remaining: 738ms
345:	learn: 0.1285888	total: 390ms	remaining: 736ms
346:	learn: 0.1278378	total: 391ms	remaining: 735ms
347:	learn: 0.1269481	total: 392ms	remaining: 734ms
348:	learn: 0.1262837	total: 393ms	remaining: 732ms
349:	learn: 0.1254357	total: 394ms	remaining: 731ms
350:	learn: 0.1244319	total: 394ms	remaining: 729ms
351:	learn: 0.1242114	total: 396ms	remaining: 728ms
352:	learn: 0.1230902	total: 396ms	remaining: 726ms
353:	learn: 0.1228129	total: 397ms	remaining: 725ms
354:	learn: 0.1227622	total: 398ms	remaining: 724ms
355:	learn: 0.1227159	total: 399ms	remaining: 723ms
356:	learn: 0.1226599	total: 401ms	remaining: 723ms
357:	learn: 0.1221225	total: 402ms	remaining: 722ms
358:	learn: 0.1215099	total: 404ms	remaining: 721ms
359:	learn: 0.1208237	total: 405ms	remaining: 719ms
360:	learn: 0.1203168	total: 406ms	remaining: 718ms
361:	learn: 0.1201826	total: 407ms	remaining: 717ms
362:	learn: 0.1199327	total: 408ms	remaining: 716ms
363:	learn: 0.1196774	total: 409ms	remaining: 715ms
364:	learn: 0.1189659	total: 411ms	remaining: 714ms
365:	learn: 0.1188737	total: 412ms	remaining: 713ms
366:	learn: 0.1188293	total: 413ms	remaining: 713ms
367:	learn: 0.1180409	total: 415ms	remaining: 712ms
368:	learn: 0.1173362	total: 416ms	remaining: 711ms
369:	learn: 0.1171007	total: 417ms	remaining: 709ms
370:	learn: 0.1168705	total: 418ms	remaining: 708ms
371:	learn: 0.1166070	total: 419ms	remaining: 707ms
372:	learn: 0.1165589	total: 420ms	remaining: 705ms
373:	learn: 0.1159750	total: 421ms	remaining: 704ms
374:	learn: 0.1151650	total: 422ms	remaining: 703ms
375:	learn: 0.1147933	total: 423ms	remaining: 703ms
376:	learn: 0.1145659	total: 425ms	remaining: 703ms
377:	learn: 0.1141336	total: 428ms	remaining: 704ms
378:	learn: 0.1137193	total: 429ms	remaining: 703ms
379:	learn: 0.1130985	total: 430ms	remaining: 702ms
380:	learn: 0.1126652	total: 431ms	remaining: 701ms
381:	learn: 0.1123117	total: 433ms	remaining: 700ms
382:	learn: 0.1117936	total: 434ms	remaining: 699ms
383:	learn: 0.1116760	total: 435ms	remaining: 698ms
384:	learn: 0.1111292	total: 436ms	remaining: 697ms
385:	learn: 0.1109037	total: 437ms	remaining: 696ms
386:	learn: 0.1103171	total: 439ms	remaining: 695ms
387:	learn: 0.1097298	total: 441ms	remaining: 695ms
388:	learn: 0.1090283	total: 442ms	remaining: 694ms
389:	learn: 0.1089557	total: 443ms	remaining: 693ms
390:	learn: 0.1084524	total: 444ms	remaining: 692ms
391:	learn: 0.1079271	total: 446ms	remaining: 691ms
392:	learn: 0.1073997	total: 447ms	remaining: 690ms
393:	learn: 0.1068222	total: 448ms	remaining: 689ms
394:	learn: 0.1067796	total: 449ms	remaining: 688ms
395:	learn: 0.1065078	total: 450ms	remaining: 687ms
396:	learn: 0.1061854	total: 451ms	remaining: 686ms
397:	learn: 0.1057115	total: 452ms	remaining: 684ms
398:	learn: 0.1050290	total: 454ms	remaining: 684ms
399:	learn: 0.1049357	total: 456ms	remaining: 683ms
400:	learn: 0.1042600	total: 457ms	remaining: 683ms
401:	learn: 0.1040848	total: 458ms	remaining: 682ms
402:	learn: 0.1038653	total: 459ms	remaining: 681ms
403:	learn: 0.1036937	total: 461ms	remaining: 680ms
404:	learn: 0.1036610	total: 462ms	remaining: 679ms
405:	learn: 0.1034755	total: 464ms	remaining: 679ms
406:	learn: 0.1029100	total: 466ms	remaining: 678ms
407:	learn: 0.1023703	total: 468ms	remaining: 679ms
408:	learn: 0.1018730	total: 469ms	remaining: 678ms
409:	learn: 0.1017554	total: 470ms	remaining: 676ms
410:	learn: 0.1017164	total: 471ms	remaining: 675ms
411:	learn: 0.1016768	total: 472ms	remaining: 674ms
412:	learn: 0.1012479	total: 473ms	remaining: 672ms
413:	learn: 0.1010822	total: 474ms	remaining: 671ms
414:	learn: 0.1004513	total: 475ms	remaining: 669ms
415:	learn: 0.0999933	total: 476ms	remaining: 668ms
416:	learn: 0.0999456	total: 477ms	remaining: 667ms
417:	learn: 0.0994075	total: 478ms	remaining: 666ms
418:	learn: 0.0990083	total: 479ms	remaining: 664ms
419:	learn: 0.0988879	total: 481ms	remaining: 664ms
420:	learn: 0.0984121	total: 482ms	remaining: 662ms
421:	learn: 0.0980244	total: 482ms	remaining: 661ms
422:	learn: 0.0974266	total: 483ms	remaining: 659ms
423:	learn: 0.0973213	total: 484ms	remaining: 658ms
424:	learn: 0.0969027	total: 485ms	remaining: 657ms
425:	learn: 0.0963592	total: 486ms	remaining: 655ms
426:	learn: 0.0955557	total: 487ms	remaining: 654ms
427:	learn: 0.0947246	total: 488ms	remaining: 653ms
428:	learn: 0.0946874	total: 489ms	remaining: 651ms
429:	learn: 0.0946119	total: 490ms	remaining: 650ms
430:	learn: 0.0943241	total: 492ms	remaining: 649ms
431:	learn: 0.0942924	total: 493ms	remaining: 648ms
432:	learn: 0.0942089	total: 494ms	remaining: 647ms
433:	learn: 0.0941735	total: 495ms	remaining: 646ms
434:	learn: 0.0940243	total: 496ms	remaining: 645ms
435:	learn: 0.0937812	total: 498ms	remaining: 644ms
436:	learn: 0.0929844	total: 499ms	remaining: 642ms
437:	learn: 0.0928875	total: 500ms	remaining: 641ms
438:	learn: 0.0925741	total: 501ms	remaining: 640ms
439:	learn: 0.0922387	total: 502ms	remaining: 639ms
440:	learn: 0.0917657	total: 503ms	remaining: 638ms
441:	learn: 0.0911152	total: 504ms	remaining: 636ms
442:	learn: 0.0905348	total: 505ms	remaining: 635ms
443:	learn: 0.0904584	total: 506ms	remaining: 633ms
444:	learn: 0.0903976	total: 507ms	remaining: 633ms
445:	learn: 0.0899957	total: 508ms	remaining: 631ms
446:	learn: 0.0895565	total: 509ms	remaining: 630ms
447:	learn: 0.0891664	total: 510ms	remaining: 629ms
448:	learn: 0.0887544	total: 511ms	remaining: 627ms
449:	learn: 0.0887071	total: 512ms	remaining: 626ms
450:	learn: 0.0884173	total: 513ms	remaining: 625ms
451:	learn: 0.0882686	total: 514ms	remaining: 623ms
452:	learn: 0.0879929	total: 515ms	remaining: 622ms
453:	learn: 0.0878662	total: 516ms	remaining: 620ms
454:	learn: 0.0878389	total: 517ms	remaining: 619ms
455:	learn: 0.0872611	total: 518ms	remaining: 618ms
456:	learn: 0.0871290	total: 519ms	remaining: 617ms
457:	learn: 0.0871024	total: 520ms	remaining: 615ms
458:	learn: 0.0870326	total: 522ms	remaining: 615ms
459:	learn: 0.0869491	total: 523ms	remaining: 614ms
460:	learn: 0.0864059	total: 524ms	remaining: 612ms
461:	learn: 0.0862488	total: 525ms	remaining: 611ms
462:	learn: 0.0860714	total: 526ms	remaining: 610ms
463:	learn: 0.0855299	total: 527ms	remaining: 608ms
464:	learn: 0.0848537	total: 528ms	remaining: 607ms
465:	learn: 0.0844976	total: 529ms	remaining: 606ms
466:	learn: 0.0844027	total: 530ms	remaining: 605ms
467:	learn: 0.0842021	total: 531ms	remaining: 603ms
468:	learn: 0.0837872	total: 532ms	remaining: 602ms
469:	learn: 0.0834111	total: 533ms	remaining: 601ms
470:	learn: 0.0827825	total: 534ms	remaining: 600ms
471:	learn: 0.0827332	total: 535ms	remaining: 599ms
472:	learn: 0.0822635	total: 536ms	remaining: 597ms
473:	learn: 0.0816063	total: 537ms	remaining: 596ms
474:	learn: 0.0812170	total: 538ms	remaining: 595ms
475:	learn: 0.0808748	total: 539ms	remaining: 594ms
476:	learn: 0.0804415	total: 540ms	remaining: 592ms
477:	learn: 0.0803446	total: 541ms	remaining: 591ms
478:	learn: 0.0799368	total: 542ms	remaining: 590ms
479:	learn: 0.0792459	total: 543ms	remaining: 589ms
480:	learn: 0.0787084	total: 544ms	remaining: 587ms
481:	learn: 0.0786445	total: 545ms	remaining: 586ms
482:	learn: 0.0784977	total: 546ms	remaining: 585ms
483:	learn: 0.0783582	total: 548ms	remaining: 584ms
484:	learn: 0.0783322	total: 549ms	remaining: 583ms
485:	learn: 0.0781377	total: 550ms	remaining: 582ms
486:	learn: 0.0779930	total: 551ms	remaining: 581ms
487:	learn: 0.0777925	total: 552ms	remaining: 579ms
488:	learn: 0.0774489	total: 553ms	remaining: 578ms
489:	learn: 0.0773289	total: 554ms	remaining: 577ms
490:	learn: 0.0767171	total: 555ms	remaining: 576ms
491:	learn: 0.0766377	total: 556ms	remaining: 574ms
492:	learn: 0.0764042	total: 557ms	remaining: 573ms
493:	learn: 0.0759755	total: 558ms	remaining: 572ms
494:	learn: 0.0758304	total: 559ms	remaining: 571ms
495:	learn: 0.0757987	total: 561ms	remaining: 571ms
496:	learn: 0.0752760	total: 563ms	remaining: 570ms
497:	learn: 0.0749018	total: 564ms	remaining: 569ms
498:	learn: 0.0748710	total: 565ms	remaining: 568ms
499:	learn: 0.0747159	total: 567ms	remaining: 567ms
500:	learn: 0.0743178	total: 568ms	remaining: 565ms
501:	learn: 0.0739580	total: 569ms	remaining: 564ms
502:	learn: 0.0739059	total: 570ms	remaining: 563ms
503:	learn: 0.0736259	total: 571ms	remaining: 562ms
504:	learn: 0.0732136	total: 572ms	remaining: 561ms
505:	learn: 0.0728699	total: 574ms	remaining: 560ms
506:	learn: 0.0726133	total: 575ms	remaining: 560ms
507:	learn: 0.0725813	total: 577ms	remaining: 559ms
508:	learn: 0.0724305	total: 578ms	remaining: 557ms
509:	learn: 0.0721629	total: 579ms	remaining: 556ms
510:	learn: 0.0719719	total: 580ms	remaining: 555ms
511:	learn: 0.0715101	total: 581ms	remaining: 554ms
512:	learn: 0.0712491	total: 583ms	remaining: 553ms
513:	learn: 0.0712004	total: 584ms	remaining: 552ms
514:	learn: 0.0710214	total: 585ms	remaining: 551ms
515:	learn: 0.0708299	total: 586ms	remaining: 550ms
516:	learn: 0.0705310	total: 588ms	remaining: 549ms
517:	learn: 0.0704468	total: 589ms	remaining: 548ms
518:	learn: 0.0702311	total: 590ms	remaining: 547ms
519:	learn: 0.0702093	total: 591ms	remaining: 546ms
520:	learn: 0.0700387	total: 592ms	remaining: 545ms
521:	learn: 0.0696640	total: 594ms	remaining: 544ms
522:	learn: 0.0694521	total: 595ms	remaining: 542ms
523:	learn: 0.0691862	total: 596ms	remaining: 541ms
524:	learn: 0.0691518	total: 597ms	remaining: 540ms
525:	learn: 0.0688119	total: 599ms	remaining: 540ms
526:	learn: 0.0687713	total: 602ms	remaining: 540ms
527:	learn: 0.0684006	total: 604ms	remaining: 540ms
528:	learn: 0.0680628	total: 606ms	remaining: 540ms
529:	learn: 0.0680390	total: 607ms	remaining: 539ms
530:	learn: 0.0679336	total: 608ms	remaining: 537ms
531:	learn: 0.0675780	total: 609ms	remaining: 536ms
532:	learn: 0.0674990	total: 611ms	remaining: 535ms
533:	learn: 0.0670985	total: 612ms	remaining: 534ms
534:	learn: 0.0669880	total: 613ms	remaining: 532ms
535:	learn: 0.0668800	total: 614ms	remaining: 531ms
536:	learn: 0.0666048	total: 615ms	remaining: 530ms
537:	learn: 0.0662369	total: 616ms	remaining: 529ms
538:	learn: 0.0662089	total: 617ms	remaining: 528ms
539:	learn: 0.0660077	total: 618ms	remaining: 527ms
540:	learn: 0.0655799	total: 619ms	remaining: 525ms
541:	learn: 0.0652767	total: 620ms	remaining: 524ms
542:	learn: 0.0649347	total: 621ms	remaining: 523ms
543:	learn: 0.0648720	total: 622ms	remaining: 522ms
544:	learn: 0.0646703	total: 623ms	remaining: 520ms
545:	learn: 0.0646346	total: 624ms	remaining: 519ms
546:	learn: 0.0643967	total: 625ms	remaining: 518ms
547:	learn: 0.0639222	total: 627ms	remaining: 517ms
548:	learn: 0.0635949	total: 628ms	remaining: 516ms
549:	learn: 0.0633212	total: 630ms	remaining: 515ms
550:	learn: 0.0630273	total: 631ms	remaining: 514ms
551:	learn: 0.0628213	total: 632ms	remaining: 513ms
552:	learn: 0.0627871	total: 633ms	remaining: 512ms
553:	learn: 0.0621495	total: 634ms	remaining: 511ms
554:	learn: 0.0618759	total: 635ms	remaining: 509ms
555:	learn: 0.0616719	total: 636ms	remaining: 508ms
556:	learn: 0.0615743	total: 637ms	remaining: 507ms
557:	learn: 0.0613440	total: 638ms	remaining: 505ms
558:	learn: 0.0612140	total: 639ms	remaining: 504ms
559:	learn: 0.0609287	total: 640ms	remaining: 503ms
560:	learn: 0.0606376	total: 641ms	remaining: 502ms
561:	learn: 0.0603603	total: 642ms	remaining: 500ms
562:	learn: 0.0600880	total: 644ms	remaining: 500ms
563:	learn: 0.0599320	total: 645ms	remaining: 498ms
564:	learn: 0.0597436	total: 646ms	remaining: 497ms
565:	learn: 0.0596488	total: 647ms	remaining: 496ms
566:	learn: 0.0592297	total: 648ms	remaining: 495ms
567:	learn: 0.0590029	total: 649ms	remaining: 494ms
568:	learn: 0.0587497	total: 650ms	remaining: 492ms
569:	learn: 0.0583980	total: 651ms	remaining: 491ms
570:	learn: 0.0582707	total: 652ms	remaining: 490ms
571:	learn: 0.0581873	total: 653ms	remaining: 489ms
572:	learn: 0.0579780	total: 654ms	remaining: 488ms
573:	learn: 0.0579276	total: 656ms	remaining: 487ms
574:	learn: 0.0578260	total: 657ms	remaining: 486ms
575:	learn: 0.0577610	total: 658ms	remaining: 485ms
576:	learn: 0.0572492	total: 660ms	remaining: 484ms
577:	learn: 0.0569414	total: 661ms	remaining: 482ms
578:	learn: 0.0567124	total: 662ms	remaining: 481ms
579:	learn: 0.0564816	total: 663ms	remaining: 480ms
580:	learn: 0.0561923	total: 664ms	remaining: 479ms
581:	learn: 0.0559007	total: 665ms	remaining: 478ms
582:	learn: 0.0556138	total: 666ms	remaining: 476ms
583:	learn: 0.0553126	total: 667ms	remaining: 475ms
584:	learn: 0.0548505	total: 668ms	remaining: 474ms
585:	learn: 0.0547466	total: 669ms	remaining: 472ms
586:	learn: 0.0546555	total: 670ms	remaining: 471ms
587:	learn: 0.0544241	total: 671ms	remaining: 470ms
588:	learn: 0.0542403	total: 672ms	remaining: 469ms
589:	learn: 0.0542062	total: 673ms	remaining: 468ms
590:	learn: 0.0541898	total: 674ms	remaining: 466ms
591:	learn: 0.0539398	total: 675ms	remaining: 465ms
592:	learn: 0.0538326	total: 676ms	remaining: 464ms
593:	learn: 0.0537274	total: 677ms	remaining: 463ms
594:	learn: 0.0536432	total: 678ms	remaining: 461ms
595:	learn: 0.0534370	total: 679ms	remaining: 460ms
596:	learn: 0.0532884	total: 680ms	remaining: 459ms
597:	learn: 0.0529631	total: 681ms	remaining: 458ms
598:	learn: 0.0529357	total: 682ms	remaining: 456ms
599:	learn: 0.0525892	total: 683ms	remaining: 455ms
600:	learn: 0.0525063	total: 684ms	remaining: 454ms
601:	learn: 0.0520161	total: 685ms	remaining: 453ms
602:	learn: 0.0515620	total: 686ms	remaining: 452ms
603:	learn: 0.0511703	total: 687ms	remaining: 450ms
604:	learn: 0.0510959	total: 688ms	remaining: 449ms
605:	learn: 0.0508592	total: 689ms	remaining: 448ms
606:	learn: 0.0507571	total: 690ms	remaining: 447ms
607:	learn: 0.0506522	total: 691ms	remaining: 445ms
608:	learn: 0.0504109	total: 692ms	remaining: 444ms
609:	learn: 0.0503170	total: 693ms	remaining: 443ms
610:	learn: 0.0502389	total: 694ms	remaining: 442ms
611:	learn: 0.0501601	total: 695ms	remaining: 441ms
612:	learn: 0.0501343	total: 696ms	remaining: 440ms
613:	learn: 0.0498064	total: 699ms	remaining: 439ms
614:	learn: 0.0495273	total: 700ms	remaining: 438ms
615:	learn: 0.0494514	total: 701ms	remaining: 437ms
616:	learn: 0.0492029	total: 702ms	remaining: 436ms
617:	learn: 0.0490218	total: 703ms	remaining: 435ms
618:	learn: 0.0489948	total: 704ms	remaining: 434ms
619:	learn: 0.0486466	total: 705ms	remaining: 432ms
620:	learn: 0.0485220	total: 706ms	remaining: 431ms
621:	learn: 0.0483101	total: 707ms	remaining: 430ms
622:	learn: 0.0482489	total: 708ms	remaining: 429ms
623:	learn: 0.0481713	total: 710ms	remaining: 428ms
624:	learn: 0.0481558	total: 711ms	remaining: 426ms
625:	learn: 0.0478396	total: 712ms	remaining: 425ms
626:	learn: 0.0477513	total: 713ms	remaining: 424ms
627:	learn: 0.0475436	total: 714ms	remaining: 423ms
628:	learn: 0.0473620	total: 716ms	remaining: 422ms
629:	learn: 0.0471366	total: 717ms	remaining: 421ms
630:	learn: 0.0469708	total: 718ms	remaining: 420ms
631:	learn: 0.0469545	total: 719ms	remaining: 419ms
632:	learn: 0.0465708	total: 720ms	remaining: 418ms
633:	learn: 0.0464483	total: 721ms	remaining: 416ms
634:	learn: 0.0462106	total: 722ms	remaining: 415ms
635:	learn: 0.0460573	total: 724ms	remaining: 415ms
636:	learn: 0.0458852	total: 726ms	remaining: 414ms
637:	learn: 0.0458678	total: 727ms	remaining: 412ms
638:	learn: 0.0458229	total: 728ms	remaining: 411ms
639:	learn: 0.0455245	total: 729ms	remaining: 410ms
640:	learn: 0.0455043	total: 731ms	remaining: 409ms
641:	learn: 0.0452847	total: 732ms	remaining: 408ms
642:	learn: 0.0449400	total: 733ms	remaining: 407ms
643:	learn: 0.0446942	total: 734ms	remaining: 406ms
644:	learn: 0.0442845	total: 735ms	remaining: 405ms
645:	learn: 0.0441802	total: 737ms	remaining: 404ms
646:	learn: 0.0439991	total: 738ms	remaining: 403ms
647:	learn: 0.0438497	total: 739ms	remaining: 402ms
648:	learn: 0.0438376	total: 741ms	remaining: 400ms
649:	learn: 0.0435700	total: 742ms	remaining: 399ms
650:	learn: 0.0432388	total: 743ms	remaining: 398ms
651:	learn: 0.0430755	total: 744ms	remaining: 397ms
652:	learn: 0.0430218	total: 745ms	remaining: 396ms
653:	learn: 0.0429211	total: 747ms	remaining: 395ms
654:	learn: 0.0427453	total: 748ms	remaining: 394ms
655:	learn: 0.0425642	total: 749ms	remaining: 393ms
656:	learn: 0.0424739	total: 751ms	remaining: 392ms
657:	learn: 0.0421780	total: 752ms	remaining: 391ms
658:	learn: 0.0420950	total: 753ms	remaining: 390ms
659:	learn: 0.0420330	total: 755ms	remaining: 389ms
660:	learn: 0.0419456	total: 756ms	remaining: 388ms
661:	learn: 0.0416629	total: 757ms	remaining: 387ms
662:	learn: 0.0415104	total: 758ms	remaining: 386ms
663:	learn: 0.0413925	total: 760ms	remaining: 384ms
664:	learn: 0.0412511	total: 761ms	remaining: 383ms
665:	learn: 0.0408935	total: 762ms	remaining: 382ms
666:	learn: 0.0406895	total: 764ms	remaining: 381ms
667:	learn: 0.0405582	total: 765ms	remaining: 380ms
668:	learn: 0.0405075	total: 767ms	remaining: 379ms
669:	learn: 0.0403057	total: 768ms	remaining: 378ms
670:	learn: 0.0402141	total: 769ms	remaining: 377ms
671:	learn: 0.0399304	total: 771ms	remaining: 376ms
672:	learn: 0.0396096	total: 772ms	remaining: 375ms
673:	learn: 0.0395994	total: 773ms	remaining: 374ms
674:	learn: 0.0395033	total: 774ms	remaining: 373ms
675:	learn: 0.0394263	total: 776ms	remaining: 372ms
676:	learn: 0.0391663	total: 777ms	remaining: 371ms
677:	learn: 0.0389270	total: 778ms	remaining: 370ms
678:	learn: 0.0387940	total: 779ms	remaining: 368ms
679:	learn: 0.0387824	total: 781ms	remaining: 367ms
680:	learn: 0.0387009	total: 782ms	remaining: 366ms
681:	learn: 0.0386876	total: 783ms	remaining: 365ms
682:	learn: 0.0386144	total: 784ms	remaining: 364ms
683:	learn: 0.0385822	total: 785ms	remaining: 363ms
684:	learn: 0.0384433	total: 786ms	remaining: 361ms
685:	learn: 0.0383143	total: 787ms	remaining: 360ms
686:	learn: 0.0381147	total: 788ms	remaining: 359ms
687:	learn: 0.0379632	total: 790ms	remaining: 358ms
688:	learn: 0.0378321	total: 791ms	remaining: 357ms
689:	learn: 0.0377583	total: 792ms	remaining: 356ms
690:	learn: 0.0377458	total: 793ms	remaining: 354ms
691:	learn: 0.0376794	total: 794ms	remaining: 353ms
692:	learn: 0.0376459	total: 795ms	remaining: 352ms
693:	learn: 0.0376185	total: 796ms	remaining: 351ms
694:	learn: 0.0375961	total: 797ms	remaining: 350ms
695:	learn: 0.0374103	total: 798ms	remaining: 348ms
696:	learn: 0.0373826	total: 799ms	remaining: 347ms
697:	learn: 0.0373042	total: 800ms	remaining: 346ms
698:	learn: 0.0371007	total: 801ms	remaining: 345ms
699:	learn: 0.0370720	total: 802ms	remaining: 344ms
700:	learn: 0.0370511	total: 803ms	remaining: 343ms
701:	learn: 0.0367984	total: 804ms	remaining: 341ms
702:	learn: 0.0365846	total: 805ms	remaining: 340ms
703:	learn: 0.0363566	total: 806ms	remaining: 339ms
704:	learn: 0.0363389	total: 807ms	remaining: 338ms
705:	learn: 0.0363066	total: 808ms	remaining: 337ms
706:	learn: 0.0360138	total: 810ms	remaining: 336ms
707:	learn: 0.0358877	total: 811ms	remaining: 334ms
708:	learn: 0.0357693	total: 812ms	remaining: 333ms
709:	learn: 0.0356565	total: 813ms	remaining: 332ms
710:	learn: 0.0356267	total: 814ms	remaining: 331ms
711:	learn: 0.0353152	total: 815ms	remaining: 330ms
712:	learn: 0.0351666	total: 816ms	remaining: 329ms
713:	learn: 0.0351513	total: 817ms	remaining: 327ms
714:	learn: 0.0349890	total: 818ms	remaining: 326ms
715:	learn: 0.0348748	total: 820ms	remaining: 325ms
716:	learn: 0.0347254	total: 821ms	remaining: 324ms
717:	learn: 0.0347024	total: 822ms	remaining: 323ms
718:	learn: 0.0346506	total: 823ms	remaining: 322ms
719:	learn: 0.0342926	total: 824ms	remaining: 320ms
720:	learn: 0.0341785	total: 825ms	remaining: 319ms
721:	learn: 0.0340691	total: 826ms	remaining: 318ms
722:	learn: 0.0339346	total: 827ms	remaining: 317ms
723:	learn: 0.0337083	total: 829ms	remaining: 316ms
724:	learn: 0.0336653	total: 830ms	remaining: 315ms
725:	learn: 0.0335332	total: 831ms	remaining: 314ms
726:	learn: 0.0333135	total: 832ms	remaining: 312ms
727:	learn: 0.0332505	total: 833ms	remaining: 311ms
728:	learn: 0.0332065	total: 834ms	remaining: 310ms
729:	learn: 0.0328957	total: 835ms	remaining: 309ms
730:	learn: 0.0327117	total: 836ms	remaining: 308ms
731:	learn: 0.0326326	total: 837ms	remaining: 306ms
732:	learn: 0.0325130	total: 838ms	remaining: 305ms
733:	learn: 0.0323853	total: 839ms	remaining: 304ms
734:	learn: 0.0323766	total: 840ms	remaining: 303ms
735:	learn: 0.0320873	total: 842ms	remaining: 302ms
736:	learn: 0.0319837	total: 843ms	remaining: 301ms
737:	learn: 0.0318847	total: 844ms	remaining: 300ms
738:	learn: 0.0318234	total: 845ms	remaining: 299ms
739:	learn: 0.0316776	total: 846ms	remaining: 297ms
740:	learn: 0.0316325	total: 847ms	remaining: 296ms
741:	learn: 0.0314814	total: 848ms	remaining: 295ms
742:	learn: 0.0314724	total: 849ms	remaining: 294ms
743:	learn: 0.0314135	total: 850ms	remaining: 293ms
744:	learn: 0.0313705	total: 851ms	remaining: 291ms
745:	learn: 0.0312838	total: 852ms	remaining: 290ms
746:	learn: 0.0310557	total: 853ms	remaining: 289ms
747:	learn: 0.0308278	total: 854ms	remaining: 288ms
748:	learn: 0.0308173	total: 856ms	remaining: 287ms
749:	learn: 0.0308065	total: 857ms	remaining: 286ms
750:	learn: 0.0305192	total: 858ms	remaining: 284ms
751:	learn: 0.0304720	total: 859ms	remaining: 283ms
752:	learn: 0.0304152	total: 860ms	remaining: 282ms
753:	learn: 0.0302167	total: 861ms	remaining: 281ms
754:	learn: 0.0300854	total: 863ms	remaining: 280ms
755:	learn: 0.0299318	total: 864ms	remaining: 279ms
756:	learn: 0.0298755	total: 865ms	remaining: 278ms
757:	learn: 0.0298700	total: 867ms	remaining: 277ms
758:	learn: 0.0297801	total: 869ms	remaining: 276ms
759:	learn: 0.0297585	total: 870ms	remaining: 275ms
760:	learn: 0.0297432	total: 871ms	remaining: 274ms
761:	learn: 0.0296802	total: 872ms	remaining: 272ms
762:	learn: 0.0296335	total: 874ms	remaining: 271ms
763:	learn: 0.0295552	total: 875ms	remaining: 270ms
764:	learn: 0.0294579	total: 876ms	remaining: 269ms
765:	learn: 0.0292908	total: 877ms	remaining: 268ms
766:	learn: 0.0292849	total: 879ms	remaining: 267ms
767:	learn: 0.0291246	total: 880ms	remaining: 266ms
768:	learn: 0.0290852	total: 881ms	remaining: 265ms
769:	learn: 0.0289616	total: 882ms	remaining: 264ms
770:	learn: 0.0288241	total: 884ms	remaining: 262ms
771:	learn: 0.0286617	total: 885ms	remaining: 261ms
772:	learn: 0.0286280	total: 886ms	remaining: 260ms
773:	learn: 0.0285237	total: 887ms	remaining: 259ms
774:	learn: 0.0283698	total: 888ms	remaining: 258ms
775:	learn: 0.0282104	total: 890ms	remaining: 257ms
776:	learn: 0.0280526	total: 891ms	remaining: 256ms
777:	learn: 0.0278381	total: 892ms	remaining: 255ms
778:	learn: 0.0277831	total: 893ms	remaining: 253ms
779:	learn: 0.0277406	total: 895ms	remaining: 252ms
780:	learn: 0.0277092	total: 896ms	remaining: 251ms
781:	learn: 0.0276266	total: 898ms	remaining: 250ms
782:	learn: 0.0274606	total: 899ms	remaining: 249ms
783:	learn: 0.0273491	total: 900ms	remaining: 248ms
784:	learn: 0.0272176	total: 901ms	remaining: 247ms
785:	learn: 0.0270912	total: 902ms	remaining: 246ms
786:	learn: 0.0270650	total: 904ms	remaining: 245ms
787:	learn: 0.0268967	total: 906ms	remaining: 244ms
788:	learn: 0.0267094	total: 907ms	remaining: 243ms
789:	learn: 0.0265341	total: 909ms	remaining: 242ms
790:	learn: 0.0264282	total: 910ms	remaining: 240ms
791:	learn: 0.0264091	total: 911ms	remaining: 239ms
792:	learn: 0.0263988	total: 913ms	remaining: 238ms
793:	learn: 0.0263818	total: 914ms	remaining: 237ms
794:	learn: 0.0262123	total: 916ms	remaining: 236ms
795:	learn: 0.0261090	total: 917ms	remaining: 235ms
796:	learn: 0.0259592	total: 918ms	remaining: 234ms
797:	learn: 0.0258803	total: 919ms	remaining: 233ms
798:	learn: 0.0256512	total: 920ms	remaining: 231ms
799:	learn: 0.0254818	total: 922ms	remaining: 231ms
800:	learn: 0.0253327	total: 923ms	remaining: 229ms
801:	learn: 0.0252138	total: 924ms	remaining: 228ms
802:	learn: 0.0251458	total: 925ms	remaining: 227ms
803:	learn: 0.0250643	total: 926ms	remaining: 226ms
804:	learn: 0.0249754	total: 927ms	remaining: 225ms
805:	learn: 0.0249233	total: 928ms	remaining: 223ms
806:	learn: 0.0248875	total: 929ms	remaining: 222ms
807:	learn: 0.0248194	total: 930ms	remaining: 221ms
808:	learn: 0.0247745	total: 931ms	remaining: 220ms
809:	learn: 0.0246723	total: 932ms	remaining: 219ms
810:	learn: 0.0245916	total: 933ms	remaining: 218ms
811:	learn: 0.0245843	total: 935ms	remaining: 217ms
812:	learn: 0.0244497	total: 937ms	remaining: 215ms
813:	learn: 0.0242816	total: 938ms	remaining: 214ms
814:	learn: 0.0242326	total: 939ms	remaining: 213ms
815:	learn: 0.0241555	total: 940ms	remaining: 212ms
816:	learn: 0.0241158	total: 941ms	remaining: 211ms
817:	learn: 0.0240704	total: 942ms	remaining: 210ms
818:	learn: 0.0240145	total: 943ms	remaining: 208ms
819:	learn: 0.0239964	total: 944ms	remaining: 207ms
820:	learn: 0.0238540	total: 945ms	remaining: 206ms
821:	learn: 0.0238212	total: 946ms	remaining: 205ms
822:	learn: 0.0238055	total: 947ms	remaining: 204ms
823:	learn: 0.0236783	total: 949ms	remaining: 203ms
824:	learn: 0.0236695	total: 950ms	remaining: 201ms
825:	learn: 0.0234911	total: 951ms	remaining: 200ms
826:	learn: 0.0234431	total: 952ms	remaining: 199ms
827:	learn: 0.0233356	total: 953ms	remaining: 198ms
828:	learn: 0.0232262	total: 954ms	remaining: 197ms
829:	learn: 0.0232157	total: 955ms	remaining: 196ms
830:	learn: 0.0230844	total: 956ms	remaining: 194ms
831:	learn: 0.0230787	total: 957ms	remaining: 193ms
832:	learn: 0.0229287	total: 958ms	remaining: 192ms
833:	learn: 0.0228220	total: 959ms	remaining: 191ms
834:	learn: 0.0227101	total: 960ms	remaining: 190ms
835:	learn: 0.0226050	total: 961ms	remaining: 188ms
836:	learn: 0.0225026	total: 962ms	remaining: 187ms
837:	learn: 0.0224222	total: 963ms	remaining: 186ms
838:	learn: 0.0223425	total: 965ms	remaining: 185ms
839:	learn: 0.0222410	total: 966ms	remaining: 184ms
840:	learn: 0.0221937	total: 967ms	remaining: 183ms
841:	learn: 0.0221563	total: 968ms	remaining: 182ms
842:	learn: 0.0221412	total: 969ms	remaining: 180ms
843:	learn: 0.0220985	total: 970ms	remaining: 179ms
844:	learn: 0.0219760	total: 971ms	remaining: 178ms
845:	learn: 0.0219403	total: 972ms	remaining: 177ms
846:	learn: 0.0219339	total: 973ms	remaining: 176ms
847:	learn: 0.0218994	total: 974ms	remaining: 175ms
848:	learn: 0.0217729	total: 975ms	remaining: 173ms
849:	learn: 0.0217341	total: 977ms	remaining: 172ms
850:	learn: 0.0216582	total: 978ms	remaining: 171ms
851:	learn: 0.0216097	total: 979ms	remaining: 170ms
852:	learn: 0.0215338	total: 980ms	remaining: 169ms
853:	learn: 0.0214150	total: 983ms	remaining: 168ms
854:	learn: 0.0213000	total: 984ms	remaining: 167ms
855:	learn: 0.0212903	total: 985ms	remaining: 166ms
856:	learn: 0.0212600	total: 986ms	remaining: 164ms
857:	learn: 0.0212536	total: 987ms	remaining: 163ms
858:	learn: 0.0212297	total: 988ms	remaining: 162ms
859:	learn: 0.0211285	total: 989ms	remaining: 161ms
860:	learn: 0.0210986	total: 990ms	remaining: 160ms
861:	learn: 0.0210094	total: 991ms	remaining: 159ms
862:	learn: 0.0208737	total: 993ms	remaining: 158ms
863:	learn: 0.0208319	total: 994ms	remaining: 156ms
864:	learn: 0.0206583	total: 995ms	remaining: 155ms
865:	learn: 0.0205306	total: 996ms	remaining: 154ms
866:	learn: 0.0204870	total: 997ms	remaining: 153ms
867:	learn: 0.0204232	total: 998ms	remaining: 152ms
868:	learn: 0.0204037	total: 999ms	remaining: 151ms
869:	learn: 0.0203460	total: 1000ms	remaining: 149ms
870:	learn: 0.0202655	total: 1s	remaining: 148ms
871:	learn: 0.0202364	total: 1s	remaining: 147ms
872:	learn: 0.0201469	total: 1s	remaining: 146ms
873:	learn: 0.0200721	total: 1s	remaining: 145ms
874:	learn: 0.0199057	total: 1s	remaining: 144ms
875:	learn: 0.0199004	total: 1s	remaining: 142ms
876:	learn: 0.0197915	total: 1.01s	remaining: 141ms
877:	learn: 0.0196663	total: 1.01s	remaining: 140ms
878:	learn: 0.0195984	total: 1.01s	remaining: 139ms
879:	learn: 0.0195440	total: 1.01s	remaining: 138ms
880:	learn: 0.0194235	total: 1.01s	remaining: 137ms
881:	learn: 0.0193603	total: 1.01s	remaining: 135ms
882:	learn: 0.0192936	total: 1.01s	remaining: 134ms
883:	learn: 0.0192343	total: 1.01s	remaining: 133ms
884:	learn: 0.0191864	total: 1.02s	remaining: 132ms
885:	learn: 0.0191090	total: 1.02s	remaining: 131ms
886:	learn: 0.0190517	total: 1.02s	remaining: 130ms
887:	learn: 0.0189685	total: 1.02s	remaining: 129ms
888:	learn: 0.0188537	total: 1.02s	remaining: 128ms
889:	learn: 0.0188322	total: 1.02s	remaining: 126ms
890:	learn: 0.0187559	total: 1.02s	remaining: 125ms
891:	learn: 0.0186092	total: 1.02s	remaining: 124ms
892:	learn: 0.0185471	total: 1.03s	remaining: 123ms
893:	learn: 0.0185244	total: 1.03s	remaining: 122ms
894:	learn: 0.0184185	total: 1.03s	remaining: 121ms
895:	learn: 0.0183543	total: 1.03s	remaining: 120ms
896:	learn: 0.0183025	total: 1.03s	remaining: 119ms
897:	learn: 0.0182076	total: 1.03s	remaining: 117ms
898:	learn: 0.0181533	total: 1.03s	remaining: 116ms
899:	learn: 0.0180439	total: 1.03s	remaining: 115ms
900:	learn: 0.0180321	total: 1.04s	remaining: 114ms
901:	learn: 0.0179880	total: 1.04s	remaining: 113ms
902:	learn: 0.0179671	total: 1.04s	remaining: 112ms
903:	learn: 0.0179391	total: 1.04s	remaining: 111ms
904:	learn: 0.0179305	total: 1.04s	remaining: 109ms
905:	learn: 0.0178670	total: 1.04s	remaining: 108ms
906:	learn: 0.0178445	total: 1.04s	remaining: 107ms
907:	learn: 0.0177243	total: 1.05s	remaining: 106ms
908:	learn: 0.0176501	total: 1.05s	remaining: 105ms
909:	learn: 0.0175564	total: 1.05s	remaining: 104ms
910:	learn: 0.0174591	total: 1.05s	remaining: 103ms
911:	learn: 0.0173649	total: 1.05s	remaining: 101ms
912:	learn: 0.0173449	total: 1.05s	remaining: 100ms
913:	learn: 0.0173280	total: 1.05s	remaining: 99.1ms
914:	learn: 0.0172793	total: 1.05s	remaining: 98ms
915:	learn: 0.0172684	total: 1.06s	remaining: 96.9ms
916:	learn: 0.0172018	total: 1.06s	remaining: 95.7ms
917:	learn: 0.0171963	total: 1.06s	remaining: 94.6ms
918:	learn: 0.0170670	total: 1.06s	remaining: 93.4ms
919:	learn: 0.0169520	total: 1.06s	remaining: 92.3ms
920:	learn: 0.0169381	total: 1.06s	remaining: 91.1ms
921:	learn: 0.0168554	total: 1.06s	remaining: 89.9ms
922:	learn: 0.0167799	total: 1.06s	remaining: 88.8ms
923:	learn: 0.0166691	total: 1.07s	remaining: 87.7ms
924:	learn: 0.0166624	total: 1.07s	remaining: 86.5ms
925:	learn: 0.0166580	total: 1.07s	remaining: 85.4ms
926:	learn: 0.0166020	total: 1.07s	remaining: 84.3ms
927:	learn: 0.0165237	total: 1.07s	remaining: 83.1ms
928:	learn: 0.0165207	total: 1.07s	remaining: 82ms
929:	learn: 0.0164911	total: 1.07s	remaining: 80.8ms
930:	learn: 0.0164842	total: 1.07s	remaining: 79.6ms
931:	learn: 0.0164169	total: 1.07s	remaining: 78.5ms
932:	learn: 0.0163690	total: 1.08s	remaining: 77.3ms
933:	learn: 0.0163476	total: 1.08s	remaining: 76.1ms
934:	learn: 0.0163328	total: 1.08s	remaining: 75ms
935:	learn: 0.0162978	total: 1.08s	remaining: 73.8ms
936:	learn: 0.0162136	total: 1.08s	remaining: 72.6ms
937:	learn: 0.0161941	total: 1.08s	remaining: 71.5ms
938:	learn: 0.0161739	total: 1.08s	remaining: 70.3ms
939:	learn: 0.0161265	total: 1.08s	remaining: 69.2ms
940:	learn: 0.0160711	total: 1.08s	remaining: 68ms
941:	learn: 0.0160634	total: 1.08s	remaining: 66.8ms
942:	learn: 0.0160046	total: 1.09s	remaining: 65.7ms
943:	learn: 0.0159288	total: 1.09s	remaining: 64.5ms
944:	learn: 0.0158460	total: 1.09s	remaining: 63.4ms
945:	learn: 0.0158277	total: 1.09s	remaining: 62.2ms
946:	learn: 0.0157734	total: 1.09s	remaining: 61ms
947:	learn: 0.0157459	total: 1.09s	remaining: 59.9ms
948:	learn: 0.0157224	total: 1.09s	remaining: 58.7ms
949:	learn: 0.0157044	total: 1.09s	remaining: 57.6ms
950:	learn: 0.0156844	total: 1.09s	remaining: 56.4ms
951:	learn: 0.0156600	total: 1.1s	remaining: 55.3ms
952:	learn: 0.0156194	total: 1.1s	remaining: 54.1ms
953:	learn: 0.0155855	total: 1.1s	remaining: 53ms
954:	learn: 0.0155130	total: 1.1s	remaining: 51.8ms
955:	learn: 0.0155080	total: 1.1s	remaining: 50.6ms
956:	learn: 0.0154222	total: 1.1s	remaining: 49.5ms
957:	learn: 0.0153866	total: 1.1s	remaining: 48.3ms
958:	learn: 0.0153688	total: 1.1s	remaining: 47.2ms
959:	learn: 0.0153644	total: 1.1s	remaining: 46ms
960:	learn: 0.0153586	total: 1.1s	remaining: 44.9ms
961:	learn: 0.0153386	total: 1.11s	remaining: 43.7ms
962:	learn: 0.0153069	total: 1.11s	remaining: 42.6ms
963:	learn: 0.0152475	total: 1.11s	remaining: 41.4ms
964:	learn: 0.0152207	total: 1.11s	remaining: 40.3ms
965:	learn: 0.0151653	total: 1.11s	remaining: 39.1ms
966:	learn: 0.0150940	total: 1.11s	remaining: 38ms
967:	learn: 0.0150528	total: 1.11s	remaining: 36.8ms
968:	learn: 0.0150461	total: 1.11s	remaining: 35.6ms
969:	learn: 0.0149845	total: 1.11s	remaining: 34.5ms
970:	learn: 0.0149498	total: 1.12s	remaining: 33.3ms
971:	learn: 0.0148343	total: 1.12s	remaining: 32.2ms
972:	learn: 0.0147351	total: 1.12s	remaining: 31ms
973:	learn: 0.0146683	total: 1.12s	remaining: 29.9ms
974:	learn: 0.0146490	total: 1.12s	remaining: 28.7ms
975:	learn: 0.0145445	total: 1.12s	remaining: 27.6ms
976:	learn: 0.0145414	total: 1.12s	remaining: 26.4ms
977:	learn: 0.0145208	total: 1.12s	remaining: 25.3ms
978:	learn: 0.0144982	total: 1.13s	remaining: 24.1ms
979:	learn: 0.0144941	total: 1.13s	remaining: 23ms
980:	learn: 0.0144440	total: 1.13s	remaining: 21.8ms
981:	learn: 0.0143676	total: 1.13s	remaining: 20.7ms
982:	learn: 0.0143635	total: 1.13s	remaining: 19.5ms
983:	learn: 0.0143612	total: 1.13s	remaining: 18.4ms
984:	learn: 0.0142518	total: 1.13s	remaining: 17.2ms
985:	learn: 0.0142128	total: 1.13s	remaining: 16.1ms
986:	learn: 0.0141898	total: 1.13s	remaining: 14.9ms
987:	learn: 0.0141848	total: 1.13s	remaining: 13.8ms
988:	learn: 0.0141635	total: 1.14s	remaining: 12.6ms
989:	learn: 0.0140784	total: 1.14s	remaining: 11.5ms
990:	learn: 0.0139746	total: 1.14s	remaining: 10.3ms
991:	learn: 0.0139075	total: 1.14s	remaining: 9.18ms
992:	learn: 0.0138653	total: 1.14s	remaining: 8.03ms
993:	learn: 0.0137913	total: 1.14s	remaining: 6.89ms
994:	learn: 0.0137370	total: 1.14s	remaining: 5.74ms
995:	learn: 0.0136781	total: 1.14s	remaining: 4.59ms
996:	learn: 0.0136541	total: 1.14s	remaining: 3.44ms
997:	learn: 0.0135962	total: 1.14s	remaining: 2.29ms
998:	learn: 0.0135502	total: 1.15s	remaining: 1.15ms
999:	learn: 0.0135301	total: 1.15s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=9, depth=4, total=   1.7s
[CV] learning_rate=0.1, l2_leaf_reg=9, depth=4 .......................
0:	learn: 0.8352220	total: 4.25ms	remaining: 4.25s
1:	learn: 0.8061913	total: 8.44ms	remaining: 4.21s
2:	learn: 0.7703557	total: 12.1ms	remaining: 4.03s
3:	learn: 0.7398244	total: 15.7ms	remaining: 3.91s
4:	learn: 0.7064120	total: 19.6ms	remaining: 3.89s
5:	learn: 0.6817160	total: 25.2ms	remaining: 4.17s
6:	learn: 0.6612273	total: 29ms	remaining: 4.12s
7:	learn: 0.6379765	total: 32.7ms	remaining: 4.05s
8:	learn: 0.6148203	total: 37.1ms	remaining: 4.09s
9:	learn: 0.5931558	total: 39.7ms	remaining: 3.93s
10:	learn: 0.5750304	total: 42.2ms	remaining: 3.79s
11:	learn: 0.5569629	total: 44ms	remaining: 3.63s
12:	learn: 0.5441219	total: 46.1ms	remaining: 3.5s
13:	learn: 0.5304148	total: 47.8ms	remaining: 3.36s
14:	learn: 0.5177059	total: 50.1ms	remaining: 3.29s
15:	learn: 0.5081890	total: 51.9ms	remaining: 3.19s
16:	learn: 0.4996572	total: 53.4ms	remaining: 3.09s
17:	learn: 0.4903335	total: 55.4ms	remaining: 3.02s
18:	learn: 0.4832463	total: 57.3ms	remaining: 2.96s
19:	learn: 0.4757529	total: 58.8ms	remaining: 2.88s
20:	learn: 0.4686141	total: 60.1ms	remaining: 2.8s
21:	learn: 0.4623974	total: 61.4ms	remaining: 2.73s
22:	learn: 0.4550439	total: 63.4ms	remaining: 2.69s
23:	learn: 0.4489308	total: 64.6ms	remaining: 2.63s
24:	learn: 0.4442668	total: 65.8ms	remaining: 2.57s
25:	learn: 0.4391333	total: 66.9ms	remaining: 2.5s
26:	learn: 0.4339105	total: 67.9ms	remaining: 2.45s
27:	learn: 0.4295935	total: 69ms	remaining: 2.4s
28:	learn: 0.4255312	total: 70.1ms	remaining: 2.35s
29:	learn: 0.4218509	total: 71.2ms	remaining: 2.3s
30:	learn: 0.4181837	total: 72.2ms	remaining: 2.26s
31:	learn: 0.4149972	total: 73.3ms	remaining: 2.22s
32:	learn: 0.4125245	total: 74.4ms	remaining: 2.18s
33:	learn: 0.4092131	total: 76.3ms	remaining: 2.17s
34:	learn: 0.4052057	total: 77.6ms	remaining: 2.14s
35:	learn: 0.4022589	total: 78.8ms	remaining: 2.11s
36:	learn: 0.4008224	total: 80ms	remaining: 2.08s
37:	learn: 0.3972668	total: 81.5ms	remaining: 2.06s
38:	learn: 0.3951570	total: 83ms	remaining: 2.05s
39:	learn: 0.3928615	total: 84.9ms	remaining: 2.04s
40:	learn: 0.3903007	total: 86.7ms	remaining: 2.03s
41:	learn: 0.3872831	total: 87.9ms	remaining: 2s
42:	learn: 0.3851011	total: 89.9ms	remaining: 2s
43:	learn: 0.3836065	total: 91.2ms	remaining: 1.98s
44:	learn: 0.3814304	total: 92.5ms	remaining: 1.96s
45:	learn: 0.3788663	total: 93.7ms	remaining: 1.94s
46:	learn: 0.3772780	total: 95ms	remaining: 1.93s
47:	learn: 0.3747435	total: 96.2ms	remaining: 1.91s
48:	learn: 0.3735401	total: 97.4ms	remaining: 1.89s
49:	learn: 0.3714641	total: 98.6ms	remaining: 1.87s
50:	learn: 0.3681703	total: 101ms	remaining: 1.88s
51:	learn: 0.3662529	total: 102ms	remaining: 1.86s
52:	learn: 0.3641626	total: 103ms	remaining: 1.85s
53:	learn: 0.3610721	total: 104ms	remaining: 1.83s
54:	learn: 0.3585237	total: 105ms	remaining: 1.81s
55:	learn: 0.3565566	total: 106ms	remaining: 1.79s
56:	learn: 0.3539085	total: 107ms	remaining: 1.77s
57:	learn: 0.3525816	total: 108ms	remaining: 1.76s
58:	learn: 0.3484112	total: 109ms	remaining: 1.74s
59:	learn: 0.3466415	total: 110ms	remaining: 1.73s
60:	learn: 0.3450000	total: 111ms	remaining: 1.71s
61:	learn: 0.3439858	total: 112ms	remaining: 1.7s
62:	learn: 0.3404171	total: 113ms	remaining: 1.69s
63:	learn: 0.3396582	total: 114ms	remaining: 1.67s
64:	learn: 0.3387376	total: 116ms	remaining: 1.67s
65:	learn: 0.3379033	total: 117ms	remaining: 1.66s
66:	learn: 0.3362438	total: 118ms	remaining: 1.65s
67:	learn: 0.3338853	total: 119ms	remaining: 1.63s
68:	learn: 0.3330132	total: 120ms	remaining: 1.62s
69:	learn: 0.3321349	total: 121ms	remaining: 1.61s
70:	learn: 0.3301817	total: 122ms	remaining: 1.6s
71:	learn: 0.3286462	total: 123ms	remaining: 1.59s
72:	learn: 0.3265968	total: 124ms	remaining: 1.58s
73:	learn: 0.3257383	total: 125ms	remaining: 1.57s
74:	learn: 0.3244132	total: 126ms	remaining: 1.56s
75:	learn: 0.3237050	total: 127ms	remaining: 1.55s
76:	learn: 0.3229201	total: 129ms	remaining: 1.54s
77:	learn: 0.3208677	total: 130ms	remaining: 1.53s
78:	learn: 0.3183827	total: 131ms	remaining: 1.52s
79:	learn: 0.3176007	total: 132ms	remaining: 1.52s
80:	learn: 0.3143549	total: 133ms	remaining: 1.51s
81:	learn: 0.3128887	total: 135ms	remaining: 1.51s
82:	learn: 0.3098331	total: 136ms	remaining: 1.5s
83:	learn: 0.3076386	total: 137ms	remaining: 1.49s
84:	learn: 0.3061976	total: 138ms	remaining: 1.48s
85:	learn: 0.3052691	total: 139ms	remaining: 1.47s
86:	learn: 0.3029460	total: 139ms	remaining: 1.46s
87:	learn: 0.3020518	total: 140ms	remaining: 1.46s
88:	learn: 0.3004081	total: 141ms	remaining: 1.45s
89:	learn: 0.2985508	total: 143ms	remaining: 1.44s
90:	learn: 0.2969980	total: 143ms	remaining: 1.43s
91:	learn: 0.2954808	total: 144ms	remaining: 1.43s
92:	learn: 0.2946556	total: 145ms	remaining: 1.42s
93:	learn: 0.2940599	total: 146ms	remaining: 1.41s
94:	learn: 0.2937396	total: 147ms	remaining: 1.4s
95:	learn: 0.2919427	total: 148ms	remaining: 1.4s
96:	learn: 0.2896556	total: 149ms	remaining: 1.39s
97:	learn: 0.2882704	total: 150ms	remaining: 1.38s
98:	learn: 0.2864631	total: 151ms	remaining: 1.38s
99:	learn: 0.2851367	total: 152ms	remaining: 1.37s
100:	learn: 0.2835782	total: 154ms	remaining: 1.37s
101:	learn: 0.2817212	total: 155ms	remaining: 1.36s
102:	learn: 0.2805762	total: 156ms	remaining: 1.36s
103:	learn: 0.2793362	total: 157ms	remaining: 1.35s
104:	learn: 0.2784226	total: 159ms	remaining: 1.35s
105:	learn: 0.2779184	total: 160ms	remaining: 1.35s
106:	learn: 0.2766367	total: 161ms	remaining: 1.34s
107:	learn: 0.2747601	total: 162ms	remaining: 1.33s
108:	learn: 0.2721501	total: 163ms	remaining: 1.33s
109:	learn: 0.2707801	total: 164ms	remaining: 1.32s
110:	learn: 0.2696811	total: 165ms	remaining: 1.32s
111:	learn: 0.2694209	total: 166ms	remaining: 1.31s
112:	learn: 0.2685815	total: 167ms	remaining: 1.31s
113:	learn: 0.2680648	total: 168ms	remaining: 1.31s
114:	learn: 0.2664147	total: 170ms	remaining: 1.31s
115:	learn: 0.2653159	total: 171ms	remaining: 1.3s
116:	learn: 0.2643754	total: 172ms	remaining: 1.3s
117:	learn: 0.2642262	total: 173ms	remaining: 1.29s
118:	learn: 0.2633866	total: 174ms	remaining: 1.29s
119:	learn: 0.2621319	total: 175ms	remaining: 1.28s
120:	learn: 0.2613444	total: 176ms	remaining: 1.28s
121:	learn: 0.2587355	total: 177ms	remaining: 1.28s
122:	learn: 0.2565173	total: 179ms	remaining: 1.27s
123:	learn: 0.2561208	total: 180ms	remaining: 1.27s
124:	learn: 0.2558933	total: 181ms	remaining: 1.27s
125:	learn: 0.2554789	total: 182ms	remaining: 1.26s
126:	learn: 0.2550758	total: 184ms	remaining: 1.26s
127:	learn: 0.2535336	total: 185ms	remaining: 1.26s
128:	learn: 0.2529527	total: 186ms	remaining: 1.25s
129:	learn: 0.2521855	total: 187ms	remaining: 1.25s
130:	learn: 0.2519672	total: 188ms	remaining: 1.25s
131:	learn: 0.2517530	total: 189ms	remaining: 1.24s
132:	learn: 0.2513652	total: 190ms	remaining: 1.24s
133:	learn: 0.2511581	total: 191ms	remaining: 1.24s
134:	learn: 0.2507462	total: 192ms	remaining: 1.23s
135:	learn: 0.2483467	total: 193ms	remaining: 1.23s
136:	learn: 0.2463639	total: 194ms	remaining: 1.22s
137:	learn: 0.2439044	total: 195ms	remaining: 1.22s
138:	learn: 0.2434384	total: 197ms	remaining: 1.22s
139:	learn: 0.2429739	total: 198ms	remaining: 1.22s
140:	learn: 0.2428388	total: 199ms	remaining: 1.21s
141:	learn: 0.2424927	total: 200ms	remaining: 1.21s
142:	learn: 0.2406371	total: 201ms	remaining: 1.21s
143:	learn: 0.2380464	total: 202ms	remaining: 1.2s
144:	learn: 0.2372816	total: 203ms	remaining: 1.2s
145:	learn: 0.2363177	total: 205ms	remaining: 1.2s
146:	learn: 0.2359379	total: 206ms	remaining: 1.19s
147:	learn: 0.2346113	total: 207ms	remaining: 1.19s
148:	learn: 0.2329068	total: 209ms	remaining: 1.19s
149:	learn: 0.2325683	total: 211ms	remaining: 1.19s
150:	learn: 0.2323859	total: 212ms	remaining: 1.19s
151:	learn: 0.2320602	total: 213ms	remaining: 1.19s
152:	learn: 0.2307753	total: 214ms	remaining: 1.19s
153:	learn: 0.2300649	total: 215ms	remaining: 1.18s
154:	learn: 0.2288299	total: 217ms	remaining: 1.18s
155:	learn: 0.2279780	total: 218ms	remaining: 1.18s
156:	learn: 0.2275064	total: 219ms	remaining: 1.18s
157:	learn: 0.2268898	total: 220ms	remaining: 1.17s
158:	learn: 0.2254703	total: 222ms	remaining: 1.17s
159:	learn: 0.2242633	total: 223ms	remaining: 1.17s
160:	learn: 0.2231662	total: 224ms	remaining: 1.17s
161:	learn: 0.2223348	total: 226ms	remaining: 1.17s
162:	learn: 0.2216957	total: 227ms	remaining: 1.17s
163:	learn: 0.2203833	total: 228ms	remaining: 1.16s
164:	learn: 0.2186491	total: 230ms	remaining: 1.16s
165:	learn: 0.2180066	total: 231ms	remaining: 1.16s
166:	learn: 0.2176221	total: 232ms	remaining: 1.16s
167:	learn: 0.2174619	total: 234ms	remaining: 1.16s
168:	learn: 0.2173015	total: 235ms	remaining: 1.15s
169:	learn: 0.2165841	total: 237ms	remaining: 1.16s
170:	learn: 0.2157510	total: 238ms	remaining: 1.15s
171:	learn: 0.2141686	total: 239ms	remaining: 1.15s
172:	learn: 0.2128254	total: 240ms	remaining: 1.15s
173:	learn: 0.2111964	total: 242ms	remaining: 1.15s
174:	learn: 0.2104875	total: 243ms	remaining: 1.14s
175:	learn: 0.2096319	total: 244ms	remaining: 1.14s
176:	learn: 0.2087412	total: 245ms	remaining: 1.14s
177:	learn: 0.2083374	total: 246ms	remaining: 1.14s
178:	learn: 0.2081970	total: 247ms	remaining: 1.13s
179:	learn: 0.2078773	total: 249ms	remaining: 1.13s
180:	learn: 0.2072469	total: 251ms	remaining: 1.14s
181:	learn: 0.2063851	total: 252ms	remaining: 1.13s
182:	learn: 0.2055699	total: 253ms	remaining: 1.13s
183:	learn: 0.2047096	total: 255ms	remaining: 1.13s
184:	learn: 0.2035010	total: 256ms	remaining: 1.13s
185:	learn: 0.2032540	total: 257ms	remaining: 1.12s
186:	learn: 0.2030140	total: 258ms	remaining: 1.12s
187:	learn: 0.2022549	total: 259ms	remaining: 1.12s
188:	learn: 0.2008508	total: 260ms	remaining: 1.11s
189:	learn: 0.2000004	total: 261ms	remaining: 1.11s
190:	learn: 0.1991505	total: 262ms	remaining: 1.11s
191:	learn: 0.1981586	total: 264ms	remaining: 1.11s
192:	learn: 0.1968578	total: 266ms	remaining: 1.11s
193:	learn: 0.1950430	total: 267ms	remaining: 1.11s
194:	learn: 0.1947911	total: 268ms	remaining: 1.1s
195:	learn: 0.1932946	total: 269ms	remaining: 1.1s
196:	learn: 0.1928128	total: 270ms	remaining: 1.1s
197:	learn: 0.1913794	total: 271ms	remaining: 1.1s
198:	learn: 0.1898800	total: 272ms	remaining: 1.09s
199:	learn: 0.1896350	total: 273ms	remaining: 1.09s
200:	learn: 0.1891180	total: 274ms	remaining: 1.09s
201:	learn: 0.1888104	total: 275ms	remaining: 1.08s
202:	learn: 0.1881984	total: 276ms	remaining: 1.08s
203:	learn: 0.1876956	total: 278ms	remaining: 1.08s
204:	learn: 0.1873547	total: 279ms	remaining: 1.08s
205:	learn: 0.1859589	total: 280ms	remaining: 1.08s
206:	learn: 0.1846729	total: 281ms	remaining: 1.07s
207:	learn: 0.1839876	total: 282ms	remaining: 1.07s
208:	learn: 0.1835778	total: 283ms	remaining: 1.07s
209:	learn: 0.1833893	total: 284ms	remaining: 1.07s
210:	learn: 0.1825494	total: 285ms	remaining: 1.06s
211:	learn: 0.1815997	total: 286ms	remaining: 1.06s
212:	learn: 0.1806819	total: 287ms	remaining: 1.06s
213:	learn: 0.1801097	total: 288ms	remaining: 1.06s
214:	learn: 0.1791231	total: 289ms	remaining: 1.05s
215:	learn: 0.1788974	total: 291ms	remaining: 1.05s
216:	learn: 0.1782283	total: 292ms	remaining: 1.05s
217:	learn: 0.1773765	total: 293ms	remaining: 1.05s
218:	learn: 0.1766644	total: 294ms	remaining: 1.05s
219:	learn: 0.1765145	total: 295ms	remaining: 1.04s
220:	learn: 0.1764470	total: 296ms	remaining: 1.04s
221:	learn: 0.1752525	total: 297ms	remaining: 1.04s
222:	learn: 0.1740542	total: 298ms	remaining: 1.04s
223:	learn: 0.1732403	total: 299ms	remaining: 1.04s
224:	learn: 0.1728281	total: 300ms	remaining: 1.03s
225:	learn: 0.1718345	total: 301ms	remaining: 1.03s
226:	learn: 0.1707759	total: 302ms	remaining: 1.03s
227:	learn: 0.1698313	total: 304ms	remaining: 1.03s
228:	learn: 0.1695699	total: 305ms	remaining: 1.03s
229:	learn: 0.1691959	total: 306ms	remaining: 1.02s
230:	learn: 0.1687646	total: 307ms	remaining: 1.02s
231:	learn: 0.1681627	total: 308ms	remaining: 1.02s
232:	learn: 0.1677706	total: 309ms	remaining: 1.02s
233:	learn: 0.1675991	total: 310ms	remaining: 1.01s
234:	learn: 0.1669580	total: 311ms	remaining: 1.01s
235:	learn: 0.1662185	total: 312ms	remaining: 1.01s
236:	learn: 0.1656759	total: 313ms	remaining: 1.01s
237:	learn: 0.1653257	total: 314ms	remaining: 1s
238:	learn: 0.1652605	total: 315ms	remaining: 1s
239:	learn: 0.1651704	total: 316ms	remaining: 1s
240:	learn: 0.1639221	total: 318ms	remaining: 1s
241:	learn: 0.1629581	total: 319ms	remaining: 999ms
242:	learn: 0.1629083	total: 320ms	remaining: 996ms
243:	learn: 0.1619717	total: 321ms	remaining: 994ms
244:	learn: 0.1611246	total: 322ms	remaining: 992ms
245:	learn: 0.1610700	total: 323ms	remaining: 990ms
246:	learn: 0.1603659	total: 324ms	remaining: 988ms
247:	learn: 0.1597962	total: 325ms	remaining: 985ms
248:	learn: 0.1590267	total: 326ms	remaining: 983ms
249:	learn: 0.1583553	total: 327ms	remaining: 981ms
250:	learn: 0.1570675	total: 328ms	remaining: 979ms
251:	learn: 0.1567900	total: 329ms	remaining: 977ms
252:	learn: 0.1561184	total: 331ms	remaining: 977ms
253:	learn: 0.1560659	total: 332ms	remaining: 975ms
254:	learn: 0.1554665	total: 333ms	remaining: 972ms
255:	learn: 0.1551323	total: 334ms	remaining: 970ms
256:	learn: 0.1548703	total: 335ms	remaining: 968ms
257:	learn: 0.1540155	total: 336ms	remaining: 966ms
258:	learn: 0.1535382	total: 337ms	remaining: 964ms
259:	learn: 0.1530365	total: 338ms	remaining: 962ms
260:	learn: 0.1519561	total: 339ms	remaining: 959ms
261:	learn: 0.1504724	total: 340ms	remaining: 957ms
262:	learn: 0.1495892	total: 341ms	remaining: 955ms
263:	learn: 0.1485156	total: 342ms	remaining: 953ms
264:	learn: 0.1477271	total: 343ms	remaining: 951ms
265:	learn: 0.1474356	total: 344ms	remaining: 949ms
266:	learn: 0.1473496	total: 345ms	remaining: 947ms
267:	learn: 0.1472428	total: 346ms	remaining: 945ms
268:	learn: 0.1471850	total: 347ms	remaining: 943ms
269:	learn: 0.1471268	total: 348ms	remaining: 941ms
270:	learn: 0.1464562	total: 349ms	remaining: 938ms
271:	learn: 0.1463163	total: 350ms	remaining: 937ms
272:	learn: 0.1449674	total: 351ms	remaining: 935ms
273:	learn: 0.1448863	total: 352ms	remaining: 933ms
274:	learn: 0.1448329	total: 353ms	remaining: 931ms
275:	learn: 0.1446799	total: 354ms	remaining: 929ms
276:	learn: 0.1437769	total: 355ms	remaining: 928ms
277:	learn: 0.1433827	total: 358ms	remaining: 929ms
278:	learn: 0.1433078	total: 359ms	remaining: 928ms
279:	learn: 0.1427718	total: 360ms	remaining: 926ms
280:	learn: 0.1424123	total: 361ms	remaining: 925ms
281:	learn: 0.1422590	total: 363ms	remaining: 923ms
282:	learn: 0.1412992	total: 364ms	remaining: 922ms
283:	learn: 0.1411996	total: 365ms	remaining: 920ms
284:	learn: 0.1402139	total: 366ms	remaining: 919ms
285:	learn: 0.1399858	total: 368ms	remaining: 918ms
286:	learn: 0.1397582	total: 369ms	remaining: 916ms
287:	learn: 0.1397092	total: 370ms	remaining: 915ms
288:	learn: 0.1396614	total: 372ms	remaining: 914ms
289:	learn: 0.1395114	total: 373ms	remaining: 914ms
290:	learn: 0.1391494	total: 375ms	remaining: 913ms
291:	learn: 0.1381063	total: 376ms	remaining: 912ms
292:	learn: 0.1369946	total: 377ms	remaining: 911ms
293:	learn: 0.1361894	total: 379ms	remaining: 910ms
294:	learn: 0.1348918	total: 380ms	remaining: 909ms
295:	learn: 0.1344343	total: 381ms	remaining: 907ms
296:	learn: 0.1338146	total: 383ms	remaining: 906ms
297:	learn: 0.1336816	total: 384ms	remaining: 906ms
298:	learn: 0.1330428	total: 386ms	remaining: 904ms
299:	learn: 0.1328139	total: 387ms	remaining: 903ms
300:	learn: 0.1320812	total: 388ms	remaining: 901ms
301:	learn: 0.1317154	total: 389ms	remaining: 900ms
302:	learn: 0.1313346	total: 391ms	remaining: 899ms
303:	learn: 0.1306448	total: 392ms	remaining: 897ms
304:	learn: 0.1306009	total: 393ms	remaining: 896ms
305:	learn: 0.1304633	total: 394ms	remaining: 894ms
306:	learn: 0.1303037	total: 395ms	remaining: 893ms
307:	learn: 0.1302634	total: 397ms	remaining: 891ms
308:	learn: 0.1302092	total: 398ms	remaining: 890ms
309:	learn: 0.1298354	total: 399ms	remaining: 888ms
310:	learn: 0.1289834	total: 400ms	remaining: 887ms
311:	learn: 0.1279888	total: 402ms	remaining: 885ms
312:	learn: 0.1279425	total: 403ms	remaining: 884ms
313:	learn: 0.1274251	total: 404ms	remaining: 882ms
314:	learn: 0.1267099	total: 405ms	remaining: 881ms
315:	learn: 0.1260708	total: 406ms	remaining: 880ms
316:	learn: 0.1258431	total: 408ms	remaining: 878ms
317:	learn: 0.1252122	total: 409ms	remaining: 877ms
318:	learn: 0.1247250	total: 411ms	remaining: 877ms
319:	learn: 0.1246921	total: 413ms	remaining: 877ms
320:	learn: 0.1237906	total: 414ms	remaining: 875ms
321:	learn: 0.1228453	total: 415ms	remaining: 874ms
322:	learn: 0.1227985	total: 416ms	remaining: 872ms
323:	learn: 0.1226371	total: 417ms	remaining: 870ms
324:	learn: 0.1220832	total: 418ms	remaining: 868ms
325:	learn: 0.1220059	total: 419ms	remaining: 866ms
326:	learn: 0.1214288	total: 420ms	remaining: 864ms
327:	learn: 0.1212529	total: 421ms	remaining: 863ms
328:	learn: 0.1207718	total: 422ms	remaining: 860ms
329:	learn: 0.1207034	total: 423ms	remaining: 858ms
330:	learn: 0.1203070	total: 425ms	remaining: 859ms
331:	learn: 0.1195881	total: 426ms	remaining: 857ms
332:	learn: 0.1193384	total: 427ms	remaining: 855ms
333:	learn: 0.1189428	total: 428ms	remaining: 853ms
334:	learn: 0.1187640	total: 429ms	remaining: 851ms
335:	learn: 0.1182863	total: 430ms	remaining: 850ms
336:	learn: 0.1181381	total: 431ms	remaining: 848ms
337:	learn: 0.1180225	total: 432ms	remaining: 846ms
338:	learn: 0.1178063	total: 433ms	remaining: 844ms
339:	learn: 0.1177015	total: 434ms	remaining: 842ms
340:	learn: 0.1173341	total: 435ms	remaining: 841ms
341:	learn: 0.1172252	total: 436ms	remaining: 839ms
342:	learn: 0.1171871	total: 438ms	remaining: 839ms
343:	learn: 0.1171460	total: 439ms	remaining: 837ms
344:	learn: 0.1165800	total: 440ms	remaining: 835ms
345:	learn: 0.1162195	total: 441ms	remaining: 834ms
346:	learn: 0.1161157	total: 442ms	remaining: 832ms
347:	learn: 0.1157798	total: 443ms	remaining: 830ms
348:	learn: 0.1153879	total: 444ms	remaining: 828ms
349:	learn: 0.1151330	total: 445ms	remaining: 827ms
350:	learn: 0.1148486	total: 446ms	remaining: 825ms
351:	learn: 0.1140137	total: 447ms	remaining: 824ms
352:	learn: 0.1139850	total: 448ms	remaining: 822ms
353:	learn: 0.1131838	total: 449ms	remaining: 820ms
354:	learn: 0.1126834	total: 451ms	remaining: 820ms
355:	learn: 0.1119371	total: 452ms	remaining: 818ms
356:	learn: 0.1113294	total: 453ms	remaining: 816ms
357:	learn: 0.1107985	total: 454ms	remaining: 815ms
358:	learn: 0.1105087	total: 455ms	remaining: 813ms
359:	learn: 0.1102203	total: 456ms	remaining: 811ms
360:	learn: 0.1101727	total: 457ms	remaining: 810ms
361:	learn: 0.1096614	total: 458ms	remaining: 808ms
362:	learn: 0.1093662	total: 460ms	remaining: 806ms
363:	learn: 0.1090879	total: 461ms	remaining: 805ms
364:	learn: 0.1088044	total: 462ms	remaining: 803ms
365:	learn: 0.1081656	total: 463ms	remaining: 802ms
366:	learn: 0.1074789	total: 464ms	remaining: 801ms
367:	learn: 0.1074394	total: 465ms	remaining: 799ms
368:	learn: 0.1067726	total: 466ms	remaining: 797ms
369:	learn: 0.1065192	total: 467ms	remaining: 796ms
370:	learn: 0.1057878	total: 468ms	remaining: 794ms
371:	learn: 0.1055352	total: 470ms	remaining: 793ms
372:	learn: 0.1049501	total: 471ms	remaining: 791ms
373:	learn: 0.1047971	total: 472ms	remaining: 789ms
374:	learn: 0.1045581	total: 473ms	remaining: 788ms
375:	learn: 0.1042027	total: 474ms	remaining: 786ms
376:	learn: 0.1041776	total: 475ms	remaining: 785ms
377:	learn: 0.1039898	total: 476ms	remaining: 783ms
378:	learn: 0.1036824	total: 477ms	remaining: 781ms
379:	learn: 0.1032523	total: 479ms	remaining: 781ms
380:	learn: 0.1032142	total: 480ms	remaining: 779ms
381:	learn: 0.1031777	total: 481ms	remaining: 778ms
382:	learn: 0.1030084	total: 482ms	remaining: 776ms
383:	learn: 0.1022075	total: 482ms	remaining: 774ms
384:	learn: 0.1021554	total: 483ms	remaining: 772ms
385:	learn: 0.1018249	total: 484ms	remaining: 771ms
386:	learn: 0.1014622	total: 485ms	remaining: 769ms
387:	learn: 0.1012169	total: 486ms	remaining: 767ms
388:	learn: 0.1011854	total: 487ms	remaining: 766ms
389:	learn: 0.1007650	total: 488ms	remaining: 764ms
390:	learn: 0.1006091	total: 489ms	remaining: 762ms
391:	learn: 0.1003364	total: 490ms	remaining: 761ms
392:	learn: 0.1002389	total: 492ms	remaining: 760ms
393:	learn: 0.0996924	total: 493ms	remaining: 758ms
394:	learn: 0.0994020	total: 494ms	remaining: 756ms
395:	learn: 0.0987951	total: 495ms	remaining: 755ms
396:	learn: 0.0984431	total: 496ms	remaining: 753ms
397:	learn: 0.0982680	total: 497ms	remaining: 751ms
398:	learn: 0.0982371	total: 498ms	remaining: 750ms
399:	learn: 0.0981280	total: 499ms	remaining: 749ms
400:	learn: 0.0978828	total: 500ms	remaining: 747ms
401:	learn: 0.0973228	total: 501ms	remaining: 745ms
402:	learn: 0.0969346	total: 502ms	remaining: 744ms
403:	learn: 0.0966757	total: 503ms	remaining: 742ms
404:	learn: 0.0959935	total: 504ms	remaining: 740ms
405:	learn: 0.0958263	total: 505ms	remaining: 739ms
406:	learn: 0.0952476	total: 507ms	remaining: 739ms
407:	learn: 0.0951273	total: 508ms	remaining: 738ms
408:	learn: 0.0947895	total: 510ms	remaining: 736ms
409:	learn: 0.0944188	total: 511ms	remaining: 735ms
410:	learn: 0.0942471	total: 512ms	remaining: 733ms
411:	learn: 0.0938421	total: 513ms	remaining: 732ms
412:	learn: 0.0936222	total: 514ms	remaining: 730ms
413:	learn: 0.0932354	total: 515ms	remaining: 729ms
414:	learn: 0.0928976	total: 516ms	remaining: 727ms
415:	learn: 0.0928546	total: 517ms	remaining: 726ms
416:	learn: 0.0923825	total: 518ms	remaining: 724ms
417:	learn: 0.0923242	total: 520ms	remaining: 724ms
418:	learn: 0.0921016	total: 521ms	remaining: 722ms
419:	learn: 0.0919128	total: 522ms	remaining: 721ms
420:	learn: 0.0912985	total: 523ms	remaining: 719ms
421:	learn: 0.0909207	total: 524ms	remaining: 718ms
422:	learn: 0.0908812	total: 525ms	remaining: 716ms
423:	learn: 0.0904526	total: 526ms	remaining: 715ms
424:	learn: 0.0901787	total: 527ms	remaining: 713ms
425:	learn: 0.0896309	total: 528ms	remaining: 712ms
426:	learn: 0.0892105	total: 529ms	remaining: 710ms
427:	learn: 0.0888755	total: 530ms	remaining: 709ms
428:	learn: 0.0882946	total: 532ms	remaining: 707ms
429:	learn: 0.0877335	total: 533ms	remaining: 707ms
430:	learn: 0.0872961	total: 535ms	remaining: 706ms
431:	learn: 0.0869678	total: 536ms	remaining: 704ms
432:	learn: 0.0862911	total: 537ms	remaining: 703ms
433:	learn: 0.0857153	total: 538ms	remaining: 702ms
434:	learn: 0.0854836	total: 539ms	remaining: 701ms
435:	learn: 0.0850026	total: 541ms	remaining: 699ms
436:	learn: 0.0849574	total: 542ms	remaining: 698ms
437:	learn: 0.0849203	total: 543ms	remaining: 697ms
438:	learn: 0.0846329	total: 544ms	remaining: 695ms
439:	learn: 0.0846031	total: 545ms	remaining: 694ms
440:	learn: 0.0840374	total: 547ms	remaining: 693ms
441:	learn: 0.0836497	total: 548ms	remaining: 692ms
442:	learn: 0.0832768	total: 549ms	remaining: 691ms
443:	learn: 0.0826819	total: 551ms	remaining: 689ms
444:	learn: 0.0823495	total: 552ms	remaining: 688ms
445:	learn: 0.0821445	total: 553ms	remaining: 687ms
446:	learn: 0.0815317	total: 554ms	remaining: 686ms
447:	learn: 0.0813077	total: 556ms	remaining: 684ms
448:	learn: 0.0807909	total: 557ms	remaining: 684ms
449:	learn: 0.0803415	total: 560ms	remaining: 684ms
450:	learn: 0.0803037	total: 561ms	remaining: 683ms
451:	learn: 0.0800063	total: 562ms	remaining: 682ms
452:	learn: 0.0793700	total: 563ms	remaining: 680ms
453:	learn: 0.0788861	total: 564ms	remaining: 679ms
454:	learn: 0.0788480	total: 565ms	remaining: 677ms
455:	learn: 0.0783652	total: 566ms	remaining: 676ms
456:	learn: 0.0781400	total: 567ms	remaining: 674ms
457:	learn: 0.0778581	total: 569ms	remaining: 673ms
458:	learn: 0.0777695	total: 570ms	remaining: 671ms
459:	learn: 0.0773600	total: 571ms	remaining: 670ms
460:	learn: 0.0771252	total: 572ms	remaining: 669ms
461:	learn: 0.0768990	total: 574ms	remaining: 668ms
462:	learn: 0.0766759	total: 575ms	remaining: 667ms
463:	learn: 0.0763892	total: 576ms	remaining: 665ms
464:	learn: 0.0761885	total: 577ms	remaining: 664ms
465:	learn: 0.0757264	total: 578ms	remaining: 662ms
466:	learn: 0.0754633	total: 579ms	remaining: 661ms
467:	learn: 0.0751886	total: 580ms	remaining: 659ms
468:	learn: 0.0747312	total: 581ms	remaining: 658ms
469:	learn: 0.0744290	total: 582ms	remaining: 657ms
470:	learn: 0.0742512	total: 583ms	remaining: 655ms
471:	learn: 0.0736998	total: 584ms	remaining: 654ms
472:	learn: 0.0735356	total: 585ms	remaining: 652ms
473:	learn: 0.0732981	total: 587ms	remaining: 652ms
474:	learn: 0.0729995	total: 588ms	remaining: 650ms
475:	learn: 0.0728381	total: 589ms	remaining: 649ms
476:	learn: 0.0724240	total: 590ms	remaining: 647ms
477:	learn: 0.0720034	total: 591ms	remaining: 646ms
478:	learn: 0.0718706	total: 592ms	remaining: 644ms
479:	learn: 0.0715909	total: 593ms	remaining: 643ms
480:	learn: 0.0713848	total: 594ms	remaining: 641ms
481:	learn: 0.0713511	total: 595ms	remaining: 640ms
482:	learn: 0.0708615	total: 597ms	remaining: 639ms
483:	learn: 0.0704638	total: 598ms	remaining: 637ms
484:	learn: 0.0702230	total: 599ms	remaining: 636ms
485:	learn: 0.0701448	total: 600ms	remaining: 635ms
486:	learn: 0.0698458	total: 601ms	remaining: 633ms
487:	learn: 0.0696573	total: 602ms	remaining: 632ms
488:	learn: 0.0693452	total: 603ms	remaining: 630ms
489:	learn: 0.0691868	total: 604ms	remaining: 629ms
490:	learn: 0.0686479	total: 605ms	remaining: 627ms
491:	learn: 0.0684885	total: 606ms	remaining: 626ms
492:	learn: 0.0682769	total: 607ms	remaining: 625ms
493:	learn: 0.0679937	total: 608ms	remaining: 623ms
494:	learn: 0.0678826	total: 610ms	remaining: 622ms
495:	learn: 0.0677604	total: 611ms	remaining: 620ms
496:	learn: 0.0675028	total: 612ms	remaining: 619ms
497:	learn: 0.0672264	total: 613ms	remaining: 618ms
498:	learn: 0.0671166	total: 614ms	remaining: 617ms
499:	learn: 0.0667976	total: 615ms	remaining: 615ms
500:	learn: 0.0666597	total: 616ms	remaining: 614ms
501:	learn: 0.0665114	total: 617ms	remaining: 612ms
502:	learn: 0.0661988	total: 618ms	remaining: 611ms
503:	learn: 0.0658882	total: 619ms	remaining: 610ms
504:	learn: 0.0656161	total: 621ms	remaining: 608ms
505:	learn: 0.0654428	total: 622ms	remaining: 607ms
506:	learn: 0.0652166	total: 623ms	remaining: 605ms
507:	learn: 0.0650442	total: 624ms	remaining: 604ms
508:	learn: 0.0649307	total: 625ms	remaining: 603ms
509:	learn: 0.0646369	total: 626ms	remaining: 601ms
510:	learn: 0.0643680	total: 627ms	remaining: 600ms
511:	learn: 0.0643015	total: 628ms	remaining: 598ms
512:	learn: 0.0642719	total: 629ms	remaining: 597ms
513:	learn: 0.0640698	total: 630ms	remaining: 596ms
514:	learn: 0.0640394	total: 631ms	remaining: 594ms
515:	learn: 0.0636556	total: 632ms	remaining: 593ms
516:	learn: 0.0635359	total: 633ms	remaining: 592ms
517:	learn: 0.0634477	total: 634ms	remaining: 590ms
518:	learn: 0.0630557	total: 635ms	remaining: 589ms
519:	learn: 0.0628409	total: 636ms	remaining: 587ms
520:	learn: 0.0628081	total: 637ms	remaining: 586ms
521:	learn: 0.0627058	total: 638ms	remaining: 585ms
522:	learn: 0.0624663	total: 640ms	remaining: 583ms
523:	learn: 0.0620939	total: 641ms	remaining: 582ms
524:	learn: 0.0619621	total: 642ms	remaining: 581ms
525:	learn: 0.0616064	total: 643ms	remaining: 579ms
526:	learn: 0.0615838	total: 644ms	remaining: 578ms
527:	learn: 0.0613886	total: 645ms	remaining: 577ms
528:	learn: 0.0611663	total: 646ms	remaining: 575ms
529:	learn: 0.0610352	total: 647ms	remaining: 574ms
530:	learn: 0.0608757	total: 648ms	remaining: 573ms
531:	learn: 0.0608484	total: 649ms	remaining: 571ms
532:	learn: 0.0607393	total: 650ms	remaining: 570ms
533:	learn: 0.0606371	total: 651ms	remaining: 568ms
534:	learn: 0.0604843	total: 653ms	remaining: 567ms
535:	learn: 0.0601594	total: 654ms	remaining: 566ms
536:	learn: 0.0599828	total: 655ms	remaining: 565ms
537:	learn: 0.0594702	total: 656ms	remaining: 564ms
538:	learn: 0.0591062	total: 658ms	remaining: 563ms
539:	learn: 0.0588097	total: 659ms	remaining: 562ms
540:	learn: 0.0584552	total: 660ms	remaining: 560ms
541:	learn: 0.0581658	total: 662ms	remaining: 559ms
542:	learn: 0.0578733	total: 663ms	remaining: 558ms
543:	learn: 0.0577528	total: 664ms	remaining: 557ms
544:	learn: 0.0575441	total: 665ms	remaining: 555ms
545:	learn: 0.0571386	total: 667ms	remaining: 554ms
546:	learn: 0.0570015	total: 668ms	remaining: 553ms
547:	learn: 0.0569787	total: 669ms	remaining: 552ms
548:	learn: 0.0567304	total: 670ms	remaining: 551ms
549:	learn: 0.0563669	total: 671ms	remaining: 549ms
550:	learn: 0.0561863	total: 673ms	remaining: 548ms
551:	learn: 0.0561279	total: 674ms	remaining: 547ms
552:	learn: 0.0559903	total: 675ms	remaining: 546ms
553:	learn: 0.0557886	total: 677ms	remaining: 545ms
554:	learn: 0.0553236	total: 678ms	remaining: 543ms
555:	learn: 0.0552453	total: 679ms	remaining: 543ms
556:	learn: 0.0552267	total: 681ms	remaining: 541ms
557:	learn: 0.0550044	total: 682ms	remaining: 540ms
558:	learn: 0.0549387	total: 683ms	remaining: 539ms
559:	learn: 0.0547850	total: 684ms	remaining: 537ms
560:	learn: 0.0545170	total: 685ms	remaining: 536ms
561:	learn: 0.0543448	total: 686ms	remaining: 535ms
562:	learn: 0.0541514	total: 687ms	remaining: 534ms
563:	learn: 0.0540459	total: 688ms	remaining: 532ms
564:	learn: 0.0537812	total: 690ms	remaining: 531ms
565:	learn: 0.0536846	total: 691ms	remaining: 530ms
566:	learn: 0.0534181	total: 693ms	remaining: 529ms
567:	learn: 0.0533527	total: 694ms	remaining: 528ms
568:	learn: 0.0531304	total: 695ms	remaining: 527ms
569:	learn: 0.0531115	total: 697ms	remaining: 525ms
570:	learn: 0.0529618	total: 698ms	remaining: 524ms
571:	learn: 0.0528998	total: 699ms	remaining: 523ms
572:	learn: 0.0528405	total: 700ms	remaining: 522ms
573:	learn: 0.0525608	total: 701ms	remaining: 521ms
574:	learn: 0.0522445	total: 703ms	remaining: 519ms
575:	learn: 0.0519759	total: 704ms	remaining: 518ms
576:	learn: 0.0517102	total: 705ms	remaining: 517ms
577:	learn: 0.0516292	total: 707ms	remaining: 516ms
578:	learn: 0.0515254	total: 708ms	remaining: 515ms
579:	learn: 0.0512503	total: 709ms	remaining: 514ms
580:	learn: 0.0512332	total: 711ms	remaining: 513ms
581:	learn: 0.0512143	total: 712ms	remaining: 511ms
582:	learn: 0.0511894	total: 713ms	remaining: 510ms
583:	learn: 0.0509309	total: 714ms	remaining: 509ms
584:	learn: 0.0508774	total: 715ms	remaining: 507ms
585:	learn: 0.0505278	total: 716ms	remaining: 506ms
586:	learn: 0.0504381	total: 717ms	remaining: 505ms
587:	learn: 0.0500722	total: 718ms	remaining: 503ms
588:	learn: 0.0497559	total: 720ms	remaining: 503ms
589:	learn: 0.0495279	total: 722ms	remaining: 501ms
590:	learn: 0.0494406	total: 723ms	remaining: 500ms
591:	learn: 0.0492104	total: 724ms	remaining: 499ms
592:	learn: 0.0490506	total: 725ms	remaining: 497ms
593:	learn: 0.0487927	total: 726ms	remaining: 496ms
594:	learn: 0.0486362	total: 727ms	remaining: 495ms
595:	learn: 0.0485548	total: 728ms	remaining: 494ms
596:	learn: 0.0483602	total: 729ms	remaining: 492ms
597:	learn: 0.0481591	total: 730ms	remaining: 491ms
598:	learn: 0.0479975	total: 731ms	remaining: 490ms
599:	learn: 0.0478043	total: 734ms	remaining: 489ms
600:	learn: 0.0476900	total: 735ms	remaining: 488ms
601:	learn: 0.0476073	total: 736ms	remaining: 486ms
602:	learn: 0.0472426	total: 737ms	remaining: 485ms
603:	learn: 0.0471127	total: 738ms	remaining: 484ms
604:	learn: 0.0470292	total: 739ms	remaining: 483ms
605:	learn: 0.0468689	total: 740ms	remaining: 481ms
606:	learn: 0.0468522	total: 741ms	remaining: 480ms
607:	learn: 0.0465643	total: 742ms	remaining: 479ms
608:	learn: 0.0464101	total: 743ms	remaining: 477ms
609:	learn: 0.0462679	total: 744ms	remaining: 476ms
610:	learn: 0.0460587	total: 746ms	remaining: 475ms
611:	learn: 0.0460461	total: 747ms	remaining: 474ms
612:	learn: 0.0459390	total: 748ms	remaining: 472ms
613:	learn: 0.0458220	total: 749ms	remaining: 471ms
614:	learn: 0.0457157	total: 750ms	remaining: 470ms
615:	learn: 0.0456602	total: 751ms	remaining: 468ms
616:	learn: 0.0454639	total: 752ms	remaining: 467ms
617:	learn: 0.0454416	total: 753ms	remaining: 466ms
618:	learn: 0.0453812	total: 755ms	remaining: 464ms
619:	learn: 0.0451698	total: 756ms	remaining: 463ms
620:	learn: 0.0449890	total: 757ms	remaining: 462ms
621:	learn: 0.0449771	total: 758ms	remaining: 460ms
622:	learn: 0.0448835	total: 759ms	remaining: 459ms
623:	learn: 0.0447086	total: 760ms	remaining: 458ms
624:	learn: 0.0445053	total: 761ms	remaining: 457ms
625:	learn: 0.0444134	total: 762ms	remaining: 455ms
626:	learn: 0.0442146	total: 763ms	remaining: 454ms
627:	learn: 0.0441528	total: 764ms	remaining: 453ms
628:	learn: 0.0440641	total: 765ms	remaining: 451ms
629:	learn: 0.0439995	total: 766ms	remaining: 450ms
630:	learn: 0.0438210	total: 767ms	remaining: 449ms
631:	learn: 0.0437736	total: 768ms	remaining: 447ms
632:	learn: 0.0435874	total: 769ms	remaining: 446ms
633:	learn: 0.0434544	total: 770ms	remaining: 445ms
634:	learn: 0.0432943	total: 771ms	remaining: 443ms
635:	learn: 0.0431602	total: 773ms	remaining: 442ms
636:	learn: 0.0429667	total: 774ms	remaining: 441ms
637:	learn: 0.0429477	total: 775ms	remaining: 440ms
638:	learn: 0.0428111	total: 776ms	remaining: 438ms
639:	learn: 0.0426234	total: 777ms	remaining: 437ms
640:	learn: 0.0425563	total: 778ms	remaining: 436ms
641:	learn: 0.0424695	total: 779ms	remaining: 434ms
642:	learn: 0.0422718	total: 780ms	remaining: 433ms
643:	learn: 0.0421433	total: 781ms	remaining: 432ms
644:	learn: 0.0419715	total: 782ms	remaining: 431ms
645:	learn: 0.0419444	total: 783ms	remaining: 429ms
646:	learn: 0.0418860	total: 784ms	remaining: 428ms
647:	learn: 0.0418744	total: 786ms	remaining: 427ms
648:	learn: 0.0417926	total: 787ms	remaining: 426ms
649:	learn: 0.0416480	total: 788ms	remaining: 424ms
650:	learn: 0.0414769	total: 789ms	remaining: 423ms
651:	learn: 0.0413708	total: 790ms	remaining: 422ms
652:	learn: 0.0412365	total: 791ms	remaining: 420ms
653:	learn: 0.0410540	total: 792ms	remaining: 419ms
654:	learn: 0.0408831	total: 793ms	remaining: 418ms
655:	learn: 0.0408131	total: 794ms	remaining: 416ms
656:	learn: 0.0407425	total: 795ms	remaining: 415ms
657:	learn: 0.0406453	total: 796ms	remaining: 414ms
658:	learn: 0.0405426	total: 797ms	remaining: 412ms
659:	learn: 0.0403925	total: 798ms	remaining: 411ms
660:	learn: 0.0401755	total: 800ms	remaining: 410ms
661:	learn: 0.0400958	total: 801ms	remaining: 409ms
662:	learn: 0.0399947	total: 802ms	remaining: 407ms
663:	learn: 0.0398946	total: 803ms	remaining: 406ms
664:	learn: 0.0397448	total: 804ms	remaining: 405ms
665:	learn: 0.0396674	total: 805ms	remaining: 404ms
666:	learn: 0.0396356	total: 806ms	remaining: 402ms
667:	learn: 0.0395029	total: 807ms	remaining: 401ms
668:	learn: 0.0392915	total: 809ms	remaining: 400ms
669:	learn: 0.0389951	total: 810ms	remaining: 399ms
670:	learn: 0.0388625	total: 811ms	remaining: 398ms
671:	learn: 0.0387164	total: 813ms	remaining: 397ms
672:	learn: 0.0386366	total: 814ms	remaining: 396ms
673:	learn: 0.0385566	total: 815ms	remaining: 394ms
674:	learn: 0.0384368	total: 817ms	remaining: 393ms
675:	learn: 0.0383109	total: 818ms	remaining: 392ms
676:	learn: 0.0381512	total: 819ms	remaining: 391ms
677:	learn: 0.0380993	total: 820ms	remaining: 390ms
678:	learn: 0.0379584	total: 821ms	remaining: 388ms
679:	learn: 0.0378254	total: 823ms	remaining: 387ms
680:	learn: 0.0376394	total: 824ms	remaining: 386ms
681:	learn: 0.0374576	total: 825ms	remaining: 385ms
682:	learn: 0.0372144	total: 827ms	remaining: 384ms
683:	learn: 0.0371792	total: 828ms	remaining: 382ms
684:	learn: 0.0370162	total: 829ms	remaining: 381ms
685:	learn: 0.0369235	total: 830ms	remaining: 380ms
686:	learn: 0.0367852	total: 831ms	remaining: 379ms
687:	learn: 0.0366429	total: 833ms	remaining: 378ms
688:	learn: 0.0365371	total: 834ms	remaining: 376ms
689:	learn: 0.0363423	total: 835ms	remaining: 375ms
690:	learn: 0.0362833	total: 836ms	remaining: 374ms
691:	learn: 0.0362264	total: 838ms	remaining: 373ms
692:	learn: 0.0360407	total: 839ms	remaining: 372ms
693:	learn: 0.0359265	total: 841ms	remaining: 371ms
694:	learn: 0.0358662	total: 842ms	remaining: 369ms
695:	learn: 0.0357200	total: 843ms	remaining: 368ms
696:	learn: 0.0356860	total: 844ms	remaining: 367ms
697:	learn: 0.0354958	total: 846ms	remaining: 366ms
698:	learn: 0.0354355	total: 847ms	remaining: 365ms
699:	learn: 0.0354124	total: 848ms	remaining: 363ms
700:	learn: 0.0352579	total: 849ms	remaining: 362ms
701:	learn: 0.0352148	total: 850ms	remaining: 361ms
702:	learn: 0.0350941	total: 852ms	remaining: 360ms
703:	learn: 0.0350053	total: 853ms	remaining: 359ms
704:	learn: 0.0348927	total: 854ms	remaining: 358ms
705:	learn: 0.0347816	total: 856ms	remaining: 356ms
706:	learn: 0.0347616	total: 857ms	remaining: 355ms
707:	learn: 0.0347239	total: 858ms	remaining: 354ms
708:	learn: 0.0344767	total: 860ms	remaining: 353ms
709:	learn: 0.0342752	total: 861ms	remaining: 352ms
710:	learn: 0.0341578	total: 862ms	remaining: 350ms
711:	learn: 0.0339986	total: 863ms	remaining: 349ms
712:	learn: 0.0337925	total: 864ms	remaining: 348ms
713:	learn: 0.0337110	total: 866ms	remaining: 347ms
714:	learn: 0.0335743	total: 867ms	remaining: 346ms
715:	learn: 0.0334220	total: 868ms	remaining: 344ms
716:	learn: 0.0332426	total: 869ms	remaining: 343ms
717:	learn: 0.0331883	total: 870ms	remaining: 342ms
718:	learn: 0.0331137	total: 871ms	remaining: 341ms
719:	learn: 0.0329604	total: 872ms	remaining: 339ms
720:	learn: 0.0328939	total: 874ms	remaining: 338ms
721:	learn: 0.0328173	total: 875ms	remaining: 337ms
722:	learn: 0.0327115	total: 876ms	remaining: 335ms
723:	learn: 0.0326189	total: 877ms	remaining: 334ms
724:	learn: 0.0325689	total: 878ms	remaining: 333ms
725:	learn: 0.0325029	total: 880ms	remaining: 332ms
726:	learn: 0.0323615	total: 881ms	remaining: 331ms
727:	learn: 0.0322544	total: 882ms	remaining: 330ms
728:	learn: 0.0322065	total: 884ms	remaining: 329ms
729:	learn: 0.0321392	total: 885ms	remaining: 327ms
730:	learn: 0.0319934	total: 886ms	remaining: 326ms
731:	learn: 0.0318484	total: 888ms	remaining: 325ms
732:	learn: 0.0318165	total: 889ms	remaining: 324ms
733:	learn: 0.0316763	total: 890ms	remaining: 323ms
734:	learn: 0.0316185	total: 891ms	remaining: 321ms
735:	learn: 0.0314727	total: 893ms	remaining: 320ms
736:	learn: 0.0313490	total: 894ms	remaining: 319ms
737:	learn: 0.0313278	total: 895ms	remaining: 318ms
738:	learn: 0.0312536	total: 896ms	remaining: 316ms
739:	learn: 0.0311314	total: 897ms	remaining: 315ms
740:	learn: 0.0311161	total: 898ms	remaining: 314ms
741:	learn: 0.0310803	total: 899ms	remaining: 313ms
742:	learn: 0.0310324	total: 900ms	remaining: 311ms
743:	learn: 0.0309739	total: 901ms	remaining: 310ms
744:	learn: 0.0309146	total: 902ms	remaining: 309ms
745:	learn: 0.0308229	total: 903ms	remaining: 308ms
746:	learn: 0.0307252	total: 904ms	remaining: 306ms
747:	learn: 0.0306400	total: 906ms	remaining: 305ms
748:	learn: 0.0304862	total: 907ms	remaining: 304ms
749:	learn: 0.0303451	total: 908ms	remaining: 303ms
750:	learn: 0.0303213	total: 909ms	remaining: 301ms
751:	learn: 0.0302434	total: 910ms	remaining: 300ms
752:	learn: 0.0301426	total: 911ms	remaining: 299ms
753:	learn: 0.0301083	total: 912ms	remaining: 298ms
754:	learn: 0.0300599	total: 913ms	remaining: 296ms
755:	learn: 0.0299807	total: 914ms	remaining: 295ms
756:	learn: 0.0299406	total: 915ms	remaining: 294ms
757:	learn: 0.0298646	total: 916ms	remaining: 293ms
758:	learn: 0.0298480	total: 917ms	remaining: 291ms
759:	learn: 0.0297948	total: 918ms	remaining: 290ms
760:	learn: 0.0297174	total: 919ms	remaining: 289ms
761:	learn: 0.0295362	total: 920ms	remaining: 287ms
762:	learn: 0.0294262	total: 921ms	remaining: 286ms
763:	learn: 0.0293562	total: 922ms	remaining: 285ms
764:	learn: 0.0293097	total: 924ms	remaining: 284ms
765:	learn: 0.0291954	total: 925ms	remaining: 282ms
766:	learn: 0.0290909	total: 926ms	remaining: 281ms
767:	learn: 0.0289890	total: 927ms	remaining: 280ms
768:	learn: 0.0289235	total: 928ms	remaining: 279ms
769:	learn: 0.0288480	total: 929ms	remaining: 277ms
770:	learn: 0.0286388	total: 930ms	remaining: 276ms
771:	learn: 0.0285549	total: 931ms	remaining: 275ms
772:	learn: 0.0284840	total: 932ms	remaining: 274ms
773:	learn: 0.0284239	total: 933ms	remaining: 273ms
774:	learn: 0.0283091	total: 934ms	remaining: 271ms
775:	learn: 0.0282001	total: 935ms	remaining: 270ms
776:	learn: 0.0281672	total: 936ms	remaining: 269ms
777:	learn: 0.0281401	total: 937ms	remaining: 268ms
778:	learn: 0.0281290	total: 939ms	remaining: 266ms
779:	learn: 0.0281045	total: 940ms	remaining: 265ms
780:	learn: 0.0280129	total: 941ms	remaining: 264ms
781:	learn: 0.0279088	total: 942ms	remaining: 262ms
782:	learn: 0.0278127	total: 943ms	remaining: 261ms
783:	learn: 0.0277970	total: 944ms	remaining: 260ms
784:	learn: 0.0277491	total: 945ms	remaining: 259ms
785:	learn: 0.0275263	total: 946ms	remaining: 258ms
786:	learn: 0.0274341	total: 947ms	remaining: 256ms
787:	learn: 0.0273308	total: 948ms	remaining: 255ms
788:	learn: 0.0272228	total: 949ms	remaining: 254ms
789:	learn: 0.0270248	total: 950ms	remaining: 253ms
790:	learn: 0.0269532	total: 951ms	remaining: 251ms
791:	learn: 0.0268845	total: 952ms	remaining: 250ms
792:	learn: 0.0267365	total: 953ms	remaining: 249ms
793:	learn: 0.0267025	total: 954ms	remaining: 248ms
794:	learn: 0.0266818	total: 956ms	remaining: 246ms
795:	learn: 0.0265754	total: 957ms	remaining: 245ms
796:	learn: 0.0264125	total: 959ms	remaining: 244ms
797:	learn: 0.0262763	total: 960ms	remaining: 243ms
798:	learn: 0.0261252	total: 962ms	remaining: 242ms
799:	learn: 0.0260508	total: 963ms	remaining: 241ms
800:	learn: 0.0258552	total: 964ms	remaining: 240ms
801:	learn: 0.0257852	total: 965ms	remaining: 238ms
802:	learn: 0.0256696	total: 966ms	remaining: 237ms
803:	learn: 0.0255433	total: 968ms	remaining: 236ms
804:	learn: 0.0254890	total: 969ms	remaining: 235ms
805:	learn: 0.0253591	total: 970ms	remaining: 233ms
806:	learn: 0.0252335	total: 971ms	remaining: 232ms
807:	learn: 0.0251532	total: 973ms	remaining: 231ms
808:	learn: 0.0250044	total: 974ms	remaining: 230ms
809:	learn: 0.0249345	total: 975ms	remaining: 229ms
810:	learn: 0.0248360	total: 977ms	remaining: 228ms
811:	learn: 0.0247983	total: 978ms	remaining: 226ms
812:	learn: 0.0246717	total: 980ms	remaining: 225ms
813:	learn: 0.0246035	total: 981ms	remaining: 224ms
814:	learn: 0.0245313	total: 982ms	remaining: 223ms
815:	learn: 0.0244874	total: 984ms	remaining: 222ms
816:	learn: 0.0244090	total: 986ms	remaining: 221ms
817:	learn: 0.0243736	total: 987ms	remaining: 220ms
818:	learn: 0.0242039	total: 988ms	remaining: 218ms
819:	learn: 0.0241129	total: 989ms	remaining: 217ms
820:	learn: 0.0240434	total: 990ms	remaining: 216ms
821:	learn: 0.0239329	total: 992ms	remaining: 215ms
822:	learn: 0.0237862	total: 993ms	remaining: 214ms
823:	learn: 0.0236700	total: 994ms	remaining: 212ms
824:	learn: 0.0236182	total: 995ms	remaining: 211ms
825:	learn: 0.0235892	total: 996ms	remaining: 210ms
826:	learn: 0.0235584	total: 998ms	remaining: 209ms
827:	learn: 0.0235506	total: 999ms	remaining: 208ms
828:	learn: 0.0234616	total: 1s	remaining: 206ms
829:	learn: 0.0234224	total: 1s	remaining: 205ms
830:	learn: 0.0233895	total: 1s	remaining: 204ms
831:	learn: 0.0233282	total: 1s	remaining: 203ms
832:	learn: 0.0231818	total: 1s	remaining: 202ms
833:	learn: 0.0230308	total: 1.01s	remaining: 200ms
834:	learn: 0.0229966	total: 1.01s	remaining: 199ms
835:	learn: 0.0229398	total: 1.01s	remaining: 198ms
836:	learn: 0.0228448	total: 1.01s	remaining: 197ms
837:	learn: 0.0228062	total: 1.01s	remaining: 196ms
838:	learn: 0.0227513	total: 1.01s	remaining: 194ms
839:	learn: 0.0226467	total: 1.01s	remaining: 193ms
840:	learn: 0.0225843	total: 1.01s	remaining: 192ms
841:	learn: 0.0225282	total: 1.02s	remaining: 191ms
842:	learn: 0.0225201	total: 1.02s	remaining: 189ms
843:	learn: 0.0224736	total: 1.02s	remaining: 188ms
844:	learn: 0.0223739	total: 1.02s	remaining: 187ms
845:	learn: 0.0223084	total: 1.02s	remaining: 186ms
846:	learn: 0.0222790	total: 1.02s	remaining: 184ms
847:	learn: 0.0222430	total: 1.02s	remaining: 183ms
848:	learn: 0.0222176	total: 1.02s	remaining: 182ms
849:	learn: 0.0221888	total: 1.02s	remaining: 181ms
850:	learn: 0.0221595	total: 1.02s	remaining: 180ms
851:	learn: 0.0221005	total: 1.03s	remaining: 178ms
852:	learn: 0.0220468	total: 1.03s	remaining: 177ms
853:	learn: 0.0220078	total: 1.03s	remaining: 176ms
854:	learn: 0.0219434	total: 1.03s	remaining: 175ms
855:	learn: 0.0218447	total: 1.03s	remaining: 174ms
856:	learn: 0.0217828	total: 1.03s	remaining: 172ms
857:	learn: 0.0217489	total: 1.03s	remaining: 171ms
858:	learn: 0.0217438	total: 1.03s	remaining: 170ms
859:	learn: 0.0216918	total: 1.03s	remaining: 169ms
860:	learn: 0.0215864	total: 1.04s	remaining: 167ms
861:	learn: 0.0214845	total: 1.04s	remaining: 166ms
862:	learn: 0.0214039	total: 1.04s	remaining: 165ms
863:	learn: 0.0213064	total: 1.04s	remaining: 164ms
864:	learn: 0.0212643	total: 1.04s	remaining: 163ms
865:	learn: 0.0211611	total: 1.04s	remaining: 161ms
866:	learn: 0.0209956	total: 1.04s	remaining: 160ms
867:	learn: 0.0209556	total: 1.04s	remaining: 159ms
868:	learn: 0.0209057	total: 1.04s	remaining: 158ms
869:	learn: 0.0208661	total: 1.05s	remaining: 156ms
870:	learn: 0.0208405	total: 1.05s	remaining: 155ms
871:	learn: 0.0207963	total: 1.05s	remaining: 154ms
872:	learn: 0.0207705	total: 1.05s	remaining: 153ms
873:	learn: 0.0206727	total: 1.05s	remaining: 151ms
874:	learn: 0.0206234	total: 1.05s	remaining: 150ms
875:	learn: 0.0205553	total: 1.05s	remaining: 149ms
876:	learn: 0.0204702	total: 1.05s	remaining: 148ms
877:	learn: 0.0204653	total: 1.05s	remaining: 147ms
878:	learn: 0.0203922	total: 1.05s	remaining: 145ms
879:	learn: 0.0202696	total: 1.06s	remaining: 144ms
880:	learn: 0.0202646	total: 1.06s	remaining: 143ms
881:	learn: 0.0201549	total: 1.06s	remaining: 142ms
882:	learn: 0.0200696	total: 1.06s	remaining: 141ms
883:	learn: 0.0200462	total: 1.06s	remaining: 139ms
884:	learn: 0.0199764	total: 1.06s	remaining: 138ms
885:	learn: 0.0198938	total: 1.06s	remaining: 137ms
886:	learn: 0.0198031	total: 1.06s	remaining: 136ms
887:	learn: 0.0197393	total: 1.06s	remaining: 134ms
888:	learn: 0.0195936	total: 1.07s	remaining: 133ms
889:	learn: 0.0194872	total: 1.07s	remaining: 132ms
890:	learn: 0.0194308	total: 1.07s	remaining: 131ms
891:	learn: 0.0193881	total: 1.07s	remaining: 130ms
892:	learn: 0.0193329	total: 1.07s	remaining: 128ms
893:	learn: 0.0192912	total: 1.07s	remaining: 127ms
894:	learn: 0.0192847	total: 1.07s	remaining: 126ms
895:	learn: 0.0191945	total: 1.07s	remaining: 125ms
896:	learn: 0.0191535	total: 1.07s	remaining: 124ms
897:	learn: 0.0190523	total: 1.08s	remaining: 122ms
898:	learn: 0.0189398	total: 1.08s	remaining: 121ms
899:	learn: 0.0188608	total: 1.08s	remaining: 120ms
900:	learn: 0.0188338	total: 1.08s	remaining: 119ms
901:	learn: 0.0187863	total: 1.08s	remaining: 118ms
902:	learn: 0.0187483	total: 1.08s	remaining: 116ms
903:	learn: 0.0186299	total: 1.08s	remaining: 115ms
904:	learn: 0.0185738	total: 1.08s	remaining: 114ms
905:	learn: 0.0185097	total: 1.08s	remaining: 113ms
906:	learn: 0.0184937	total: 1.09s	remaining: 111ms
907:	learn: 0.0184186	total: 1.09s	remaining: 110ms
908:	learn: 0.0183991	total: 1.09s	remaining: 109ms
909:	learn: 0.0183757	total: 1.09s	remaining: 108ms
910:	learn: 0.0183255	total: 1.09s	remaining: 107ms
911:	learn: 0.0183044	total: 1.09s	remaining: 105ms
912:	learn: 0.0182487	total: 1.09s	remaining: 104ms
913:	learn: 0.0181456	total: 1.09s	remaining: 103ms
914:	learn: 0.0180852	total: 1.09s	remaining: 102ms
915:	learn: 0.0179486	total: 1.1s	remaining: 101ms
916:	learn: 0.0179116	total: 1.1s	remaining: 99.4ms
917:	learn: 0.0178848	total: 1.1s	remaining: 98.2ms
918:	learn: 0.0178454	total: 1.1s	remaining: 96.9ms
919:	learn: 0.0177640	total: 1.1s	remaining: 95.7ms
920:	learn: 0.0176506	total: 1.1s	remaining: 94.5ms
921:	learn: 0.0176317	total: 1.1s	remaining: 93.3ms
922:	learn: 0.0175947	total: 1.1s	remaining: 92.1ms
923:	learn: 0.0175266	total: 1.1s	remaining: 90.9ms
924:	learn: 0.0174834	total: 1.1s	remaining: 89.7ms
925:	learn: 0.0173633	total: 1.11s	remaining: 88.5ms
926:	learn: 0.0172531	total: 1.11s	remaining: 87.3ms
927:	learn: 0.0172177	total: 1.11s	remaining: 86.1ms
928:	learn: 0.0171874	total: 1.11s	remaining: 85ms
929:	learn: 0.0170805	total: 1.11s	remaining: 83.8ms
930:	learn: 0.0170370	total: 1.11s	remaining: 82.6ms
931:	learn: 0.0169757	total: 1.11s	remaining: 81.4ms
932:	learn: 0.0168728	total: 1.12s	remaining: 80.2ms
933:	learn: 0.0168359	total: 1.12s	remaining: 79ms
934:	learn: 0.0167922	total: 1.12s	remaining: 77.8ms
935:	learn: 0.0167332	total: 1.12s	remaining: 76.6ms
936:	learn: 0.0166262	total: 1.12s	remaining: 75.5ms
937:	learn: 0.0165535	total: 1.12s	remaining: 74.3ms
938:	learn: 0.0164898	total: 1.13s	remaining: 73.1ms
939:	learn: 0.0163876	total: 1.13s	remaining: 71.9ms
940:	learn: 0.0163476	total: 1.13s	remaining: 70.7ms
941:	learn: 0.0163237	total: 1.13s	remaining: 69.5ms
942:	learn: 0.0162333	total: 1.13s	remaining: 68.3ms
943:	learn: 0.0162012	total: 1.13s	remaining: 67.1ms
944:	learn: 0.0161860	total: 1.13s	remaining: 65.9ms
945:	learn: 0.0160749	total: 1.13s	remaining: 64.7ms
946:	learn: 0.0160656	total: 1.14s	remaining: 63.6ms
947:	learn: 0.0160208	total: 1.14s	remaining: 62.4ms
948:	learn: 0.0159571	total: 1.14s	remaining: 61.2ms
949:	learn: 0.0159262	total: 1.14s	remaining: 60ms
950:	learn: 0.0157644	total: 1.14s	remaining: 58.8ms
951:	learn: 0.0157382	total: 1.14s	remaining: 57.6ms
952:	learn: 0.0156671	total: 1.14s	remaining: 56.4ms
953:	learn: 0.0155947	total: 1.14s	remaining: 55.2ms
954:	learn: 0.0155832	total: 1.15s	remaining: 54ms
955:	learn: 0.0155619	total: 1.15s	remaining: 52.8ms
956:	learn: 0.0155046	total: 1.15s	remaining: 51.6ms
957:	learn: 0.0154827	total: 1.15s	remaining: 50.4ms
958:	learn: 0.0154189	total: 1.15s	remaining: 49.2ms
959:	learn: 0.0153645	total: 1.15s	remaining: 48ms
960:	learn: 0.0153451	total: 1.15s	remaining: 46.8ms
961:	learn: 0.0153296	total: 1.15s	remaining: 45.6ms
962:	learn: 0.0153012	total: 1.16s	remaining: 44.4ms
963:	learn: 0.0152398	total: 1.16s	remaining: 43.2ms
964:	learn: 0.0152246	total: 1.16s	remaining: 42ms
965:	learn: 0.0151722	total: 1.16s	remaining: 40.8ms
966:	learn: 0.0151070	total: 1.16s	remaining: 39.6ms
967:	learn: 0.0150893	total: 1.16s	remaining: 38.5ms
968:	learn: 0.0150356	total: 1.17s	remaining: 37.3ms
969:	learn: 0.0149866	total: 1.17s	remaining: 36.1ms
970:	learn: 0.0149668	total: 1.17s	remaining: 34.9ms
971:	learn: 0.0149310	total: 1.17s	remaining: 33.7ms
972:	learn: 0.0149153	total: 1.17s	remaining: 32.5ms
973:	learn: 0.0148683	total: 1.17s	remaining: 31.3ms
974:	learn: 0.0148572	total: 1.17s	remaining: 30.1ms
975:	learn: 0.0147902	total: 1.17s	remaining: 28.8ms
976:	learn: 0.0147272	total: 1.17s	remaining: 27.6ms
977:	learn: 0.0146559	total: 1.18s	remaining: 26.5ms
978:	learn: 0.0146520	total: 1.18s	remaining: 25.3ms
979:	learn: 0.0146399	total: 1.18s	remaining: 24ms
980:	learn: 0.0145819	total: 1.18s	remaining: 22.8ms
981:	learn: 0.0145659	total: 1.18s	remaining: 21.6ms
982:	learn: 0.0145503	total: 1.18s	remaining: 20.4ms
983:	learn: 0.0144839	total: 1.18s	remaining: 19.2ms
984:	learn: 0.0144648	total: 1.18s	remaining: 18ms
985:	learn: 0.0144212	total: 1.18s	remaining: 16.8ms
986:	learn: 0.0143356	total: 1.19s	remaining: 15.6ms
987:	learn: 0.0142607	total: 1.19s	remaining: 14.4ms
988:	learn: 0.0142537	total: 1.19s	remaining: 13.2ms
989:	learn: 0.0141721	total: 1.19s	remaining: 12ms
990:	learn: 0.0141394	total: 1.19s	remaining: 10.8ms
991:	learn: 0.0141136	total: 1.19s	remaining: 9.62ms
992:	learn: 0.0140776	total: 1.19s	remaining: 8.41ms
993:	learn: 0.0140198	total: 1.19s	remaining: 7.21ms
994:	learn: 0.0139891	total: 1.2s	remaining: 6.01ms
995:	learn: 0.0139708	total: 1.2s	remaining: 4.81ms
996:	learn: 0.0139562	total: 1.2s	remaining: 3.6ms
997:	learn: 0.0139478	total: 1.2s	remaining: 2.4ms
998:	learn: 0.0139274	total: 1.2s	remaining: 1.2ms
999:	learn: 0.0138642	total: 1.2s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=9, depth=4, total=   1.8s
[CV] learning_rate=0.1, l2_leaf_reg=9, depth=4 .......................
0:	learn: 0.8350334	total: 1.41ms	remaining: 1.41s
1:	learn: 0.8033841	total: 2.53ms	remaining: 1.26s
2:	learn: 0.7710716	total: 3.58ms	remaining: 1.19s
3:	learn: 0.7424684	total: 4.76ms	remaining: 1.19s
4:	learn: 0.7128318	total: 5.95ms	remaining: 1.18s
5:	learn: 0.6882890	total: 7.03ms	remaining: 1.16s
6:	learn: 0.6651624	total: 8.09ms	remaining: 1.15s
7:	learn: 0.6465884	total: 9.18ms	remaining: 1.14s
8:	learn: 0.6253072	total: 10.8ms	remaining: 1.19s
9:	learn: 0.6067286	total: 11.8ms	remaining: 1.17s
10:	learn: 0.5923583	total: 12.9ms	remaining: 1.16s
11:	learn: 0.5744716	total: 14ms	remaining: 1.15s
12:	learn: 0.5637465	total: 15ms	remaining: 1.14s
13:	learn: 0.5504937	total: 16ms	remaining: 1.13s
14:	learn: 0.5369497	total: 17ms	remaining: 1.12s
15:	learn: 0.5284776	total: 18ms	remaining: 1.11s
16:	learn: 0.5178839	total: 19.2ms	remaining: 1.11s
17:	learn: 0.5062015	total: 20.2ms	remaining: 1.1s
18:	learn: 0.4990038	total: 21.3ms	remaining: 1.1s
19:	learn: 0.4874286	total: 22.4ms	remaining: 1.1s
20:	learn: 0.4817909	total: 24.1ms	remaining: 1.12s
21:	learn: 0.4734986	total: 25.1ms	remaining: 1.12s
22:	learn: 0.4670263	total: 26.2ms	remaining: 1.11s
23:	learn: 0.4619311	total: 27.3ms	remaining: 1.11s
24:	learn: 0.4563607	total: 28.4ms	remaining: 1.1s
25:	learn: 0.4496755	total: 29.4ms	remaining: 1.1s
26:	learn: 0.4455605	total: 30.5ms	remaining: 1.1s
27:	learn: 0.4407282	total: 31.5ms	remaining: 1.09s
28:	learn: 0.4372150	total: 32.7ms	remaining: 1.09s
29:	learn: 0.4336026	total: 33.7ms	remaining: 1.09s
30:	learn: 0.4299049	total: 34.8ms	remaining: 1.09s
31:	learn: 0.4285065	total: 35.8ms	remaining: 1.08s
32:	learn: 0.4249920	total: 37.5ms	remaining: 1.1s
33:	learn: 0.4217081	total: 38.8ms	remaining: 1.1s
34:	learn: 0.4185536	total: 39.9ms	remaining: 1.1s
35:	learn: 0.4175832	total: 40.9ms	remaining: 1.09s
36:	learn: 0.4169894	total: 42ms	remaining: 1.09s
37:	learn: 0.4154293	total: 43ms	remaining: 1.09s
38:	learn: 0.4133048	total: 44.1ms	remaining: 1.08s
39:	learn: 0.4127073	total: 44.8ms	remaining: 1.07s
40:	learn: 0.4107634	total: 45.8ms	remaining: 1.07s
41:	learn: 0.4097012	total: 46.8ms	remaining: 1.07s
42:	learn: 0.4086026	total: 47.9ms	remaining: 1.06s
43:	learn: 0.4079055	total: 48.8ms	remaining: 1.06s
44:	learn: 0.4072264	total: 49.9ms	remaining: 1.06s
45:	learn: 0.4040126	total: 51.3ms	remaining: 1.06s
46:	learn: 0.4029122	total: 52.4ms	remaining: 1.06s
47:	learn: 0.4023746	total: 53.4ms	remaining: 1.06s
48:	learn: 0.3990069	total: 54.4ms	remaining: 1.05s
49:	learn: 0.3967453	total: 55.4ms	remaining: 1.05s
50:	learn: 0.3963030	total: 56.4ms	remaining: 1.05s
51:	learn: 0.3958689	total: 57.4ms	remaining: 1.05s
52:	learn: 0.3954064	total: 58.4ms	remaining: 1.04s
53:	learn: 0.3946332	total: 59.4ms	remaining: 1.04s
54:	learn: 0.3930570	total: 60.4ms	remaining: 1.04s
55:	learn: 0.3916151	total: 61.4ms	remaining: 1.03s
56:	learn: 0.3909975	total: 62.4ms	remaining: 1.03s
57:	learn: 0.3903452	total: 64ms	remaining: 1.04s
58:	learn: 0.3898984	total: 65ms	remaining: 1.04s
59:	learn: 0.3894014	total: 66ms	remaining: 1.03s
60:	learn: 0.3882558	total: 67ms	remaining: 1.03s
61:	learn: 0.3878744	total: 68ms	remaining: 1.03s
62:	learn: 0.3870171	total: 68.9ms	remaining: 1.02s
63:	learn: 0.3865970	total: 69.9ms	remaining: 1.02s
64:	learn: 0.3853124	total: 71ms	remaining: 1.02s
65:	learn: 0.3825983	total: 72.1ms	remaining: 1.02s
66:	learn: 0.3820677	total: 73ms	remaining: 1.02s
67:	learn: 0.3816518	total: 74ms	remaining: 1.01s
68:	learn: 0.3812811	total: 75ms	remaining: 1.01s
69:	learn: 0.3808474	total: 76ms	remaining: 1.01s
70:	learn: 0.3804271	total: 77.6ms	remaining: 1.01s
71:	learn: 0.3800337	total: 78.6ms	remaining: 1.01s
72:	learn: 0.3790123	total: 79.6ms	remaining: 1.01s
73:	learn: 0.3777565	total: 80.6ms	remaining: 1.01s
74:	learn: 0.3768515	total: 81.6ms	remaining: 1.01s
75:	learn: 0.3755039	total: 82.6ms	remaining: 1s
76:	learn: 0.3751026	total: 83.6ms	remaining: 1s
77:	learn: 0.3741907	total: 84.6ms	remaining: 999ms
78:	learn: 0.3733700	total: 85.5ms	remaining: 997ms
79:	learn: 0.3721916	total: 86.6ms	remaining: 995ms
80:	learn: 0.3709631	total: 87.5ms	remaining: 993ms
81:	learn: 0.3695346	total: 88.5ms	remaining: 991ms
82:	learn: 0.3684417	total: 89.5ms	remaining: 989ms
83:	learn: 0.3677973	total: 91.2ms	remaining: 995ms
84:	learn: 0.3663258	total: 92.2ms	remaining: 992ms
85:	learn: 0.3639795	total: 93.3ms	remaining: 992ms
86:	learn: 0.3629433	total: 94.3ms	remaining: 990ms
87:	learn: 0.3579477	total: 95.3ms	remaining: 988ms
88:	learn: 0.3562651	total: 96.3ms	remaining: 986ms
89:	learn: 0.3559132	total: 97.8ms	remaining: 989ms
90:	learn: 0.3551577	total: 98.9ms	remaining: 988ms
91:	learn: 0.3538883	total: 99.9ms	remaining: 986ms
92:	learn: 0.3526580	total: 101ms	remaining: 984ms
93:	learn: 0.3516661	total: 102ms	remaining: 982ms
94:	learn: 0.3504831	total: 103ms	remaining: 981ms
95:	learn: 0.3474236	total: 105ms	remaining: 985ms
96:	learn: 0.3442495	total: 106ms	remaining: 984ms
97:	learn: 0.3415434	total: 107ms	remaining: 982ms
98:	learn: 0.3405857	total: 108ms	remaining: 981ms
99:	learn: 0.3389787	total: 109ms	remaining: 980ms
100:	learn: 0.3348833	total: 110ms	remaining: 978ms
101:	learn: 0.3343060	total: 111ms	remaining: 976ms
102:	learn: 0.3337676	total: 112ms	remaining: 974ms
103:	learn: 0.3325026	total: 113ms	remaining: 973ms
104:	learn: 0.3310745	total: 114ms	remaining: 971ms
105:	learn: 0.3304149	total: 115ms	remaining: 969ms
106:	learn: 0.3295431	total: 116ms	remaining: 967ms
107:	learn: 0.3291836	total: 117ms	remaining: 965ms
108:	learn: 0.3284732	total: 118ms	remaining: 966ms
109:	learn: 0.3281250	total: 120ms	remaining: 968ms
110:	learn: 0.3274839	total: 121ms	remaining: 969ms
111:	learn: 0.3271130	total: 122ms	remaining: 970ms
112:	learn: 0.3265605	total: 124ms	remaining: 970ms
113:	learn: 0.3257007	total: 125ms	remaining: 969ms
114:	learn: 0.3248579	total: 126ms	remaining: 969ms
115:	learn: 0.3242702	total: 127ms	remaining: 968ms
116:	learn: 0.3235165	total: 128ms	remaining: 968ms
117:	learn: 0.3231639	total: 129ms	remaining: 967ms
118:	learn: 0.3210015	total: 131ms	remaining: 973ms
119:	learn: 0.3203218	total: 133ms	remaining: 972ms
120:	learn: 0.3195427	total: 134ms	remaining: 972ms
121:	learn: 0.3170579	total: 135ms	remaining: 971ms
122:	learn: 0.3132050	total: 136ms	remaining: 971ms
123:	learn: 0.3124046	total: 138ms	remaining: 972ms
124:	learn: 0.3097606	total: 139ms	remaining: 971ms
125:	learn: 0.3085235	total: 140ms	remaining: 971ms
126:	learn: 0.3081399	total: 141ms	remaining: 970ms
127:	learn: 0.3077368	total: 142ms	remaining: 970ms
128:	learn: 0.3071364	total: 144ms	remaining: 971ms
129:	learn: 0.3049136	total: 145ms	remaining: 971ms
130:	learn: 0.3019974	total: 146ms	remaining: 970ms
131:	learn: 0.2993261	total: 147ms	remaining: 970ms
132:	learn: 0.2985684	total: 149ms	remaining: 969ms
133:	learn: 0.2980815	total: 150ms	remaining: 968ms
134:	learn: 0.2977292	total: 151ms	remaining: 967ms
135:	learn: 0.2958304	total: 152ms	remaining: 967ms
136:	learn: 0.2954984	total: 153ms	remaining: 966ms
137:	learn: 0.2939335	total: 154ms	remaining: 965ms
138:	learn: 0.2935900	total: 156ms	remaining: 964ms
139:	learn: 0.2931996	total: 157ms	remaining: 967ms
140:	learn: 0.2924577	total: 159ms	remaining: 966ms
141:	learn: 0.2917771	total: 160ms	remaining: 965ms
142:	learn: 0.2910735	total: 161ms	remaining: 965ms
143:	learn: 0.2899010	total: 162ms	remaining: 964ms
144:	learn: 0.2875173	total: 163ms	remaining: 963ms
145:	learn: 0.2870859	total: 164ms	remaining: 962ms
146:	learn: 0.2848417	total: 166ms	remaining: 961ms
147:	learn: 0.2843873	total: 167ms	remaining: 960ms
148:	learn: 0.2836267	total: 168ms	remaining: 960ms
149:	learn: 0.2829687	total: 169ms	remaining: 959ms
150:	learn: 0.2827801	total: 172ms	remaining: 965ms
151:	learn: 0.2823719	total: 173ms	remaining: 963ms
152:	learn: 0.2799036	total: 174ms	remaining: 961ms
153:	learn: 0.2775284	total: 175ms	remaining: 959ms
154:	learn: 0.2768865	total: 176ms	remaining: 958ms
155:	learn: 0.2761672	total: 177ms	remaining: 956ms
156:	learn: 0.2754600	total: 178ms	remaining: 954ms
157:	learn: 0.2738364	total: 179ms	remaining: 952ms
158:	learn: 0.2723956	total: 180ms	remaining: 950ms
159:	learn: 0.2713528	total: 181ms	remaining: 948ms
160:	learn: 0.2707499	total: 182ms	remaining: 947ms
161:	learn: 0.2685513	total: 183ms	remaining: 945ms
162:	learn: 0.2670920	total: 185ms	remaining: 951ms
163:	learn: 0.2663140	total: 186ms	remaining: 949ms
164:	learn: 0.2654399	total: 187ms	remaining: 948ms
165:	learn: 0.2643431	total: 188ms	remaining: 946ms
166:	learn: 0.2641727	total: 189ms	remaining: 944ms
167:	learn: 0.2635938	total: 190ms	remaining: 942ms
168:	learn: 0.2631627	total: 191ms	remaining: 940ms
169:	learn: 0.2620820	total: 192ms	remaining: 938ms
170:	learn: 0.2608645	total: 193ms	remaining: 937ms
171:	learn: 0.2601628	total: 194ms	remaining: 935ms
172:	learn: 0.2567531	total: 195ms	remaining: 933ms
173:	learn: 0.2563116	total: 196ms	remaining: 932ms
174:	learn: 0.2557712	total: 198ms	remaining: 934ms
175:	learn: 0.2537199	total: 199ms	remaining: 932ms
176:	learn: 0.2510750	total: 200ms	remaining: 931ms
177:	learn: 0.2497606	total: 201ms	remaining: 929ms
178:	learn: 0.2492325	total: 202ms	remaining: 927ms
179:	learn: 0.2483270	total: 203ms	remaining: 926ms
180:	learn: 0.2466670	total: 204ms	remaining: 924ms
181:	learn: 0.2460622	total: 205ms	remaining: 923ms
182:	learn: 0.2453522	total: 206ms	remaining: 921ms
183:	learn: 0.2433964	total: 207ms	remaining: 919ms
184:	learn: 0.2423528	total: 208ms	remaining: 918ms
185:	learn: 0.2414349	total: 209ms	remaining: 916ms
186:	learn: 0.2395503	total: 211ms	remaining: 918ms
187:	learn: 0.2387651	total: 212ms	remaining: 916ms
188:	learn: 0.2373133	total: 213ms	remaining: 914ms
189:	learn: 0.2366683	total: 214ms	remaining: 913ms
190:	learn: 0.2358659	total: 215ms	remaining: 911ms
191:	learn: 0.2345031	total: 216ms	remaining: 909ms
192:	learn: 0.2341695	total: 217ms	remaining: 908ms
193:	learn: 0.2333774	total: 218ms	remaining: 906ms
194:	learn: 0.2327771	total: 219ms	remaining: 904ms
195:	learn: 0.2324819	total: 220ms	remaining: 903ms
196:	learn: 0.2307621	total: 221ms	remaining: 901ms
197:	learn: 0.2302889	total: 222ms	remaining: 899ms
198:	learn: 0.2298084	total: 223ms	remaining: 898ms
199:	learn: 0.2293685	total: 225ms	remaining: 899ms
200:	learn: 0.2289393	total: 226ms	remaining: 897ms
201:	learn: 0.2276665	total: 227ms	remaining: 896ms
202:	learn: 0.2261373	total: 228ms	remaining: 894ms
203:	learn: 0.2256969	total: 229ms	remaining: 892ms
204:	learn: 0.2245631	total: 230ms	remaining: 891ms
205:	learn: 0.2229422	total: 231ms	remaining: 890ms
206:	learn: 0.2210348	total: 232ms	remaining: 888ms
207:	learn: 0.2197584	total: 233ms	remaining: 886ms
208:	learn: 0.2194915	total: 234ms	remaining: 885ms
209:	learn: 0.2183674	total: 235ms	remaining: 883ms
210:	learn: 0.2171425	total: 236ms	remaining: 882ms
211:	learn: 0.2166588	total: 237ms	remaining: 880ms
212:	learn: 0.2153555	total: 238ms	remaining: 879ms
213:	learn: 0.2139168	total: 239ms	remaining: 878ms
214:	learn: 0.2128241	total: 240ms	remaining: 876ms
215:	learn: 0.2114071	total: 241ms	remaining: 874ms
216:	learn: 0.2102733	total: 242ms	remaining: 873ms
217:	learn: 0.2100111	total: 243ms	remaining: 871ms
218:	learn: 0.2098942	total: 244ms	remaining: 870ms
219:	learn: 0.2096402	total: 245ms	remaining: 868ms
220:	learn: 0.2090868	total: 246ms	remaining: 867ms
221:	learn: 0.2086964	total: 247ms	remaining: 865ms
222:	learn: 0.2083411	total: 248ms	remaining: 864ms
223:	learn: 0.2082299	total: 249ms	remaining: 862ms
224:	learn: 0.2079918	total: 251ms	remaining: 863ms
225:	learn: 0.2077718	total: 252ms	remaining: 862ms
226:	learn: 0.2062800	total: 253ms	remaining: 860ms
227:	learn: 0.2053249	total: 254ms	remaining: 858ms
228:	learn: 0.2049704	total: 255ms	remaining: 857ms
229:	learn: 0.2038699	total: 255ms	remaining: 855ms
230:	learn: 0.2026612	total: 256ms	remaining: 854ms
231:	learn: 0.2020699	total: 257ms	remaining: 852ms
232:	learn: 0.2017226	total: 258ms	remaining: 850ms
233:	learn: 0.2015054	total: 259ms	remaining: 848ms
234:	learn: 0.1998320	total: 260ms	remaining: 847ms
235:	learn: 0.1989283	total: 261ms	remaining: 845ms
236:	learn: 0.1988237	total: 262ms	remaining: 843ms
237:	learn: 0.1976659	total: 263ms	remaining: 842ms
238:	learn: 0.1965080	total: 265ms	remaining: 842ms
239:	learn: 0.1958847	total: 265ms	remaining: 841ms
240:	learn: 0.1948810	total: 266ms	remaining: 839ms
241:	learn: 0.1947818	total: 267ms	remaining: 837ms
242:	learn: 0.1944396	total: 268ms	remaining: 836ms
243:	learn: 0.1934838	total: 269ms	remaining: 834ms
244:	learn: 0.1921168	total: 271ms	remaining: 834ms
245:	learn: 0.1916669	total: 272ms	remaining: 833ms
246:	learn: 0.1904148	total: 273ms	remaining: 833ms
247:	learn: 0.1901282	total: 274ms	remaining: 832ms
248:	learn: 0.1888839	total: 275ms	remaining: 830ms
249:	learn: 0.1884092	total: 276ms	remaining: 829ms
250:	learn: 0.1877198	total: 278ms	remaining: 829ms
251:	learn: 0.1874169	total: 279ms	remaining: 828ms
252:	learn: 0.1871197	total: 280ms	remaining: 827ms
253:	learn: 0.1869420	total: 281ms	remaining: 825ms
254:	learn: 0.1859245	total: 282ms	remaining: 824ms
255:	learn: 0.1856104	total: 283ms	remaining: 823ms
256:	learn: 0.1846480	total: 284ms	remaining: 821ms
257:	learn: 0.1834558	total: 285ms	remaining: 820ms
258:	learn: 0.1833876	total: 286ms	remaining: 818ms
259:	learn: 0.1829856	total: 287ms	remaining: 817ms
260:	learn: 0.1820675	total: 288ms	remaining: 816ms
261:	learn: 0.1811221	total: 289ms	remaining: 815ms
262:	learn: 0.1810342	total: 291ms	remaining: 815ms
263:	learn: 0.1804875	total: 292ms	remaining: 813ms
264:	learn: 0.1799735	total: 293ms	remaining: 812ms
265:	learn: 0.1795964	total: 294ms	remaining: 811ms
266:	learn: 0.1795129	total: 295ms	remaining: 810ms
267:	learn: 0.1787048	total: 296ms	remaining: 808ms
268:	learn: 0.1782816	total: 297ms	remaining: 807ms
269:	learn: 0.1782016	total: 298ms	remaining: 805ms
270:	learn: 0.1780718	total: 299ms	remaining: 805ms
271:	learn: 0.1773304	total: 300ms	remaining: 804ms
272:	learn: 0.1765069	total: 301ms	remaining: 803ms
273:	learn: 0.1764303	total: 303ms	remaining: 802ms
274:	learn: 0.1759356	total: 304ms	remaining: 803ms
275:	learn: 0.1758615	total: 305ms	remaining: 801ms
276:	learn: 0.1757081	total: 307ms	remaining: 800ms
277:	learn: 0.1749860	total: 308ms	remaining: 799ms
278:	learn: 0.1742400	total: 309ms	remaining: 799ms
279:	learn: 0.1740986	total: 310ms	remaining: 798ms
280:	learn: 0.1728271	total: 311ms	remaining: 797ms
281:	learn: 0.1721401	total: 313ms	remaining: 796ms
282:	learn: 0.1710056	total: 314ms	remaining: 795ms
283:	learn: 0.1703682	total: 315ms	remaining: 794ms
284:	learn: 0.1702972	total: 316ms	remaining: 794ms
285:	learn: 0.1701617	total: 318ms	remaining: 795ms
286:	learn: 0.1700380	total: 320ms	remaining: 794ms
287:	learn: 0.1699026	total: 321ms	remaining: 793ms
288:	learn: 0.1692018	total: 322ms	remaining: 793ms
289:	learn: 0.1685289	total: 324ms	remaining: 793ms
290:	learn: 0.1677744	total: 325ms	remaining: 792ms
291:	learn: 0.1669332	total: 326ms	remaining: 791ms
292:	learn: 0.1668071	total: 327ms	remaining: 790ms
293:	learn: 0.1658964	total: 328ms	remaining: 789ms
294:	learn: 0.1647514	total: 330ms	remaining: 788ms
295:	learn: 0.1639477	total: 332ms	remaining: 789ms
296:	learn: 0.1632486	total: 333ms	remaining: 788ms
297:	learn: 0.1626371	total: 334ms	remaining: 786ms
298:	learn: 0.1618733	total: 335ms	remaining: 785ms
299:	learn: 0.1609711	total: 336ms	remaining: 784ms
300:	learn: 0.1598770	total: 337ms	remaining: 782ms
301:	learn: 0.1587262	total: 338ms	remaining: 781ms
302:	learn: 0.1585947	total: 339ms	remaining: 780ms
303:	learn: 0.1576000	total: 340ms	remaining: 778ms
304:	learn: 0.1569532	total: 341ms	remaining: 777ms
305:	learn: 0.1566421	total: 342ms	remaining: 775ms
306:	learn: 0.1563158	total: 343ms	remaining: 774ms
307:	learn: 0.1562305	total: 345ms	remaining: 775ms
308:	learn: 0.1551756	total: 346ms	remaining: 774ms
309:	learn: 0.1546717	total: 347ms	remaining: 772ms
310:	learn: 0.1541007	total: 348ms	remaining: 771ms
311:	learn: 0.1537251	total: 349ms	remaining: 770ms
312:	learn: 0.1534995	total: 350ms	remaining: 768ms
313:	learn: 0.1527353	total: 351ms	remaining: 767ms
314:	learn: 0.1520732	total: 352ms	remaining: 766ms
315:	learn: 0.1513730	total: 353ms	remaining: 765ms
316:	learn: 0.1505843	total: 354ms	remaining: 763ms
317:	learn: 0.1505253	total: 355ms	remaining: 762ms
318:	learn: 0.1503197	total: 356ms	remaining: 761ms
319:	learn: 0.1498768	total: 358ms	remaining: 761ms
320:	learn: 0.1490622	total: 359ms	remaining: 760ms
321:	learn: 0.1483640	total: 360ms	remaining: 758ms
322:	learn: 0.1477623	total: 361ms	remaining: 757ms
323:	learn: 0.1466740	total: 362ms	remaining: 755ms
324:	learn: 0.1466001	total: 363ms	remaining: 754ms
325:	learn: 0.1462845	total: 364ms	remaining: 752ms
326:	learn: 0.1458911	total: 365ms	remaining: 751ms
327:	learn: 0.1458125	total: 366ms	remaining: 749ms
328:	learn: 0.1453341	total: 366ms	remaining: 747ms
329:	learn: 0.1446345	total: 368ms	remaining: 746ms
330:	learn: 0.1432655	total: 369ms	remaining: 745ms
331:	learn: 0.1426623	total: 370ms	remaining: 744ms
332:	learn: 0.1422232	total: 372ms	remaining: 744ms
333:	learn: 0.1417392	total: 373ms	remaining: 743ms
334:	learn: 0.1411111	total: 374ms	remaining: 742ms
335:	learn: 0.1404914	total: 375ms	remaining: 741ms
336:	learn: 0.1399815	total: 376ms	remaining: 740ms
337:	learn: 0.1393988	total: 377ms	remaining: 738ms
338:	learn: 0.1387851	total: 378ms	remaining: 737ms
339:	learn: 0.1383423	total: 379ms	remaining: 736ms
340:	learn: 0.1376709	total: 380ms	remaining: 735ms
341:	learn: 0.1365813	total: 381ms	remaining: 733ms
342:	learn: 0.1356319	total: 382ms	remaining: 732ms
343:	learn: 0.1351114	total: 383ms	remaining: 731ms
344:	learn: 0.1341709	total: 385ms	remaining: 731ms
345:	learn: 0.1338480	total: 386ms	remaining: 730ms
346:	learn: 0.1334377	total: 387ms	remaining: 729ms
347:	learn: 0.1327104	total: 389ms	remaining: 728ms
348:	learn: 0.1321591	total: 390ms	remaining: 727ms
349:	learn: 0.1316527	total: 391ms	remaining: 726ms
350:	learn: 0.1311146	total: 392ms	remaining: 725ms
351:	learn: 0.1308822	total: 393ms	remaining: 723ms
352:	learn: 0.1304665	total: 394ms	remaining: 722ms
353:	learn: 0.1301641	total: 395ms	remaining: 721ms
354:	learn: 0.1296083	total: 396ms	remaining: 720ms
355:	learn: 0.1292056	total: 397ms	remaining: 718ms
356:	learn: 0.1288710	total: 398ms	remaining: 717ms
357:	learn: 0.1288183	total: 399ms	remaining: 716ms
358:	learn: 0.1284619	total: 400ms	remaining: 715ms
359:	learn: 0.1282385	total: 401ms	remaining: 714ms
360:	learn: 0.1274393	total: 402ms	remaining: 712ms
361:	learn: 0.1265700	total: 403ms	remaining: 711ms
362:	learn: 0.1261432	total: 404ms	remaining: 710ms
363:	learn: 0.1258092	total: 405ms	remaining: 708ms
364:	learn: 0.1252542	total: 407ms	remaining: 707ms
365:	learn: 0.1248037	total: 407ms	remaining: 706ms
366:	learn: 0.1242477	total: 408ms	remaining: 704ms
367:	learn: 0.1230383	total: 409ms	remaining: 703ms
368:	learn: 0.1226297	total: 410ms	remaining: 702ms
369:	learn: 0.1225552	total: 411ms	remaining: 701ms
370:	learn: 0.1220540	total: 412ms	remaining: 699ms
371:	learn: 0.1213268	total: 413ms	remaining: 698ms
372:	learn: 0.1208642	total: 414ms	remaining: 697ms
373:	learn: 0.1203196	total: 415ms	remaining: 695ms
374:	learn: 0.1197622	total: 416ms	remaining: 694ms
375:	learn: 0.1195358	total: 417ms	remaining: 693ms
376:	learn: 0.1191692	total: 418ms	remaining: 691ms
377:	learn: 0.1184897	total: 419ms	remaining: 690ms
378:	learn: 0.1179644	total: 421ms	remaining: 689ms
379:	learn: 0.1179236	total: 422ms	remaining: 689ms
380:	learn: 0.1174905	total: 423ms	remaining: 688ms
381:	learn: 0.1171915	total: 425ms	remaining: 688ms
382:	learn: 0.1163885	total: 426ms	remaining: 687ms
383:	learn: 0.1158307	total: 427ms	remaining: 686ms
384:	learn: 0.1151858	total: 429ms	remaining: 685ms
385:	learn: 0.1147822	total: 430ms	remaining: 684ms
386:	learn: 0.1143343	total: 431ms	remaining: 683ms
387:	learn: 0.1137551	total: 432ms	remaining: 682ms
388:	learn: 0.1132288	total: 434ms	remaining: 681ms
389:	learn: 0.1130104	total: 435ms	remaining: 680ms
390:	learn: 0.1127233	total: 436ms	remaining: 680ms
391:	learn: 0.1122583	total: 439ms	remaining: 680ms
392:	learn: 0.1119393	total: 440ms	remaining: 680ms
393:	learn: 0.1116570	total: 441ms	remaining: 679ms
394:	learn: 0.1113922	total: 443ms	remaining: 678ms
395:	learn: 0.1111823	total: 444ms	remaining: 678ms
396:	learn: 0.1102324	total: 445ms	remaining: 677ms
397:	learn: 0.1099214	total: 447ms	remaining: 676ms
398:	learn: 0.1092852	total: 448ms	remaining: 675ms
399:	learn: 0.1088314	total: 449ms	remaining: 674ms
400:	learn: 0.1087624	total: 450ms	remaining: 673ms
401:	learn: 0.1083177	total: 452ms	remaining: 672ms
402:	learn: 0.1079698	total: 453ms	remaining: 671ms
403:	learn: 0.1077778	total: 454ms	remaining: 670ms
404:	learn: 0.1071837	total: 455ms	remaining: 669ms
405:	learn: 0.1066485	total: 457ms	remaining: 668ms
406:	learn: 0.1065253	total: 458ms	remaining: 667ms
407:	learn: 0.1062094	total: 459ms	remaining: 666ms
408:	learn: 0.1060049	total: 460ms	remaining: 665ms
409:	learn: 0.1058477	total: 461ms	remaining: 664ms
410:	learn: 0.1056254	total: 463ms	remaining: 663ms
411:	learn: 0.1055371	total: 464ms	remaining: 663ms
412:	learn: 0.1052402	total: 466ms	remaining: 662ms
413:	learn: 0.1049248	total: 467ms	remaining: 661ms
414:	learn: 0.1041897	total: 468ms	remaining: 660ms
415:	learn: 0.1036614	total: 469ms	remaining: 659ms
416:	learn: 0.1033511	total: 470ms	remaining: 658ms
417:	learn: 0.1032711	total: 473ms	remaining: 659ms
418:	learn: 0.1026930	total: 474ms	remaining: 658ms
419:	learn: 0.1023479	total: 475ms	remaining: 657ms
420:	learn: 0.1015382	total: 477ms	remaining: 656ms
421:	learn: 0.1013416	total: 478ms	remaining: 655ms
422:	learn: 0.1006695	total: 479ms	remaining: 654ms
423:	learn: 0.1001917	total: 480ms	remaining: 653ms
424:	learn: 0.1001252	total: 481ms	remaining: 651ms
425:	learn: 0.1000706	total: 482ms	remaining: 650ms
426:	learn: 0.0993154	total: 483ms	remaining: 649ms
427:	learn: 0.0988850	total: 484ms	remaining: 647ms
428:	learn: 0.0987905	total: 485ms	remaining: 646ms
429:	learn: 0.0983294	total: 487ms	remaining: 645ms
430:	learn: 0.0981466	total: 487ms	remaining: 644ms
431:	learn: 0.0975911	total: 489ms	remaining: 642ms
432:	learn: 0.0971159	total: 490ms	remaining: 642ms
433:	learn: 0.0967714	total: 492ms	remaining: 641ms
434:	learn: 0.0961334	total: 493ms	remaining: 640ms
435:	learn: 0.0956438	total: 494ms	remaining: 639ms
436:	learn: 0.0951223	total: 495ms	remaining: 637ms
437:	learn: 0.0948120	total: 496ms	remaining: 636ms
438:	learn: 0.0944644	total: 497ms	remaining: 635ms
439:	learn: 0.0941130	total: 498ms	remaining: 634ms
440:	learn: 0.0939519	total: 499ms	remaining: 632ms
441:	learn: 0.0934842	total: 500ms	remaining: 631ms
442:	learn: 0.0934371	total: 501ms	remaining: 630ms
443:	learn: 0.0930836	total: 502ms	remaining: 629ms
444:	learn: 0.0927501	total: 504ms	remaining: 628ms
445:	learn: 0.0925081	total: 505ms	remaining: 627ms
446:	learn: 0.0920863	total: 506ms	remaining: 626ms
447:	learn: 0.0916544	total: 507ms	remaining: 624ms
448:	learn: 0.0912851	total: 508ms	remaining: 623ms
449:	learn: 0.0909123	total: 509ms	remaining: 622ms
450:	learn: 0.0906031	total: 510ms	remaining: 621ms
451:	learn: 0.0897852	total: 511ms	remaining: 619ms
452:	learn: 0.0894825	total: 512ms	remaining: 618ms
453:	learn: 0.0888112	total: 513ms	remaining: 617ms
454:	learn: 0.0881753	total: 514ms	remaining: 616ms
455:	learn: 0.0879965	total: 515ms	remaining: 615ms
456:	learn: 0.0878644	total: 517ms	remaining: 614ms
457:	learn: 0.0875058	total: 518ms	remaining: 613ms
458:	learn: 0.0871841	total: 519ms	remaining: 612ms
459:	learn: 0.0871129	total: 520ms	remaining: 611ms
460:	learn: 0.0868786	total: 521ms	remaining: 610ms
461:	learn: 0.0868239	total: 523ms	remaining: 609ms
462:	learn: 0.0864454	total: 524ms	remaining: 607ms
463:	learn: 0.0861813	total: 525ms	remaining: 606ms
464:	learn: 0.0859268	total: 526ms	remaining: 605ms
465:	learn: 0.0857596	total: 527ms	remaining: 604ms
466:	learn: 0.0854039	total: 528ms	remaining: 603ms
467:	learn: 0.0851620	total: 529ms	remaining: 601ms
468:	learn: 0.0849579	total: 530ms	remaining: 600ms
469:	learn: 0.0845900	total: 531ms	remaining: 599ms
470:	learn: 0.0842067	total: 532ms	remaining: 598ms
471:	learn: 0.0838943	total: 533ms	remaining: 597ms
472:	learn: 0.0836417	total: 534ms	remaining: 595ms
473:	learn: 0.0834852	total: 535ms	remaining: 594ms
474:	learn: 0.0831592	total: 536ms	remaining: 593ms
475:	learn: 0.0830294	total: 537ms	remaining: 592ms
476:	learn: 0.0829751	total: 538ms	remaining: 590ms
477:	learn: 0.0827782	total: 539ms	remaining: 589ms
478:	learn: 0.0823336	total: 541ms	remaining: 588ms
479:	learn: 0.0818812	total: 542ms	remaining: 587ms
480:	learn: 0.0815541	total: 543ms	remaining: 586ms
481:	learn: 0.0813294	total: 544ms	remaining: 585ms
482:	learn: 0.0809110	total: 545ms	remaining: 584ms
483:	learn: 0.0802984	total: 546ms	remaining: 582ms
484:	learn: 0.0801909	total: 547ms	remaining: 581ms
485:	learn: 0.0798418	total: 548ms	remaining: 580ms
486:	learn: 0.0794236	total: 549ms	remaining: 579ms
487:	learn: 0.0788967	total: 550ms	remaining: 577ms
488:	learn: 0.0785348	total: 551ms	remaining: 576ms
489:	learn: 0.0781768	total: 552ms	remaining: 575ms
490:	learn: 0.0780979	total: 553ms	remaining: 574ms
491:	learn: 0.0778768	total: 555ms	remaining: 573ms
492:	learn: 0.0775488	total: 556ms	remaining: 572ms
493:	learn: 0.0773413	total: 557ms	remaining: 571ms
494:	learn: 0.0772914	total: 558ms	remaining: 570ms
495:	learn: 0.0772440	total: 559ms	remaining: 568ms
496:	learn: 0.0771090	total: 560ms	remaining: 567ms
497:	learn: 0.0768533	total: 561ms	remaining: 566ms
498:	learn: 0.0765173	total: 562ms	remaining: 565ms
499:	learn: 0.0762050	total: 563ms	remaining: 563ms
500:	learn: 0.0758730	total: 564ms	remaining: 562ms
501:	learn: 0.0757659	total: 566ms	remaining: 561ms
502:	learn: 0.0752258	total: 567ms	remaining: 560ms
503:	learn: 0.0748875	total: 568ms	remaining: 559ms
504:	learn: 0.0746472	total: 570ms	remaining: 559ms
505:	learn: 0.0743638	total: 571ms	remaining: 558ms
506:	learn: 0.0741007	total: 572ms	remaining: 557ms
507:	learn: 0.0735642	total: 574ms	remaining: 556ms
508:	learn: 0.0733592	total: 575ms	remaining: 555ms
509:	learn: 0.0732227	total: 576ms	remaining: 553ms
510:	learn: 0.0728659	total: 578ms	remaining: 553ms
511:	learn: 0.0726889	total: 579ms	remaining: 552ms
512:	learn: 0.0723201	total: 580ms	remaining: 551ms
513:	learn: 0.0717980	total: 581ms	remaining: 550ms
514:	learn: 0.0716205	total: 583ms	remaining: 549ms
515:	learn: 0.0713545	total: 585ms	remaining: 548ms
516:	learn: 0.0711309	total: 586ms	remaining: 547ms
517:	learn: 0.0707992	total: 587ms	remaining: 546ms
518:	learn: 0.0705821	total: 588ms	remaining: 545ms
519:	learn: 0.0704207	total: 590ms	remaining: 544ms
520:	learn: 0.0701069	total: 591ms	remaining: 543ms
521:	learn: 0.0697233	total: 592ms	remaining: 542ms
522:	learn: 0.0693646	total: 593ms	remaining: 541ms
523:	learn: 0.0689662	total: 594ms	remaining: 540ms
524:	learn: 0.0687502	total: 596ms	remaining: 539ms
525:	learn: 0.0684027	total: 598ms	remaining: 539ms
526:	learn: 0.0682451	total: 599ms	remaining: 537ms
527:	learn: 0.0678436	total: 600ms	remaining: 536ms
528:	learn: 0.0675899	total: 601ms	remaining: 535ms
529:	learn: 0.0675640	total: 602ms	remaining: 534ms
530:	learn: 0.0673721	total: 603ms	remaining: 533ms
531:	learn: 0.0672503	total: 605ms	remaining: 532ms
532:	learn: 0.0670598	total: 606ms	remaining: 531ms
533:	learn: 0.0669963	total: 607ms	remaining: 530ms
534:	learn: 0.0668570	total: 608ms	remaining: 528ms
535:	learn: 0.0665586	total: 609ms	remaining: 527ms
536:	learn: 0.0664159	total: 611ms	remaining: 527ms
537:	learn: 0.0659993	total: 612ms	remaining: 526ms
538:	learn: 0.0657900	total: 613ms	remaining: 525ms
539:	learn: 0.0655135	total: 615ms	remaining: 524ms
540:	learn: 0.0650900	total: 616ms	remaining: 522ms
541:	learn: 0.0646880	total: 617ms	remaining: 521ms
542:	learn: 0.0644747	total: 618ms	remaining: 520ms
543:	learn: 0.0642282	total: 619ms	remaining: 519ms
544:	learn: 0.0639112	total: 621ms	remaining: 518ms
545:	learn: 0.0638740	total: 622ms	remaining: 517ms
546:	learn: 0.0638243	total: 624ms	remaining: 517ms
547:	learn: 0.0637569	total: 625ms	remaining: 516ms
548:	learn: 0.0635282	total: 627ms	remaining: 515ms
549:	learn: 0.0632908	total: 628ms	remaining: 514ms
550:	learn: 0.0630958	total: 629ms	remaining: 513ms
551:	learn: 0.0630515	total: 630ms	remaining: 511ms
552:	learn: 0.0627748	total: 631ms	remaining: 510ms
553:	learn: 0.0625914	total: 632ms	remaining: 509ms
554:	learn: 0.0624172	total: 633ms	remaining: 508ms
555:	learn: 0.0623792	total: 634ms	remaining: 506ms
556:	learn: 0.0618507	total: 635ms	remaining: 505ms
557:	learn: 0.0618062	total: 636ms	remaining: 504ms
558:	learn: 0.0617760	total: 637ms	remaining: 503ms
559:	learn: 0.0614927	total: 638ms	remaining: 502ms
560:	learn: 0.0613008	total: 640ms	remaining: 500ms
561:	learn: 0.0610423	total: 641ms	remaining: 499ms
562:	learn: 0.0607272	total: 642ms	remaining: 498ms
563:	learn: 0.0604387	total: 643ms	remaining: 497ms
564:	learn: 0.0603859	total: 644ms	remaining: 496ms
565:	learn: 0.0602523	total: 645ms	remaining: 494ms
566:	learn: 0.0600987	total: 646ms	remaining: 493ms
567:	learn: 0.0599465	total: 647ms	remaining: 492ms
568:	learn: 0.0598036	total: 648ms	remaining: 491ms
569:	learn: 0.0593725	total: 650ms	remaining: 490ms
570:	learn: 0.0591321	total: 651ms	remaining: 489ms
571:	learn: 0.0589435	total: 652ms	remaining: 488ms
572:	learn: 0.0587545	total: 653ms	remaining: 487ms
573:	learn: 0.0586488	total: 654ms	remaining: 485ms
574:	learn: 0.0584051	total: 655ms	remaining: 484ms
575:	learn: 0.0580304	total: 656ms	remaining: 483ms
576:	learn: 0.0579800	total: 657ms	remaining: 482ms
577:	learn: 0.0579317	total: 658ms	remaining: 480ms
578:	learn: 0.0577044	total: 659ms	remaining: 479ms
579:	learn: 0.0574985	total: 660ms	remaining: 478ms
580:	learn: 0.0571615	total: 661ms	remaining: 477ms
581:	learn: 0.0569755	total: 663ms	remaining: 476ms
582:	learn: 0.0565698	total: 664ms	remaining: 475ms
583:	learn: 0.0563543	total: 665ms	remaining: 474ms
584:	learn: 0.0560696	total: 666ms	remaining: 472ms
585:	learn: 0.0558584	total: 667ms	remaining: 471ms
586:	learn: 0.0556548	total: 668ms	remaining: 470ms
587:	learn: 0.0555002	total: 669ms	remaining: 469ms
588:	learn: 0.0553313	total: 670ms	remaining: 468ms
589:	learn: 0.0550923	total: 671ms	remaining: 466ms
590:	learn: 0.0549644	total: 672ms	remaining: 465ms
591:	learn: 0.0548929	total: 673ms	remaining: 464ms
592:	learn: 0.0546547	total: 674ms	remaining: 463ms
593:	learn: 0.0543897	total: 675ms	remaining: 461ms
594:	learn: 0.0540009	total: 677ms	remaining: 461ms
595:	learn: 0.0539018	total: 678ms	remaining: 460ms
596:	learn: 0.0536831	total: 679ms	remaining: 458ms
597:	learn: 0.0534677	total: 680ms	remaining: 457ms
598:	learn: 0.0533833	total: 681ms	remaining: 456ms
599:	learn: 0.0529961	total: 682ms	remaining: 455ms
600:	learn: 0.0527807	total: 683ms	remaining: 454ms
601:	learn: 0.0524119	total: 684ms	remaining: 452ms
602:	learn: 0.0521655	total: 685ms	remaining: 451ms
603:	learn: 0.0521305	total: 686ms	remaining: 450ms
604:	learn: 0.0520577	total: 687ms	remaining: 449ms
605:	learn: 0.0519559	total: 688ms	remaining: 448ms
606:	learn: 0.0518491	total: 690ms	remaining: 447ms
607:	learn: 0.0516085	total: 691ms	remaining: 446ms
608:	learn: 0.0515627	total: 692ms	remaining: 444ms
609:	learn: 0.0515408	total: 693ms	remaining: 443ms
610:	learn: 0.0515280	total: 694ms	remaining: 442ms
611:	learn: 0.0513919	total: 695ms	remaining: 441ms
612:	learn: 0.0510779	total: 696ms	remaining: 440ms
613:	learn: 0.0510464	total: 697ms	remaining: 438ms
614:	learn: 0.0508774	total: 698ms	remaining: 437ms
615:	learn: 0.0508272	total: 699ms	remaining: 436ms
616:	learn: 0.0505780	total: 700ms	remaining: 435ms
617:	learn: 0.0503265	total: 701ms	remaining: 434ms
618:	learn: 0.0501420	total: 702ms	remaining: 432ms
619:	learn: 0.0498790	total: 704ms	remaining: 431ms
620:	learn: 0.0496098	total: 705ms	remaining: 430ms
621:	learn: 0.0495685	total: 706ms	remaining: 429ms
622:	learn: 0.0495345	total: 707ms	remaining: 428ms
623:	learn: 0.0494156	total: 708ms	remaining: 427ms
624:	learn: 0.0492378	total: 709ms	remaining: 425ms
625:	learn: 0.0490597	total: 710ms	remaining: 424ms
626:	learn: 0.0489974	total: 711ms	remaining: 423ms
627:	learn: 0.0488872	total: 712ms	remaining: 422ms
628:	learn: 0.0488404	total: 713ms	remaining: 421ms
629:	learn: 0.0486096	total: 714ms	remaining: 419ms
630:	learn: 0.0482902	total: 715ms	remaining: 418ms
631:	learn: 0.0481929	total: 716ms	remaining: 417ms
632:	learn: 0.0480962	total: 718ms	remaining: 416ms
633:	learn: 0.0479579	total: 719ms	remaining: 415ms
634:	learn: 0.0476560	total: 720ms	remaining: 414ms
635:	learn: 0.0474905	total: 722ms	remaining: 413ms
636:	learn: 0.0471904	total: 723ms	remaining: 412ms
637:	learn: 0.0469762	total: 724ms	remaining: 411ms
638:	learn: 0.0468956	total: 725ms	remaining: 410ms
639:	learn: 0.0468660	total: 726ms	remaining: 409ms
640:	learn: 0.0465846	total: 727ms	remaining: 407ms
641:	learn: 0.0465720	total: 729ms	remaining: 407ms
642:	learn: 0.0464115	total: 730ms	remaining: 406ms
643:	learn: 0.0463431	total: 732ms	remaining: 404ms
644:	learn: 0.0462599	total: 733ms	remaining: 403ms
645:	learn: 0.0460987	total: 734ms	remaining: 402ms
646:	learn: 0.0460206	total: 735ms	remaining: 401ms
647:	learn: 0.0459441	total: 737ms	remaining: 400ms
648:	learn: 0.0459224	total: 738ms	remaining: 399ms
649:	learn: 0.0456771	total: 739ms	remaining: 398ms
650:	learn: 0.0454647	total: 740ms	remaining: 397ms
651:	learn: 0.0453117	total: 742ms	remaining: 396ms
652:	learn: 0.0451259	total: 743ms	remaining: 395ms
653:	learn: 0.0447868	total: 744ms	remaining: 394ms
654:	learn: 0.0446073	total: 745ms	remaining: 393ms
655:	learn: 0.0443295	total: 747ms	remaining: 391ms
656:	learn: 0.0442808	total: 748ms	remaining: 390ms
657:	learn: 0.0440790	total: 749ms	remaining: 389ms
658:	learn: 0.0437015	total: 750ms	remaining: 388ms
659:	learn: 0.0436571	total: 751ms	remaining: 387ms
660:	learn: 0.0434551	total: 753ms	remaining: 386ms
661:	learn: 0.0431605	total: 754ms	remaining: 385ms
662:	learn: 0.0430461	total: 756ms	remaining: 384ms
663:	learn: 0.0430352	total: 757ms	remaining: 383ms
664:	learn: 0.0429791	total: 758ms	remaining: 382ms
665:	learn: 0.0427894	total: 759ms	remaining: 381ms
666:	learn: 0.0426113	total: 761ms	remaining: 380ms
667:	learn: 0.0424546	total: 762ms	remaining: 379ms
668:	learn: 0.0422855	total: 763ms	remaining: 378ms
669:	learn: 0.0421941	total: 764ms	remaining: 376ms
670:	learn: 0.0420106	total: 766ms	remaining: 375ms
671:	learn: 0.0418491	total: 767ms	remaining: 374ms
672:	learn: 0.0417183	total: 769ms	remaining: 374ms
673:	learn: 0.0416733	total: 771ms	remaining: 373ms
674:	learn: 0.0416406	total: 772ms	remaining: 372ms
675:	learn: 0.0415164	total: 773ms	remaining: 371ms
676:	learn: 0.0413763	total: 775ms	remaining: 370ms
677:	learn: 0.0410406	total: 776ms	remaining: 368ms
678:	learn: 0.0410164	total: 777ms	remaining: 367ms
679:	learn: 0.0409096	total: 778ms	remaining: 366ms
680:	learn: 0.0408796	total: 779ms	remaining: 365ms
681:	learn: 0.0406823	total: 780ms	remaining: 364ms
682:	learn: 0.0405641	total: 782ms	remaining: 363ms
683:	learn: 0.0402961	total: 783ms	remaining: 362ms
684:	learn: 0.0401404	total: 784ms	remaining: 360ms
685:	learn: 0.0401322	total: 785ms	remaining: 359ms
686:	learn: 0.0401145	total: 786ms	remaining: 358ms
687:	learn: 0.0400107	total: 787ms	remaining: 357ms
688:	learn: 0.0399927	total: 788ms	remaining: 356ms
689:	learn: 0.0398203	total: 789ms	remaining: 354ms
690:	learn: 0.0395104	total: 790ms	remaining: 353ms
691:	learn: 0.0393032	total: 791ms	remaining: 352ms
692:	learn: 0.0392552	total: 792ms	remaining: 351ms
693:	learn: 0.0391357	total: 793ms	remaining: 350ms
694:	learn: 0.0390553	total: 795ms	remaining: 349ms
695:	learn: 0.0389817	total: 796ms	remaining: 348ms
696:	learn: 0.0387993	total: 797ms	remaining: 347ms
697:	learn: 0.0387019	total: 798ms	remaining: 345ms
698:	learn: 0.0386933	total: 799ms	remaining: 344ms
699:	learn: 0.0386365	total: 800ms	remaining: 343ms
700:	learn: 0.0384237	total: 801ms	remaining: 342ms
701:	learn: 0.0383677	total: 802ms	remaining: 341ms
702:	learn: 0.0382805	total: 803ms	remaining: 339ms
703:	learn: 0.0382264	total: 804ms	remaining: 338ms
704:	learn: 0.0381214	total: 805ms	remaining: 337ms
705:	learn: 0.0380678	total: 807ms	remaining: 336ms
706:	learn: 0.0379707	total: 808ms	remaining: 335ms
707:	learn: 0.0379581	total: 809ms	remaining: 334ms
708:	learn: 0.0376662	total: 810ms	remaining: 332ms
709:	learn: 0.0374652	total: 811ms	remaining: 331ms
710:	learn: 0.0372964	total: 812ms	remaining: 330ms
711:	learn: 0.0371493	total: 813ms	remaining: 329ms
712:	learn: 0.0370813	total: 814ms	remaining: 327ms
713:	learn: 0.0370380	total: 814ms	remaining: 326ms
714:	learn: 0.0370297	total: 815ms	remaining: 325ms
715:	learn: 0.0369062	total: 816ms	remaining: 324ms
716:	learn: 0.0366927	total: 817ms	remaining: 323ms
717:	learn: 0.0365133	total: 818ms	remaining: 321ms
718:	learn: 0.0364844	total: 819ms	remaining: 320ms
719:	learn: 0.0362562	total: 820ms	remaining: 319ms
720:	learn: 0.0362328	total: 821ms	remaining: 318ms
721:	learn: 0.0361234	total: 823ms	remaining: 317ms
722:	learn: 0.0359908	total: 823ms	remaining: 315ms
723:	learn: 0.0359457	total: 825ms	remaining: 314ms
724:	learn: 0.0358825	total: 826ms	remaining: 313ms
725:	learn: 0.0357485	total: 827ms	remaining: 312ms
726:	learn: 0.0356062	total: 828ms	remaining: 311ms
727:	learn: 0.0353639	total: 829ms	remaining: 310ms
728:	learn: 0.0353454	total: 830ms	remaining: 308ms
729:	learn: 0.0351446	total: 831ms	remaining: 307ms
730:	learn: 0.0350093	total: 832ms	remaining: 306ms
731:	learn: 0.0348851	total: 833ms	remaining: 305ms
732:	learn: 0.0348484	total: 834ms	remaining: 304ms
733:	learn: 0.0347040	total: 835ms	remaining: 303ms
734:	learn: 0.0344530	total: 836ms	remaining: 302ms
735:	learn: 0.0342881	total: 837ms	remaining: 300ms
736:	learn: 0.0340973	total: 838ms	remaining: 299ms
737:	learn: 0.0339688	total: 839ms	remaining: 298ms
738:	learn: 0.0338158	total: 840ms	remaining: 297ms
739:	learn: 0.0337642	total: 841ms	remaining: 296ms
740:	learn: 0.0336537	total: 843ms	remaining: 294ms
741:	learn: 0.0336110	total: 844ms	remaining: 293ms
742:	learn: 0.0335637	total: 845ms	remaining: 292ms
743:	learn: 0.0333312	total: 846ms	remaining: 291ms
744:	learn: 0.0332886	total: 847ms	remaining: 290ms
745:	learn: 0.0331962	total: 848ms	remaining: 289ms
746:	learn: 0.0330771	total: 849ms	remaining: 288ms
747:	learn: 0.0329813	total: 850ms	remaining: 286ms
748:	learn: 0.0328458	total: 851ms	remaining: 285ms
749:	learn: 0.0327559	total: 852ms	remaining: 284ms
750:	learn: 0.0326949	total: 853ms	remaining: 283ms
751:	learn: 0.0325895	total: 854ms	remaining: 282ms
752:	learn: 0.0324331	total: 855ms	remaining: 281ms
753:	learn: 0.0323334	total: 856ms	remaining: 279ms
754:	learn: 0.0322961	total: 857ms	remaining: 278ms
755:	learn: 0.0321619	total: 858ms	remaining: 277ms
756:	learn: 0.0320158	total: 859ms	remaining: 276ms
757:	learn: 0.0318780	total: 861ms	remaining: 275ms
758:	learn: 0.0317731	total: 862ms	remaining: 274ms
759:	learn: 0.0316458	total: 863ms	remaining: 272ms
760:	learn: 0.0316322	total: 864ms	remaining: 271ms
761:	learn: 0.0315474	total: 865ms	remaining: 270ms
762:	learn: 0.0313669	total: 866ms	remaining: 269ms
763:	learn: 0.0311810	total: 868ms	remaining: 268ms
764:	learn: 0.0310416	total: 869ms	remaining: 267ms
765:	learn: 0.0310131	total: 871ms	remaining: 266ms
766:	learn: 0.0308894	total: 872ms	remaining: 265ms
767:	learn: 0.0306901	total: 873ms	remaining: 264ms
768:	learn: 0.0305969	total: 875ms	remaining: 263ms
769:	learn: 0.0305078	total: 876ms	remaining: 262ms
770:	learn: 0.0304995	total: 877ms	remaining: 261ms
771:	learn: 0.0302770	total: 878ms	remaining: 259ms
772:	learn: 0.0302384	total: 880ms	remaining: 258ms
773:	learn: 0.0301413	total: 881ms	remaining: 257ms
774:	learn: 0.0300419	total: 882ms	remaining: 256ms
775:	learn: 0.0299866	total: 883ms	remaining: 255ms
776:	learn: 0.0298882	total: 884ms	remaining: 254ms
777:	learn: 0.0298644	total: 886ms	remaining: 253ms
778:	learn: 0.0297656	total: 887ms	remaining: 252ms
779:	learn: 0.0297121	total: 888ms	remaining: 251ms
780:	learn: 0.0296437	total: 890ms	remaining: 249ms
781:	learn: 0.0294491	total: 891ms	remaining: 248ms
782:	learn: 0.0293675	total: 892ms	remaining: 247ms
783:	learn: 0.0293380	total: 893ms	remaining: 246ms
784:	learn: 0.0292458	total: 894ms	remaining: 245ms
785:	learn: 0.0291378	total: 896ms	remaining: 244ms
786:	learn: 0.0290491	total: 897ms	remaining: 243ms
787:	learn: 0.0288724	total: 898ms	remaining: 242ms
788:	learn: 0.0286334	total: 899ms	remaining: 240ms
789:	learn: 0.0285359	total: 901ms	remaining: 240ms
790:	learn: 0.0284438	total: 902ms	remaining: 238ms
791:	learn: 0.0283297	total: 904ms	remaining: 237ms
792:	learn: 0.0282836	total: 905ms	remaining: 236ms
793:	learn: 0.0282116	total: 906ms	remaining: 235ms
794:	learn: 0.0281793	total: 907ms	remaining: 234ms
795:	learn: 0.0281511	total: 908ms	remaining: 233ms
796:	learn: 0.0280211	total: 909ms	remaining: 232ms
797:	learn: 0.0279279	total: 911ms	remaining: 230ms
798:	learn: 0.0278390	total: 912ms	remaining: 229ms
799:	learn: 0.0276415	total: 913ms	remaining: 228ms
800:	learn: 0.0275241	total: 915ms	remaining: 227ms
801:	learn: 0.0274878	total: 916ms	remaining: 226ms
802:	learn: 0.0273763	total: 917ms	remaining: 225ms
803:	learn: 0.0272885	total: 918ms	remaining: 224ms
804:	learn: 0.0272559	total: 920ms	remaining: 223ms
805:	learn: 0.0271701	total: 921ms	remaining: 222ms
806:	learn: 0.0271046	total: 922ms	remaining: 220ms
807:	learn: 0.0270212	total: 924ms	remaining: 219ms
808:	learn: 0.0269858	total: 925ms	remaining: 218ms
809:	learn: 0.0269451	total: 926ms	remaining: 217ms
810:	learn: 0.0268881	total: 928ms	remaining: 216ms
811:	learn: 0.0267892	total: 929ms	remaining: 215ms
812:	learn: 0.0266892	total: 930ms	remaining: 214ms
813:	learn: 0.0265568	total: 931ms	remaining: 213ms
814:	learn: 0.0264920	total: 932ms	remaining: 212ms
815:	learn: 0.0264160	total: 933ms	remaining: 210ms
816:	learn: 0.0263594	total: 934ms	remaining: 209ms
817:	learn: 0.0262246	total: 935ms	remaining: 208ms
818:	learn: 0.0261780	total: 936ms	remaining: 207ms
819:	learn: 0.0260947	total: 938ms	remaining: 206ms
820:	learn: 0.0259788	total: 939ms	remaining: 205ms
821:	learn: 0.0258959	total: 940ms	remaining: 203ms
822:	learn: 0.0258203	total: 942ms	remaining: 203ms
823:	learn: 0.0257216	total: 943ms	remaining: 201ms
824:	learn: 0.0256380	total: 944ms	remaining: 200ms
825:	learn: 0.0254971	total: 945ms	remaining: 199ms
826:	learn: 0.0254093	total: 946ms	remaining: 198ms
827:	learn: 0.0252468	total: 947ms	remaining: 197ms
828:	learn: 0.0251423	total: 948ms	remaining: 196ms
829:	learn: 0.0250577	total: 949ms	remaining: 194ms
830:	learn: 0.0249883	total: 950ms	remaining: 193ms
831:	learn: 0.0249493	total: 951ms	remaining: 192ms
832:	learn: 0.0249272	total: 952ms	remaining: 191ms
833:	learn: 0.0248258	total: 953ms	remaining: 190ms
834:	learn: 0.0247604	total: 955ms	remaining: 189ms
835:	learn: 0.0246625	total: 956ms	remaining: 187ms
836:	learn: 0.0246517	total: 957ms	remaining: 186ms
837:	learn: 0.0246362	total: 958ms	remaining: 185ms
838:	learn: 0.0245429	total: 959ms	remaining: 184ms
839:	learn: 0.0245200	total: 960ms	remaining: 183ms
840:	learn: 0.0244696	total: 961ms	remaining: 182ms
841:	learn: 0.0243840	total: 962ms	remaining: 180ms
842:	learn: 0.0243534	total: 963ms	remaining: 179ms
843:	learn: 0.0242504	total: 964ms	remaining: 178ms
844:	learn: 0.0240598	total: 965ms	remaining: 177ms
845:	learn: 0.0239968	total: 966ms	remaining: 176ms
846:	learn: 0.0239674	total: 967ms	remaining: 175ms
847:	learn: 0.0239001	total: 969ms	remaining: 174ms
848:	learn: 0.0238323	total: 970ms	remaining: 172ms
849:	learn: 0.0237787	total: 971ms	remaining: 171ms
850:	learn: 0.0237026	total: 972ms	remaining: 170ms
851:	learn: 0.0236082	total: 973ms	remaining: 169ms
852:	learn: 0.0234570	total: 974ms	remaining: 168ms
853:	learn: 0.0233972	total: 975ms	remaining: 167ms
854:	learn: 0.0232260	total: 976ms	remaining: 165ms
855:	learn: 0.0231309	total: 977ms	remaining: 164ms
856:	learn: 0.0231210	total: 978ms	remaining: 163ms
857:	learn: 0.0230243	total: 979ms	remaining: 162ms
858:	learn: 0.0229931	total: 981ms	remaining: 161ms
859:	learn: 0.0229251	total: 982ms	remaining: 160ms
860:	learn: 0.0227935	total: 983ms	remaining: 159ms
861:	learn: 0.0227852	total: 984ms	remaining: 157ms
862:	learn: 0.0226831	total: 985ms	remaining: 156ms
863:	learn: 0.0226629	total: 986ms	remaining: 155ms
864:	learn: 0.0225549	total: 987ms	remaining: 154ms
865:	learn: 0.0224602	total: 988ms	remaining: 153ms
866:	learn: 0.0224438	total: 989ms	remaining: 152ms
867:	learn: 0.0223853	total: 990ms	remaining: 151ms
868:	learn: 0.0223286	total: 991ms	remaining: 149ms
869:	learn: 0.0221962	total: 992ms	remaining: 148ms
870:	learn: 0.0221084	total: 994ms	remaining: 147ms
871:	learn: 0.0220099	total: 995ms	remaining: 146ms
872:	learn: 0.0219556	total: 996ms	remaining: 145ms
873:	learn: 0.0218711	total: 997ms	remaining: 144ms
874:	learn: 0.0217813	total: 998ms	remaining: 143ms
875:	learn: 0.0217638	total: 999ms	remaining: 141ms
876:	learn: 0.0217080	total: 1000ms	remaining: 140ms
877:	learn: 0.0216983	total: 1s	remaining: 139ms
878:	learn: 0.0216405	total: 1s	remaining: 138ms
879:	learn: 0.0215623	total: 1s	remaining: 137ms
880:	learn: 0.0214745	total: 1s	remaining: 136ms
881:	learn: 0.0213782	total: 1s	remaining: 134ms
882:	learn: 0.0213274	total: 1.01s	remaining: 133ms
883:	learn: 0.0213114	total: 1.01s	remaining: 132ms
884:	learn: 0.0212480	total: 1.01s	remaining: 131ms
885:	learn: 0.0212131	total: 1.01s	remaining: 130ms
886:	learn: 0.0212055	total: 1.01s	remaining: 129ms
887:	learn: 0.0210593	total: 1.01s	remaining: 128ms
888:	learn: 0.0209341	total: 1.01s	remaining: 126ms
889:	learn: 0.0208502	total: 1.01s	remaining: 125ms
890:	learn: 0.0208305	total: 1.01s	remaining: 124ms
891:	learn: 0.0207570	total: 1.01s	remaining: 123ms
892:	learn: 0.0206382	total: 1.02s	remaining: 122ms
893:	learn: 0.0206309	total: 1.02s	remaining: 121ms
894:	learn: 0.0205495	total: 1.02s	remaining: 120ms
895:	learn: 0.0204777	total: 1.02s	remaining: 119ms
896:	learn: 0.0204285	total: 1.02s	remaining: 117ms
897:	learn: 0.0203840	total: 1.02s	remaining: 116ms
898:	learn: 0.0203020	total: 1.02s	remaining: 115ms
899:	learn: 0.0202525	total: 1.02s	remaining: 114ms
900:	learn: 0.0202218	total: 1.03s	remaining: 113ms
901:	learn: 0.0202092	total: 1.03s	remaining: 112ms
902:	learn: 0.0201947	total: 1.03s	remaining: 111ms
903:	learn: 0.0200812	total: 1.03s	remaining: 109ms
904:	learn: 0.0200159	total: 1.03s	remaining: 108ms
905:	learn: 0.0199091	total: 1.03s	remaining: 107ms
906:	learn: 0.0199036	total: 1.03s	remaining: 106ms
907:	learn: 0.0198366	total: 1.04s	remaining: 105ms
908:	learn: 0.0197863	total: 1.04s	remaining: 104ms
909:	learn: 0.0197629	total: 1.04s	remaining: 103ms
910:	learn: 0.0197565	total: 1.04s	remaining: 102ms
911:	learn: 0.0196415	total: 1.04s	remaining: 100ms
912:	learn: 0.0196071	total: 1.04s	remaining: 99.3ms
913:	learn: 0.0195154	total: 1.04s	remaining: 98.2ms
914:	learn: 0.0195034	total: 1.04s	remaining: 97.1ms
915:	learn: 0.0194578	total: 1.05s	remaining: 96ms
916:	learn: 0.0194486	total: 1.05s	remaining: 94.8ms
917:	learn: 0.0193631	total: 1.05s	remaining: 93.7ms
918:	learn: 0.0193182	total: 1.05s	remaining: 92.6ms
919:	learn: 0.0192381	total: 1.05s	remaining: 91.4ms
920:	learn: 0.0192285	total: 1.05s	remaining: 90.3ms
921:	learn: 0.0192003	total: 1.05s	remaining: 89.2ms
922:	learn: 0.0191812	total: 1.05s	remaining: 88ms
923:	learn: 0.0191357	total: 1.06s	remaining: 86.9ms
924:	learn: 0.0189964	total: 1.06s	remaining: 85.8ms
925:	learn: 0.0189407	total: 1.06s	remaining: 84.6ms
926:	learn: 0.0188831	total: 1.06s	remaining: 83.5ms
927:	learn: 0.0188123	total: 1.06s	remaining: 82.4ms
928:	learn: 0.0187873	total: 1.06s	remaining: 81.2ms
929:	learn: 0.0187262	total: 1.06s	remaining: 80.1ms
930:	learn: 0.0187099	total: 1.06s	remaining: 78.9ms
931:	learn: 0.0186049	total: 1.07s	remaining: 77.8ms
932:	learn: 0.0184849	total: 1.07s	remaining: 76.7ms
933:	learn: 0.0184120	total: 1.07s	remaining: 75.6ms
934:	learn: 0.0182927	total: 1.07s	remaining: 74.4ms
935:	learn: 0.0182169	total: 1.07s	remaining: 73.3ms
936:	learn: 0.0180917	total: 1.07s	remaining: 72.2ms
937:	learn: 0.0180470	total: 1.07s	remaining: 71ms
938:	learn: 0.0179853	total: 1.07s	remaining: 69.9ms
939:	learn: 0.0178962	total: 1.08s	remaining: 68.7ms
940:	learn: 0.0178862	total: 1.08s	remaining: 67.6ms
941:	learn: 0.0178371	total: 1.08s	remaining: 66.4ms
942:	learn: 0.0178178	total: 1.08s	remaining: 65.3ms
943:	learn: 0.0177357	total: 1.08s	remaining: 64.1ms
944:	learn: 0.0176782	total: 1.08s	remaining: 62.9ms
945:	learn: 0.0176173	total: 1.08s	remaining: 61.8ms
946:	learn: 0.0175475	total: 1.08s	remaining: 60.6ms
947:	learn: 0.0174700	total: 1.08s	remaining: 59.5ms
948:	learn: 0.0174234	total: 1.09s	remaining: 58.4ms
949:	learn: 0.0173455	total: 1.09s	remaining: 57.2ms
950:	learn: 0.0172403	total: 1.09s	remaining: 56.1ms
951:	learn: 0.0171839	total: 1.09s	remaining: 54.9ms
952:	learn: 0.0171164	total: 1.09s	remaining: 53.8ms
953:	learn: 0.0170432	total: 1.09s	remaining: 52.6ms
954:	learn: 0.0169494	total: 1.09s	remaining: 51.5ms
955:	learn: 0.0169372	total: 1.09s	remaining: 50.3ms
956:	learn: 0.0169267	total: 1.09s	remaining: 49.2ms
957:	learn: 0.0168584	total: 1.09s	remaining: 48ms
958:	learn: 0.0168287	total: 1.1s	remaining: 46.9ms
959:	learn: 0.0167543	total: 1.1s	remaining: 45.8ms
960:	learn: 0.0166701	total: 1.1s	remaining: 44.6ms
961:	learn: 0.0166269	total: 1.1s	remaining: 43.5ms
962:	learn: 0.0166224	total: 1.1s	remaining: 42.3ms
963:	learn: 0.0165653	total: 1.1s	remaining: 41.2ms
964:	learn: 0.0165060	total: 1.1s	remaining: 40ms
965:	learn: 0.0164265	total: 1.1s	remaining: 38.9ms
966:	learn: 0.0164190	total: 1.1s	remaining: 37.7ms
967:	learn: 0.0164116	total: 1.11s	remaining: 36.6ms
968:	learn: 0.0163942	total: 1.11s	remaining: 35.4ms
969:	learn: 0.0163114	total: 1.11s	remaining: 34.3ms
970:	learn: 0.0162783	total: 1.11s	remaining: 33.1ms
971:	learn: 0.0162750	total: 1.11s	remaining: 32ms
972:	learn: 0.0162314	total: 1.11s	remaining: 30.9ms
973:	learn: 0.0162229	total: 1.11s	remaining: 29.7ms
974:	learn: 0.0161702	total: 1.11s	remaining: 28.6ms
975:	learn: 0.0161600	total: 1.11s	remaining: 27.4ms
976:	learn: 0.0161077	total: 1.12s	remaining: 26.3ms
977:	learn: 0.0161047	total: 1.12s	remaining: 25.1ms
978:	learn: 0.0160566	total: 1.12s	remaining: 24ms
979:	learn: 0.0160410	total: 1.12s	remaining: 22.8ms
980:	learn: 0.0159596	total: 1.12s	remaining: 21.7ms
981:	learn: 0.0159427	total: 1.12s	remaining: 20.6ms
982:	learn: 0.0158676	total: 1.12s	remaining: 19.4ms
983:	learn: 0.0158337	total: 1.12s	remaining: 18.3ms
984:	learn: 0.0157925	total: 1.12s	remaining: 17.1ms
985:	learn: 0.0157771	total: 1.13s	remaining: 16ms
986:	learn: 0.0156983	total: 1.13s	remaining: 14.8ms
987:	learn: 0.0156864	total: 1.13s	remaining: 13.7ms
988:	learn: 0.0156126	total: 1.13s	remaining: 12.6ms
989:	learn: 0.0155558	total: 1.13s	remaining: 11.4ms
990:	learn: 0.0155362	total: 1.13s	remaining: 10.3ms
991:	learn: 0.0154875	total: 1.13s	remaining: 9.13ms
992:	learn: 0.0154660	total: 1.13s	remaining: 7.99ms
993:	learn: 0.0153810	total: 1.13s	remaining: 6.85ms
994:	learn: 0.0153348	total: 1.14s	remaining: 5.7ms
995:	learn: 0.0152771	total: 1.14s	remaining: 4.56ms
996:	learn: 0.0152495	total: 1.14s	remaining: 3.42ms
997:	learn: 0.0151644	total: 1.14s	remaining: 2.28ms
998:	learn: 0.0151204	total: 1.14s	remaining: 1.14ms
999:	learn: 0.0151081	total: 1.14s	remaining: 0us
[CV] ........ learning_rate=0.1, l2_leaf_reg=9, depth=4, total=   1.6s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=10 .....................
0:	learn: 0.8912295	total: 33.6ms	remaining: 33.6s
1:	learn: 0.8833478	total: 62.3ms	remaining: 31.1s
2:	learn: 0.8774300	total: 94.2ms	remaining: 31.3s
3:	learn: 0.8725153	total: 123ms	remaining: 30.7s
4:	learn: 0.8630705	total: 152ms	remaining: 30.3s
5:	learn: 0.8565156	total: 194ms	remaining: 32.1s
6:	learn: 0.8494689	total: 234ms	remaining: 33.2s
7:	learn: 0.8422723	total: 270ms	remaining: 33.5s
8:	learn: 0.8334434	total: 304ms	remaining: 33.5s
9:	learn: 0.8261013	total: 311ms	remaining: 30.8s
10:	learn: 0.8167396	total: 342ms	remaining: 30.8s
11:	learn: 0.8100560	total: 385ms	remaining: 31.7s
12:	learn: 0.8040801	total: 419ms	remaining: 31.8s
13:	learn: 0.7949048	total: 435ms	remaining: 30.6s
14:	learn: 0.7880553	total: 466ms	remaining: 30.6s
15:	learn: 0.7814182	total: 503ms	remaining: 30.9s
16:	learn: 0.7746564	total: 553ms	remaining: 32s
17:	learn: 0.7689333	total: 617ms	remaining: 33.6s
18:	learn: 0.7640104	total: 660ms	remaining: 34.1s
19:	learn: 0.7558073	total: 691ms	remaining: 33.9s
20:	learn: 0.7486780	total: 724ms	remaining: 33.7s
21:	learn: 0.7418553	total: 726ms	remaining: 32.3s
22:	learn: 0.7351452	total: 769ms	remaining: 32.7s
23:	learn: 0.7310860	total: 832ms	remaining: 33.8s
24:	learn: 0.7247911	total: 880ms	remaining: 34.3s
25:	learn: 0.7190640	total: 919ms	remaining: 34.4s
26:	learn: 0.7133798	total: 953ms	remaining: 34.3s
27:	learn: 0.7084330	total: 996ms	remaining: 34.6s
28:	learn: 0.7029791	total: 1.03s	remaining: 34.5s
29:	learn: 0.6959637	total: 1.07s	remaining: 34.5s
30:	learn: 0.6914070	total: 1.11s	remaining: 34.7s
31:	learn: 0.6867704	total: 1.14s	remaining: 34.6s
32:	learn: 0.6824437	total: 1.2s	remaining: 35.2s
33:	learn: 0.6786924	total: 1.24s	remaining: 35.3s
34:	learn: 0.6753244	total: 1.27s	remaining: 35.1s
35:	learn: 0.6686146	total: 1.3s	remaining: 34.9s
36:	learn: 0.6650243	total: 1.33s	remaining: 34.7s
37:	learn: 0.6599570	total: 1.38s	remaining: 34.8s
38:	learn: 0.6532853	total: 1.41s	remaining: 34.8s
39:	learn: 0.6482405	total: 1.46s	remaining: 35.1s
40:	learn: 0.6438347	total: 1.5s	remaining: 35.2s
41:	learn: 0.6404912	total: 1.54s	remaining: 35.2s
42:	learn: 0.6341675	total: 1.59s	remaining: 35.4s
43:	learn: 0.6295782	total: 1.63s	remaining: 35.3s
44:	learn: 0.6250140	total: 1.66s	remaining: 35.2s
45:	learn: 0.6202007	total: 1.69s	remaining: 35s
46:	learn: 0.6159492	total: 1.72s	remaining: 34.9s
47:	learn: 0.6120933	total: 1.76s	remaining: 34.8s
48:	learn: 0.6081143	total: 1.8s	remaining: 34.9s
49:	learn: 0.6048923	total: 1.83s	remaining: 34.8s
50:	learn: 0.6014838	total: 1.87s	remaining: 34.9s
51:	learn: 0.5974517	total: 1.92s	remaining: 34.9s
52:	learn: 0.5933057	total: 1.95s	remaining: 34.8s
53:	learn: 0.5890814	total: 2s	remaining: 35s
54:	learn: 0.5855950	total: 2.04s	remaining: 35s
55:	learn: 0.5822162	total: 2.07s	remaining: 34.9s
56:	learn: 0.5779069	total: 2.1s	remaining: 34.7s
57:	learn: 0.5734597	total: 2.13s	remaining: 34.6s
58:	learn: 0.5690734	total: 2.18s	remaining: 34.7s
59:	learn: 0.5658823	total: 2.22s	remaining: 34.7s
60:	learn: 0.5613977	total: 2.26s	remaining: 34.7s
61:	learn: 0.5582949	total: 2.3s	remaining: 34.8s
62:	learn: 0.5551078	total: 2.35s	remaining: 34.9s
63:	learn: 0.5496073	total: 2.39s	remaining: 35s
64:	learn: 0.5463675	total: 2.43s	remaining: 35s
65:	learn: 0.5441146	total: 2.46s	remaining: 34.8s
66:	learn: 0.5387366	total: 2.49s	remaining: 34.7s
67:	learn: 0.5363317	total: 2.52s	remaining: 34.6s
68:	learn: 0.5328633	total: 2.56s	remaining: 34.6s
69:	learn: 0.5301852	total: 2.6s	remaining: 34.6s
70:	learn: 0.5275860	total: 2.64s	remaining: 34.5s
71:	learn: 0.5243983	total: 2.67s	remaining: 34.4s
72:	learn: 0.5204208	total: 2.71s	remaining: 34.4s
73:	learn: 0.5172422	total: 2.78s	remaining: 34.8s
74:	learn: 0.5143907	total: 2.82s	remaining: 34.8s
75:	learn: 0.5100092	total: 2.82s	remaining: 34.3s
76:	learn: 0.5067539	total: 2.86s	remaining: 34.3s
77:	learn: 0.5026196	total: 2.9s	remaining: 34.2s
78:	learn: 0.4996458	total: 2.94s	remaining: 34.2s
79:	learn: 0.4953746	total: 2.97s	remaining: 34.2s
80:	learn: 0.4917874	total: 3.01s	remaining: 34.1s
81:	learn: 0.4888773	total: 3.04s	remaining: 34s
82:	learn: 0.4858777	total: 3.07s	remaining: 33.9s
83:	learn: 0.4836751	total: 3.11s	remaining: 33.9s
84:	learn: 0.4810749	total: 3.14s	remaining: 33.8s
85:	learn: 0.4790238	total: 3.17s	remaining: 33.7s
86:	learn: 0.4759985	total: 3.2s	remaining: 33.6s
87:	learn: 0.4733781	total: 3.24s	remaining: 33.5s
88:	learn: 0.4711930	total: 3.28s	remaining: 33.5s
89:	learn: 0.4689333	total: 3.32s	remaining: 33.6s
90:	learn: 0.4668600	total: 3.37s	remaining: 33.7s
91:	learn: 0.4640615	total: 3.37s	remaining: 33.3s
92:	learn: 0.4608706	total: 3.4s	remaining: 33.2s
93:	learn: 0.4578592	total: 3.43s	remaining: 33.1s
94:	learn: 0.4564561	total: 3.46s	remaining: 33s
95:	learn: 0.4535840	total: 3.5s	remaining: 33s
96:	learn: 0.4505281	total: 3.54s	remaining: 32.9s
97:	learn: 0.4483862	total: 3.57s	remaining: 32.8s
98:	learn: 0.4463161	total: 3.6s	remaining: 32.7s
99:	learn: 0.4441893	total: 3.63s	remaining: 32.6s
100:	learn: 0.4411585	total: 3.66s	remaining: 32.5s
101:	learn: 0.4389898	total: 3.69s	remaining: 32.5s
102:	learn: 0.4362775	total: 3.73s	remaining: 32.5s
103:	learn: 0.4344039	total: 3.76s	remaining: 32.4s
104:	learn: 0.4325191	total: 3.79s	remaining: 32.3s
105:	learn: 0.4307237	total: 3.83s	remaining: 32.3s
106:	learn: 0.4282994	total: 3.88s	remaining: 32.3s
107:	learn: 0.4260098	total: 3.92s	remaining: 32.4s
108:	learn: 0.4235051	total: 3.95s	remaining: 32.3s
109:	learn: 0.4220635	total: 3.98s	remaining: 32.2s
110:	learn: 0.4204885	total: 4.01s	remaining: 32.1s
111:	learn: 0.4189314	total: 4.04s	remaining: 32s
112:	learn: 0.4167271	total: 4.07s	remaining: 31.9s
113:	learn: 0.4144445	total: 4.11s	remaining: 31.9s
114:	learn: 0.4124033	total: 4.14s	remaining: 31.9s
115:	learn: 0.4101629	total: 4.17s	remaining: 31.8s
116:	learn: 0.4084373	total: 4.2s	remaining: 31.7s
117:	learn: 0.4061195	total: 4.23s	remaining: 31.6s
118:	learn: 0.4044651	total: 4.26s	remaining: 31.5s
119:	learn: 0.4023583	total: 4.3s	remaining: 31.5s
120:	learn: 0.4005074	total: 4.33s	remaining: 31.4s
121:	learn: 0.3985869	total: 4.37s	remaining: 31.4s
122:	learn: 0.3965450	total: 4.4s	remaining: 31.4s
123:	learn: 0.3952682	total: 4.43s	remaining: 31.3s
124:	learn: 0.3933338	total: 4.47s	remaining: 31.3s
125:	learn: 0.3917023	total: 4.51s	remaining: 31.3s
126:	learn: 0.3901044	total: 4.55s	remaining: 31.3s
127:	learn: 0.3883516	total: 4.58s	remaining: 31.2s
128:	learn: 0.3865999	total: 4.61s	remaining: 31.1s
129:	learn: 0.3850184	total: 4.64s	remaining: 31.1s
130:	learn: 0.3832490	total: 4.67s	remaining: 31s
131:	learn: 0.3812388	total: 4.71s	remaining: 31s
132:	learn: 0.3795840	total: 4.74s	remaining: 30.9s
133:	learn: 0.3780234	total: 4.77s	remaining: 30.8s
134:	learn: 0.3763658	total: 4.8s	remaining: 30.8s
135:	learn: 0.3750910	total: 4.83s	remaining: 30.7s
136:	learn: 0.3737167	total: 4.87s	remaining: 30.6s
137:	learn: 0.3722630	total: 4.9s	remaining: 30.6s
138:	learn: 0.3709363	total: 4.94s	remaining: 30.6s
139:	learn: 0.3694510	total: 4.97s	remaining: 30.6s
140:	learn: 0.3680419	total: 5s	remaining: 30.5s
141:	learn: 0.3665973	total: 5.04s	remaining: 30.5s
142:	learn: 0.3650383	total: 5.1s	remaining: 30.5s
143:	learn: 0.3636529	total: 5.15s	remaining: 30.6s
144:	learn: 0.3621434	total: 5.19s	remaining: 30.6s
145:	learn: 0.3606206	total: 5.22s	remaining: 30.5s
146:	learn: 0.3593205	total: 5.25s	remaining: 30.5s
147:	learn: 0.3579304	total: 5.29s	remaining: 30.5s
148:	learn: 0.3565349	total: 5.34s	remaining: 30.5s
149:	learn: 0.3553090	total: 5.38s	remaining: 30.5s
150:	learn: 0.3539992	total: 5.44s	remaining: 30.6s
151:	learn: 0.3530567	total: 5.5s	remaining: 30.7s
152:	learn: 0.3515416	total: 5.54s	remaining: 30.7s
153:	learn: 0.3502598	total: 5.57s	remaining: 30.6s
154:	learn: 0.3491473	total: 5.6s	remaining: 30.6s
155:	learn: 0.3473022	total: 5.63s	remaining: 30.5s
156:	learn: 0.3459973	total: 5.67s	remaining: 30.5s
157:	learn: 0.3443954	total: 5.71s	remaining: 30.4s
158:	learn: 0.3430734	total: 5.74s	remaining: 30.4s
159:	learn: 0.3414952	total: 5.77s	remaining: 30.3s
160:	learn: 0.3403508	total: 5.8s	remaining: 30.2s
161:	learn: 0.3392186	total: 5.83s	remaining: 30.1s
162:	learn: 0.3380388	total: 5.86s	remaining: 30.1s
163:	learn: 0.3369561	total: 5.9s	remaining: 30.1s
164:	learn: 0.3356228	total: 5.93s	remaining: 30s
165:	learn: 0.3343608	total: 5.96s	remaining: 29.9s
166:	learn: 0.3330171	total: 5.99s	remaining: 29.9s
167:	learn: 0.3315984	total: 6.02s	remaining: 29.8s
168:	learn: 0.3303286	total: 6.05s	remaining: 29.8s
169:	learn: 0.3292179	total: 6.08s	remaining: 29.7s
170:	learn: 0.3281779	total: 6.12s	remaining: 29.7s
171:	learn: 0.3271792	total: 6.15s	remaining: 29.6s
172:	learn: 0.3256335	total: 6.18s	remaining: 29.5s
173:	learn: 0.3242212	total: 6.2s	remaining: 29.5s
174:	learn: 0.3230288	total: 6.24s	remaining: 29.4s
175:	learn: 0.3218626	total: 6.27s	remaining: 29.4s
176:	learn: 0.3206543	total: 6.3s	remaining: 29.3s
177:	learn: 0.3195868	total: 6.33s	remaining: 29.3s
178:	learn: 0.3183991	total: 6.36s	remaining: 29.2s
179:	learn: 0.3173277	total: 6.39s	remaining: 29.1s
180:	learn: 0.3165128	total: 6.43s	remaining: 29.1s
181:	learn: 0.3153305	total: 6.46s	remaining: 29s
182:	learn: 0.3138857	total: 6.49s	remaining: 29s
183:	learn: 0.3128125	total: 6.52s	remaining: 28.9s
184:	learn: 0.3116072	total: 6.55s	remaining: 28.9s
185:	learn: 0.3104791	total: 6.58s	remaining: 28.8s
186:	learn: 0.3092161	total: 6.62s	remaining: 28.8s
187:	learn: 0.3083122	total: 6.65s	remaining: 28.7s
188:	learn: 0.3071143	total: 6.68s	remaining: 28.7s
189:	learn: 0.3060404	total: 6.71s	remaining: 28.6s
190:	learn: 0.3048861	total: 6.74s	remaining: 28.5s
191:	learn: 0.3047683	total: 6.74s	remaining: 28.4s
192:	learn: 0.3038223	total: 6.77s	remaining: 28.3s
193:	learn: 0.3030873	total: 6.81s	remaining: 28.3s
194:	learn: 0.3017990	total: 6.84s	remaining: 28.2s
195:	learn: 0.3008902	total: 6.87s	remaining: 28.2s
196:	learn: 0.2997040	total: 6.9s	remaining: 28.1s
197:	learn: 0.2995820	total: 6.9s	remaining: 28s
198:	learn: 0.2986894	total: 6.93s	remaining: 27.9s
199:	learn: 0.2973876	total: 6.96s	remaining: 27.8s
200:	learn: 0.2960150	total: 7s	remaining: 27.8s
201:	learn: 0.2949419	total: 7.03s	remaining: 27.8s
202:	learn: 0.2938713	total: 7.06s	remaining: 27.7s
203:	learn: 0.2926744	total: 7.09s	remaining: 27.7s
204:	learn: 0.2914976	total: 7.12s	remaining: 27.6s
205:	learn: 0.2906309	total: 7.14s	remaining: 27.5s
206:	learn: 0.2897198	total: 7.15s	remaining: 27.4s
207:	learn: 0.2887350	total: 7.18s	remaining: 27.4s
208:	learn: 0.2884954	total: 7.21s	remaining: 27.3s
209:	learn: 0.2882151	total: 7.25s	remaining: 27.3s
210:	learn: 0.2872644	total: 7.27s	remaining: 27.2s
211:	learn: 0.2859963	total: 7.3s	remaining: 27.1s
212:	learn: 0.2856820	total: 7.33s	remaining: 27.1s
213:	learn: 0.2854787	total: 7.34s	remaining: 27s
214:	learn: 0.2853778	total: 7.34s	remaining: 26.8s
215:	learn: 0.2845062	total: 7.37s	remaining: 26.8s
216:	learn: 0.2842914	total: 7.41s	remaining: 26.7s
217:	learn: 0.2832544	total: 7.44s	remaining: 26.7s
218:	learn: 0.2823174	total: 7.47s	remaining: 26.6s
219:	learn: 0.2820075	total: 7.48s	remaining: 26.5s
220:	learn: 0.2817204	total: 7.48s	remaining: 26.4s
221:	learn: 0.2815934	total: 7.48s	remaining: 26.2s
222:	learn: 0.2805397	total: 7.51s	remaining: 26.2s
223:	learn: 0.2803385	total: 7.52s	remaining: 26.1s
224:	learn: 0.2801433	total: 7.53s	remaining: 25.9s
225:	learn: 0.2792020	total: 7.56s	remaining: 25.9s
226:	learn: 0.2782850	total: 7.6s	remaining: 25.9s
227:	learn: 0.2780878	total: 7.63s	remaining: 25.8s
228:	learn: 0.2773256	total: 7.66s	remaining: 25.8s
229:	learn: 0.2771094	total: 7.69s	remaining: 25.7s
230:	learn: 0.2758764	total: 7.72s	remaining: 25.7s
231:	learn: 0.2748728	total: 7.76s	remaining: 25.7s
232:	learn: 0.2746340	total: 7.76s	remaining: 25.6s
233:	learn: 0.2743919	total: 7.78s	remaining: 25.5s
234:	learn: 0.2741828	total: 7.81s	remaining: 25.4s
235:	learn: 0.2734415	total: 7.82s	remaining: 25.3s
236:	learn: 0.2731314	total: 7.85s	remaining: 25.3s
237:	learn: 0.2728216	total: 7.85s	remaining: 25.1s
238:	learn: 0.2718466	total: 7.88s	remaining: 25.1s
239:	learn: 0.2716618	total: 7.89s	remaining: 25s
240:	learn: 0.2714580	total: 7.89s	remaining: 24.9s
241:	learn: 0.2705538	total: 7.93s	remaining: 24.8s
242:	learn: 0.2703333	total: 7.93s	remaining: 24.7s
243:	learn: 0.2692871	total: 7.96s	remaining: 24.7s
244:	learn: 0.2686513	total: 7.99s	remaining: 24.6s
245:	learn: 0.2678343	total: 8.02s	remaining: 24.6s
246:	learn: 0.2676182	total: 8.05s	remaining: 24.6s
247:	learn: 0.2673630	total: 8.06s	remaining: 24.4s
248:	learn: 0.2665212	total: 8.09s	remaining: 24.4s
249:	learn: 0.2657478	total: 8.13s	remaining: 24.4s
250:	learn: 0.2655809	total: 8.13s	remaining: 24.3s
251:	learn: 0.2654136	total: 8.13s	remaining: 24.1s
252:	learn: 0.2646250	total: 8.16s	remaining: 24.1s
253:	learn: 0.2644432	total: 8.17s	remaining: 24s
254:	learn: 0.2641903	total: 8.18s	remaining: 23.9s
255:	learn: 0.2632549	total: 8.21s	remaining: 23.9s
256:	learn: 0.2620986	total: 8.24s	remaining: 23.8s
257:	learn: 0.2612392	total: 8.27s	remaining: 23.8s
258:	learn: 0.2606086	total: 8.31s	remaining: 23.8s
259:	learn: 0.2600936	total: 8.34s	remaining: 23.7s
260:	learn: 0.2589966	total: 8.36s	remaining: 23.7s
261:	learn: 0.2587717	total: 8.37s	remaining: 23.6s
262:	learn: 0.2585617	total: 8.4s	remaining: 23.5s
263:	learn: 0.2577735	total: 8.43s	remaining: 23.5s
264:	learn: 0.2567544	total: 8.46s	remaining: 23.5s
265:	learn: 0.2562212	total: 8.49s	remaining: 23.4s
266:	learn: 0.2553885	total: 8.53s	remaining: 23.4s
267:	learn: 0.2552106	total: 8.56s	remaining: 23.4s
268:	learn: 0.2549524	total: 8.59s	remaining: 23.3s
269:	learn: 0.2547893	total: 8.59s	remaining: 23.2s
270:	learn: 0.2538434	total: 8.62s	remaining: 23.2s
271:	learn: 0.2536325	total: 8.65s	remaining: 23.2s
272:	learn: 0.2529239	total: 8.69s	remaining: 23.1s
273:	learn: 0.2518389	total: 8.72s	remaining: 23.1s
274:	learn: 0.2516657	total: 8.74s	remaining: 23s
275:	learn: 0.2508651	total: 8.77s	remaining: 23s
276:	learn: 0.2506077	total: 8.79s	remaining: 23s
277:	learn: 0.2503776	total: 8.82s	remaining: 22.9s
278:	learn: 0.2498754	total: 8.83s	remaining: 22.8s
279:	learn: 0.2491845	total: 8.86s	remaining: 22.8s
280:	learn: 0.2489942	total: 8.86s	remaining: 22.7s
281:	learn: 0.2487868	total: 8.86s	remaining: 22.6s
282:	learn: 0.2481252	total: 8.9s	remaining: 22.5s
283:	learn: 0.2478909	total: 8.93s	remaining: 22.5s
284:	learn: 0.2470039	total: 8.96s	remaining: 22.5s
285:	learn: 0.2467391	total: 8.99s	remaining: 22.4s
286:	learn: 0.2465535	total: 9.02s	remaining: 22.4s
287:	learn: 0.2464039	total: 9.02s	remaining: 22.3s
288:	learn: 0.2462096	total: 9.02s	remaining: 22.2s
289:	learn: 0.2458049	total: 9.05s	remaining: 22.2s
290:	learn: 0.2455516	total: 9.07s	remaining: 22.1s
291:	learn: 0.2447516	total: 9.1s	remaining: 22.1s
292:	learn: 0.2439748	total: 9.13s	remaining: 22s
293:	learn: 0.2431193	total: 9.16s	remaining: 22s
294:	learn: 0.2421322	total: 9.19s	remaining: 22s
295:	learn: 0.2413743	total: 9.22s	remaining: 21.9s
296:	learn: 0.2405450	total: 9.25s	remaining: 21.9s
297:	learn: 0.2395222	total: 9.29s	remaining: 21.9s
298:	learn: 0.2385924	total: 9.32s	remaining: 21.9s
299:	learn: 0.2383392	total: 9.35s	remaining: 21.8s
300:	learn: 0.2375301	total: 9.38s	remaining: 21.8s
301:	learn: 0.2372901	total: 9.41s	remaining: 21.7s
302:	learn: 0.2363745	total: 9.44s	remaining: 21.7s
303:	learn: 0.2362823	total: 9.44s	remaining: 21.6s
304:	learn: 0.2360886	total: 9.46s	remaining: 21.5s
305:	learn: 0.2354167	total: 9.49s	remaining: 21.5s
306:	learn: 0.2352492	total: 9.52s	remaining: 21.5s
307:	learn: 0.2350976	total: 9.55s	remaining: 21.5s
308:	learn: 0.2344209	total: 9.58s	remaining: 21.4s
309:	learn: 0.2341834	total: 9.59s	remaining: 21.4s
310:	learn: 0.2340099	total: 9.6s	remaining: 21.3s
311:	learn: 0.2331424	total: 9.63s	remaining: 21.2s
312:	learn: 0.2330049	total: 9.63s	remaining: 21.1s
313:	learn: 0.2328549	total: 9.65s	remaining: 21.1s
314:	learn: 0.2320489	total: 9.69s	remaining: 21.1s
315:	learn: 0.2318191	total: 9.73s	remaining: 21.1s
316:	learn: 0.2316734	total: 9.74s	remaining: 21s
317:	learn: 0.2309156	total: 9.78s	remaining: 21s
318:	learn: 0.2306894	total: 9.78s	remaining: 20.9s
319:	learn: 0.2304753	total: 9.79s	remaining: 20.8s
320:	learn: 0.2300768	total: 9.79s	remaining: 20.7s
321:	learn: 0.2298702	total: 9.8s	remaining: 20.6s
322:	learn: 0.2289233	total: 9.83s	remaining: 20.6s
323:	learn: 0.2280850	total: 9.87s	remaining: 20.6s
324:	learn: 0.2274993	total: 9.9s	remaining: 20.6s
325:	learn: 0.2272778	total: 9.9s	remaining: 20.5s
326:	learn: 0.2271094	total: 9.92s	remaining: 20.4s
327:	learn: 0.2269451	total: 9.92s	remaining: 20.3s
328:	learn: 0.2262092	total: 9.95s	remaining: 20.3s
329:	learn: 0.2260098	total: 9.98s	remaining: 20.3s
330:	learn: 0.2258249	total: 10s	remaining: 20.2s
331:	learn: 0.2251199	total: 10s	remaining: 20.2s
332:	learn: 0.2249059	total: 10s	remaining: 20.1s
333:	learn: 0.2246649	total: 10.1s	remaining: 20.1s
334:	learn: 0.2244611	total: 10.1s	remaining: 20s
335:	learn: 0.2243220	total: 10.1s	remaining: 20s
336:	learn: 0.2241234	total: 10.1s	remaining: 19.9s
337:	learn: 0.2239208	total: 10.1s	remaining: 19.8s
338:	learn: 0.2231978	total: 10.2s	remaining: 19.8s
339:	learn: 0.2230242	total: 10.2s	remaining: 19.7s
340:	learn: 0.2222702	total: 10.2s	remaining: 19.7s
341:	learn: 0.2221339	total: 10.2s	remaining: 19.7s
342:	learn: 0.2215684	total: 10.3s	remaining: 19.7s
343:	learn: 0.2208962	total: 10.3s	remaining: 19.6s
344:	learn: 0.2207092	total: 10.3s	remaining: 19.6s
345:	learn: 0.2205725	total: 10.3s	remaining: 19.5s
346:	learn: 0.2203876	total: 10.3s	remaining: 19.5s
347:	learn: 0.2202678	total: 10.3s	remaining: 19.4s
348:	learn: 0.2200971	total: 10.4s	remaining: 19.3s
349:	learn: 0.2199598	total: 10.4s	remaining: 19.3s
350:	learn: 0.2198273	total: 10.4s	remaining: 19.3s
351:	learn: 0.2189851	total: 10.5s	remaining: 19.3s
352:	learn: 0.2187952	total: 10.5s	remaining: 19.3s
353:	learn: 0.2180581	total: 10.5s	remaining: 19.2s
354:	learn: 0.2179232	total: 10.6s	remaining: 19.2s
355:	learn: 0.2177605	total: 10.6s	remaining: 19.2s
356:	learn: 0.2176328	total: 10.6s	remaining: 19.1s
357:	learn: 0.2175037	total: 10.7s	remaining: 19.1s
358:	learn: 0.2168805	total: 10.7s	remaining: 19.1s
359:	learn: 0.2161918	total: 10.7s	remaining: 19.1s
360:	learn: 0.2160646	total: 10.8s	remaining: 19.1s
361:	learn: 0.2152230	total: 10.8s	remaining: 19.1s
362:	learn: 0.2146729	total: 10.9s	remaining: 19.1s
363:	learn: 0.2145442	total: 10.9s	remaining: 19s
364:	learn: 0.2139556	total: 10.9s	remaining: 19s
365:	learn: 0.2135496	total: 10.9s	remaining: 19s
366:	learn: 0.2129333	total: 11s	remaining: 18.9s
367:	learn: 0.2121483	total: 11s	remaining: 18.9s
368:	learn: 0.2119548	total: 11.1s	remaining: 18.9s
369:	learn: 0.2117752	total: 11.1s	remaining: 18.9s
370:	learn: 0.2110320	total: 11.1s	remaining: 18.9s
371:	learn: 0.2103294	total: 11.2s	remaining: 18.8s
372:	learn: 0.2101674	total: 11.2s	remaining: 18.8s
373:	learn: 0.2100272	total: 11.2s	remaining: 18.7s
374:	learn: 0.2099141	total: 11.2s	remaining: 18.7s
375:	learn: 0.2097904	total: 11.3s	remaining: 18.7s
376:	learn: 0.2088369	total: 11.3s	remaining: 18.7s
377:	learn: 0.2086579	total: 11.3s	remaining: 18.6s
378:	learn: 0.2080368	total: 11.4s	remaining: 18.6s
379:	learn: 0.2079154	total: 11.4s	remaining: 18.6s
380:	learn: 0.2073099	total: 11.4s	remaining: 18.6s
381:	learn: 0.2071612	total: 11.4s	remaining: 18.5s
382:	learn: 0.2070524	total: 11.4s	remaining: 18.4s
383:	learn: 0.2068813	total: 11.4s	remaining: 18.4s
384:	learn: 0.2062491	total: 11.5s	remaining: 18.3s
385:	learn: 0.2058397	total: 11.5s	remaining: 18.3s
386:	learn: 0.2052267	total: 11.5s	remaining: 18.3s
387:	learn: 0.2050748	total: 11.6s	remaining: 18.2s
388:	learn: 0.2043396	total: 11.6s	remaining: 18.3s
389:	learn: 0.2033487	total: 11.7s	remaining: 18.3s
390:	learn: 0.2026462	total: 11.7s	remaining: 18.3s
391:	learn: 0.2025413	total: 11.8s	remaining: 18.3s
392:	learn: 0.2023897	total: 11.8s	remaining: 18.3s
393:	learn: 0.2019293	total: 11.9s	remaining: 18.3s
394:	learn: 0.2011914	total: 11.9s	remaining: 18.3s
395:	learn: 0.2007034	total: 12s	remaining: 18.2s
396:	learn: 0.2005384	total: 12s	remaining: 18.2s
397:	learn: 0.1999936	total: 12s	remaining: 18.2s
398:	learn: 0.1995533	total: 12s	remaining: 18.1s
399:	learn: 0.1987729	total: 12.1s	remaining: 18.1s
400:	learn: 0.1986553	total: 12.1s	remaining: 18.1s
401:	learn: 0.1982427	total: 12.1s	remaining: 18.1s
402:	learn: 0.1980819	total: 12.2s	remaining: 18s
403:	learn: 0.1975472	total: 12.2s	remaining: 18s
404:	learn: 0.1973657	total: 12.2s	remaining: 18s
405:	learn: 0.1972128	total: 12.3s	remaining: 17.9s
406:	learn: 0.1970944	total: 12.3s	remaining: 17.9s
407:	learn: 0.1969773	total: 12.3s	remaining: 17.8s
408:	learn: 0.1963551	total: 12.3s	remaining: 17.8s
409:	learn: 0.1962479	total: 12.3s	remaining: 17.8s
410:	learn: 0.1958277	total: 12.4s	remaining: 17.7s
411:	learn: 0.1957311	total: 12.4s	remaining: 17.7s
412:	learn: 0.1951281	total: 12.4s	remaining: 17.7s
413:	learn: 0.1946608	total: 12.5s	remaining: 17.7s
414:	learn: 0.1945321	total: 12.5s	remaining: 17.6s
415:	learn: 0.1936784	total: 12.5s	remaining: 17.6s
416:	learn: 0.1931467	total: 12.5s	remaining: 17.5s
417:	learn: 0.1927449	total: 12.6s	remaining: 17.5s
418:	learn: 0.1926162	total: 12.6s	remaining: 17.5s
419:	learn: 0.1918349	total: 12.6s	remaining: 17.5s
420:	learn: 0.1917333	total: 12.7s	remaining: 17.4s
421:	learn: 0.1912055	total: 12.7s	remaining: 17.4s
422:	learn: 0.1910710	total: 12.7s	remaining: 17.4s
423:	learn: 0.1909421	total: 12.7s	remaining: 17.3s
424:	learn: 0.1905227	total: 12.8s	remaining: 17.3s
425:	learn: 0.1903752	total: 12.8s	remaining: 17.3s
426:	learn: 0.1902735	total: 12.8s	remaining: 17.2s
427:	learn: 0.1896934	total: 12.9s	remaining: 17.2s
428:	learn: 0.1895445	total: 12.9s	remaining: 17.1s
429:	learn: 0.1888952	total: 12.9s	remaining: 17.1s
430:	learn: 0.1884800	total: 12.9s	remaining: 17.1s
431:	learn: 0.1883854	total: 13s	remaining: 17s
432:	learn: 0.1881260	total: 13s	remaining: 17s
433:	learn: 0.1879827	total: 13s	remaining: 17s
434:	learn: 0.1870218	total: 13s	remaining: 16.9s
435:	learn: 0.1864090	total: 13.1s	remaining: 16.9s
436:	learn: 0.1863124	total: 13.1s	remaining: 16.9s
437:	learn: 0.1861839	total: 13.2s	remaining: 16.9s
438:	learn: 0.1860257	total: 13.2s	remaining: 16.9s
439:	learn: 0.1858863	total: 13.2s	remaining: 16.8s
440:	learn: 0.1857451	total: 13.4s	remaining: 16.9s
441:	learn: 0.1855756	total: 13.4s	remaining: 16.9s
442:	learn: 0.1854469	total: 13.4s	remaining: 16.9s
443:	learn: 0.1849961	total: 13.5s	remaining: 16.8s
444:	learn: 0.1845568	total: 13.5s	remaining: 16.8s
445:	learn: 0.1841277	total: 13.5s	remaining: 16.8s
446:	learn: 0.1836968	total: 13.5s	remaining: 16.8s
447:	learn: 0.1835680	total: 13.6s	remaining: 16.7s
448:	learn: 0.1831776	total: 13.6s	remaining: 16.7s
449:	learn: 0.1825630	total: 13.6s	remaining: 16.6s
450:	learn: 0.1820970	total: 13.7s	remaining: 16.6s
451:	learn: 0.1819789	total: 13.7s	remaining: 16.6s
452:	learn: 0.1818425	total: 13.7s	remaining: 16.5s
453:	learn: 0.1815292	total: 13.7s	remaining: 16.5s
454:	learn: 0.1814015	total: 13.7s	remaining: 16.4s
455:	learn: 0.1812864	total: 13.7s	remaining: 16.4s
456:	learn: 0.1808156	total: 13.8s	remaining: 16.3s
457:	learn: 0.1801628	total: 13.8s	remaining: 16.3s
458:	learn: 0.1796306	total: 13.8s	remaining: 16.3s
459:	learn: 0.1792059	total: 13.9s	remaining: 16.3s
460:	learn: 0.1787455	total: 13.9s	remaining: 16.2s
461:	learn: 0.1782178	total: 14.1s	remaining: 16.4s
462:	learn: 0.1778676	total: 14.3s	remaining: 16.5s
463:	learn: 0.1773850	total: 14.6s	remaining: 16.9s
464:	learn: 0.1772495	total: 14.8s	remaining: 17s
465:	learn: 0.1768494	total: 15s	remaining: 17.2s
466:	learn: 0.1763700	total: 15s	remaining: 17.2s
467:	learn: 0.1759504	total: 15.1s	remaining: 17.2s
468:	learn: 0.1751549	total: 15.2s	remaining: 17.3s
469:	learn: 0.1747028	total: 15.3s	remaining: 17.2s
470:	learn: 0.1741624	total: 15.3s	remaining: 17.2s
471:	learn: 0.1737119	total: 15.4s	remaining: 17.2s
472:	learn: 0.1735616	total: 15.5s	remaining: 17.3s
473:	learn: 0.1734368	total: 15.7s	remaining: 17.4s
474:	learn: 0.1727597	total: 15.7s	remaining: 17.4s
475:	learn: 0.1723528	total: 15.8s	remaining: 17.4s
476:	learn: 0.1719170	total: 15.9s	remaining: 17.4s
477:	learn: 0.1718376	total: 15.9s	remaining: 17.4s
478:	learn: 0.1717146	total: 15.9s	remaining: 17.3s
479:	learn: 0.1709429	total: 16s	remaining: 17.3s
480:	learn: 0.1708305	total: 16s	remaining: 17.3s
481:	learn: 0.1703602	total: 16.1s	remaining: 17.3s
482:	learn: 0.1702612	total: 16.1s	remaining: 17.2s
483:	learn: 0.1697952	total: 16.1s	remaining: 17.2s
484:	learn: 0.1693762	total: 16.2s	remaining: 17.2s
485:	learn: 0.1692945	total: 16.2s	remaining: 17.1s
486:	learn: 0.1692129	total: 16.3s	remaining: 17.1s
487:	learn: 0.1691315	total: 16.3s	remaining: 17.1s
488:	learn: 0.1690073	total: 16.3s	remaining: 17.1s
489:	learn: 0.1685930	total: 16.4s	remaining: 17.1s
490:	learn: 0.1685096	total: 16.5s	remaining: 17.1s
491:	learn: 0.1684194	total: 16.5s	remaining: 17s
492:	learn: 0.1682946	total: 16.5s	remaining: 17s
493:	learn: 0.1678563	total: 16.5s	remaining: 16.9s
494:	learn: 0.1677430	total: 16.6s	remaining: 16.9s
495:	learn: 0.1672957	total: 16.6s	remaining: 16.9s
496:	learn: 0.1671946	total: 16.7s	remaining: 16.9s
497:	learn: 0.1668132	total: 16.7s	remaining: 16.9s
498:	learn: 0.1667350	total: 16.8s	remaining: 16.8s
499:	learn: 0.1660081	total: 16.8s	remaining: 16.8s
500:	learn: 0.1655062	total: 16.8s	remaining: 16.8s
501:	learn: 0.1650850	total: 16.9s	remaining: 16.7s
502:	learn: 0.1647588	total: 16.9s	remaining: 16.7s
503:	learn: 0.1643811	total: 17s	remaining: 16.7s
504:	learn: 0.1638270	total: 17s	remaining: 16.7s
505:	learn: 0.1637305	total: 17s	remaining: 16.6s
506:	learn: 0.1636294	total: 17.1s	remaining: 16.6s
507:	learn: 0.1635141	total: 17.1s	remaining: 16.6s
508:	learn: 0.1634044	total: 17.2s	remaining: 16.6s
509:	learn: 0.1629510	total: 17.2s	remaining: 16.5s
510:	learn: 0.1628849	total: 17.2s	remaining: 16.5s
511:	learn: 0.1625231	total: 17.2s	remaining: 16.4s
512:	learn: 0.1623848	total: 17.3s	remaining: 16.4s
513:	learn: 0.1619086	total: 17.3s	remaining: 16.4s
514:	learn: 0.1617915	total: 17.4s	remaining: 16.3s
515:	learn: 0.1612620	total: 17.4s	remaining: 16.3s
516:	learn: 0.1611833	total: 17.5s	remaining: 16.3s
517:	learn: 0.1610850	total: 17.5s	remaining: 16.3s
518:	learn: 0.1609783	total: 17.6s	remaining: 16.3s
519:	learn: 0.1608879	total: 17.6s	remaining: 16.2s
520:	learn: 0.1607966	total: 17.6s	remaining: 16.2s
521:	learn: 0.1607186	total: 17.6s	remaining: 16.2s
522:	learn: 0.1601862	total: 17.7s	remaining: 16.1s
523:	learn: 0.1600590	total: 17.7s	remaining: 16.1s
524:	learn: 0.1599600	total: 17.8s	remaining: 16.1s
525:	learn: 0.1598883	total: 17.8s	remaining: 16.1s
526:	learn: 0.1597813	total: 17.9s	remaining: 16s
527:	learn: 0.1596516	total: 17.9s	remaining: 16s
528:	learn: 0.1595434	total: 17.9s	remaining: 16s
529:	learn: 0.1591169	total: 18s	remaining: 15.9s
530:	learn: 0.1587561	total: 18s	remaining: 15.9s
531:	learn: 0.1584041	total: 18s	remaining: 15.9s
532:	learn: 0.1582865	total: 18.1s	remaining: 15.8s
533:	learn: 0.1582015	total: 18.1s	remaining: 15.8s
534:	learn: 0.1577908	total: 18.1s	remaining: 15.8s
535:	learn: 0.1574275	total: 18.2s	remaining: 15.7s
536:	learn: 0.1570215	total: 18.2s	remaining: 15.7s
537:	learn: 0.1569228	total: 18.2s	remaining: 15.6s
538:	learn: 0.1565743	total: 18.3s	remaining: 15.6s
539:	learn: 0.1561541	total: 18.3s	remaining: 15.6s
540:	learn: 0.1560484	total: 18.3s	remaining: 15.5s
541:	learn: 0.1557432	total: 18.4s	remaining: 15.5s
542:	learn: 0.1556368	total: 18.4s	remaining: 15.5s
543:	learn: 0.1551414	total: 18.4s	remaining: 15.4s
544:	learn: 0.1547187	total: 18.5s	remaining: 15.4s
545:	learn: 0.1542251	total: 18.5s	remaining: 15.4s
546:	learn: 0.1536986	total: 18.6s	remaining: 15.4s
547:	learn: 0.1533544	total: 18.6s	remaining: 15.3s
548:	learn: 0.1532815	total: 18.6s	remaining: 15.3s
549:	learn: 0.1530423	total: 18.6s	remaining: 15.3s
550:	learn: 0.1527354	total: 18.7s	remaining: 15.2s
551:	learn: 0.1526688	total: 18.7s	remaining: 15.2s
552:	learn: 0.1522978	total: 18.8s	remaining: 15.2s
553:	learn: 0.1522009	total: 18.8s	remaining: 15.1s
554:	learn: 0.1521033	total: 18.8s	remaining: 15.1s
555:	learn: 0.1518741	total: 18.8s	remaining: 15.1s
556:	learn: 0.1515479	total: 18.9s	remaining: 15s
557:	learn: 0.1514912	total: 18.9s	remaining: 15s
558:	learn: 0.1514034	total: 19s	remaining: 15s
559:	learn: 0.1510288	total: 19s	remaining: 14.9s
560:	learn: 0.1509396	total: 19s	remaining: 14.9s
561:	learn: 0.1505701	total: 19.1s	remaining: 14.9s
562:	learn: 0.1504916	total: 19.1s	remaining: 14.8s
563:	learn: 0.1500367	total: 19.1s	remaining: 14.8s
564:	learn: 0.1493897	total: 19.2s	remaining: 14.8s
565:	learn: 0.1492953	total: 19.2s	remaining: 14.7s
566:	learn: 0.1488225	total: 19.2s	remaining: 14.7s
567:	learn: 0.1484804	total: 19.3s	remaining: 14.7s
568:	learn: 0.1480141	total: 19.3s	remaining: 14.6s
569:	learn: 0.1479219	total: 19.4s	remaining: 14.6s
570:	learn: 0.1476404	total: 19.4s	remaining: 14.6s
571:	learn: 0.1475827	total: 19.5s	remaining: 14.6s
572:	learn: 0.1472760	total: 19.5s	remaining: 14.5s
573:	learn: 0.1468480	total: 19.6s	remaining: 14.5s
574:	learn: 0.1465898	total: 19.6s	remaining: 14.5s
575:	learn: 0.1465020	total: 19.6s	remaining: 14.5s
576:	learn: 0.1462117	total: 19.7s	remaining: 14.5s
577:	learn: 0.1458300	total: 19.8s	remaining: 14.4s
578:	learn: 0.1454069	total: 19.8s	remaining: 14.4s
579:	learn: 0.1453373	total: 19.8s	remaining: 14.3s
580:	learn: 0.1449687	total: 19.9s	remaining: 14.3s
581:	learn: 0.1447592	total: 19.9s	remaining: 14.3s
582:	learn: 0.1445261	total: 19.9s	remaining: 14.3s
583:	learn: 0.1444318	total: 20s	remaining: 14.2s
584:	learn: 0.1440795	total: 20s	remaining: 14.2s
585:	learn: 0.1440121	total: 20.1s	remaining: 14.2s
586:	learn: 0.1437355	total: 20.1s	remaining: 14.2s
587:	learn: 0.1436435	total: 20.2s	remaining: 14.1s
588:	learn: 0.1435551	total: 20.2s	remaining: 14.1s
589:	learn: 0.1433185	total: 20.2s	remaining: 14.1s
590:	learn: 0.1428867	total: 20.3s	remaining: 14.1s
591:	learn: 0.1424904	total: 20.4s	remaining: 14s
592:	learn: 0.1424101	total: 20.4s	remaining: 14s
593:	learn: 0.1423362	total: 20.4s	remaining: 14s
594:	learn: 0.1419613	total: 20.5s	remaining: 13.9s
595:	learn: 0.1418823	total: 20.5s	remaining: 13.9s
596:	learn: 0.1416686	total: 20.5s	remaining: 13.9s
597:	learn: 0.1416049	total: 20.5s	remaining: 13.8s
598:	learn: 0.1411994	total: 20.6s	remaining: 13.8s
599:	learn: 0.1406829	total: 20.7s	remaining: 13.8s
600:	learn: 0.1402939	total: 20.7s	remaining: 13.8s
601:	learn: 0.1402230	total: 20.7s	remaining: 13.7s
602:	learn: 0.1396986	total: 20.8s	remaining: 13.7s
603:	learn: 0.1393675	total: 20.8s	remaining: 13.6s
604:	learn: 0.1391244	total: 20.8s	remaining: 13.6s
605:	learn: 0.1388934	total: 20.9s	remaining: 13.6s
606:	learn: 0.1387948	total: 20.9s	remaining: 13.5s
607:	learn: 0.1385785	total: 20.9s	remaining: 13.5s
608:	learn: 0.1380581	total: 20.9s	remaining: 13.4s
609:	learn: 0.1380092	total: 21s	remaining: 13.4s
610:	learn: 0.1379617	total: 21s	remaining: 13.3s
611:	learn: 0.1375445	total: 21s	remaining: 13.3s
612:	learn: 0.1372825	total: 21.1s	remaining: 13.3s
613:	learn: 0.1370397	total: 21.1s	remaining: 13.3s
614:	learn: 0.1369701	total: 21.2s	remaining: 13.2s
615:	learn: 0.1368923	total: 21.2s	remaining: 13.2s
616:	learn: 0.1367050	total: 21.2s	remaining: 13.2s
617:	learn: 0.1363701	total: 21.3s	remaining: 13.1s
618:	learn: 0.1361596	total: 21.3s	remaining: 13.1s
619:	learn: 0.1360908	total: 21.3s	remaining: 13.1s
620:	learn: 0.1360181	total: 21.3s	remaining: 13s
621:	learn: 0.1356833	total: 21.4s	remaining: 13s
622:	learn: 0.1356110	total: 21.4s	remaining: 13s
623:	learn: 0.1355612	total: 21.5s	remaining: 12.9s
624:	learn: 0.1351003	total: 21.5s	remaining: 12.9s
625:	learn: 0.1348670	total: 21.6s	remaining: 12.9s
626:	learn: 0.1346049	total: 21.6s	remaining: 12.9s
627:	learn: 0.1343983	total: 21.7s	remaining: 12.8s
628:	learn: 0.1343244	total: 21.7s	remaining: 12.8s
629:	learn: 0.1342440	total: 21.7s	remaining: 12.8s
630:	learn: 0.1339608	total: 21.8s	remaining: 12.7s
631:	learn: 0.1338825	total: 21.8s	remaining: 12.7s
632:	learn: 0.1337759	total: 21.8s	remaining: 12.7s
633:	learn: 0.1337097	total: 21.8s	remaining: 12.6s
634:	learn: 0.1336324	total: 21.9s	remaining: 12.6s
635:	learn: 0.1335466	total: 21.9s	remaining: 12.5s
636:	learn: 0.1333371	total: 22s	remaining: 12.5s
637:	learn: 0.1332629	total: 22s	remaining: 12.5s
638:	learn: 0.1329968	total: 22.1s	remaining: 12.5s
639:	learn: 0.1327193	total: 22.1s	remaining: 12.4s
640:	learn: 0.1323313	total: 22.1s	remaining: 12.4s
641:	learn: 0.1320579	total: 22.2s	remaining: 12.4s
642:	learn: 0.1317921	total: 22.2s	remaining: 12.3s
643:	learn: 0.1317263	total: 22.2s	remaining: 12.3s
644:	learn: 0.1314994	total: 22.2s	remaining: 12.2s
645:	learn: 0.1314311	total: 22.3s	remaining: 12.2s
646:	learn: 0.1312794	total: 22.3s	remaining: 12.2s
647:	learn: 0.1312144	total: 22.3s	remaining: 12.1s
648:	learn: 0.1311041	total: 22.4s	remaining: 12.1s
649:	learn: 0.1310470	total: 22.4s	remaining: 12s
650:	learn: 0.1306452	total: 22.4s	remaining: 12s
651:	learn: 0.1304576	total: 22.4s	remaining: 12s
652:	learn: 0.1301669	total: 22.4s	remaining: 11.9s
653:	learn: 0.1299239	total: 22.5s	remaining: 11.9s
654:	learn: 0.1295066	total: 22.5s	remaining: 11.9s
655:	learn: 0.1294359	total: 22.6s	remaining: 11.8s
656:	learn: 0.1291071	total: 22.6s	remaining: 11.8s
657:	learn: 0.1288800	total: 22.6s	remaining: 11.8s
658:	learn: 0.1284552	total: 22.7s	remaining: 11.7s
659:	learn: 0.1281774	total: 22.7s	remaining: 11.7s
660:	learn: 0.1279078	total: 22.7s	remaining: 11.7s
661:	learn: 0.1275515	total: 22.8s	remaining: 11.6s
662:	learn: 0.1274782	total: 22.8s	remaining: 11.6s
663:	learn: 0.1271240	total: 22.8s	remaining: 11.6s
664:	learn: 0.1270542	total: 22.9s	remaining: 11.5s
665:	learn: 0.1266394	total: 22.9s	remaining: 11.5s
666:	learn: 0.1264656	total: 23s	remaining: 11.5s
667:	learn: 0.1263943	total: 23s	remaining: 11.4s
668:	learn: 0.1263147	total: 23s	remaining: 11.4s
669:	learn: 0.1259301	total: 23.1s	remaining: 11.4s
670:	learn: 0.1257402	total: 23.1s	remaining: 11.3s
671:	learn: 0.1255246	total: 23.1s	remaining: 11.3s
672:	learn: 0.1253339	total: 23.1s	remaining: 11.2s
673:	learn: 0.1249964	total: 23.2s	remaining: 11.2s
674:	learn: 0.1249137	total: 23.2s	remaining: 11.2s
675:	learn: 0.1247819	total: 23.2s	remaining: 11.1s
676:	learn: 0.1247127	total: 23.3s	remaining: 11.1s
677:	learn: 0.1246610	total: 23.3s	remaining: 11.1s
678:	learn: 0.1245980	total: 23.3s	remaining: 11s
679:	learn: 0.1243720	total: 23.4s	remaining: 11s
680:	learn: 0.1241759	total: 23.4s	remaining: 11s
681:	learn: 0.1241052	total: 23.4s	remaining: 10.9s
682:	learn: 0.1239295	total: 23.5s	remaining: 10.9s
683:	learn: 0.1237310	total: 23.6s	remaining: 10.9s
684:	learn: 0.1236754	total: 23.6s	remaining: 10.8s
685:	learn: 0.1232866	total: 23.6s	remaining: 10.8s
686:	learn: 0.1232224	total: 23.6s	remaining: 10.8s
687:	learn: 0.1231618	total: 23.7s	remaining: 10.7s
688:	learn: 0.1228808	total: 23.7s	remaining: 10.7s
689:	learn: 0.1224997	total: 23.7s	remaining: 10.7s
690:	learn: 0.1224368	total: 23.8s	remaining: 10.6s
691:	learn: 0.1223740	total: 23.8s	remaining: 10.6s
692:	learn: 0.1223091	total: 23.8s	remaining: 10.6s
693:	learn: 0.1220466	total: 23.9s	remaining: 10.5s
694:	learn: 0.1219691	total: 23.9s	remaining: 10.5s
695:	learn: 0.1218239	total: 23.9s	remaining: 10.4s
696:	learn: 0.1214819	total: 23.9s	remaining: 10.4s
697:	learn: 0.1214221	total: 24s	remaining: 10.4s
698:	learn: 0.1211790	total: 24s	remaining: 10.3s
699:	learn: 0.1209561	total: 24s	remaining: 10.3s
700:	learn: 0.1208948	total: 24.1s	remaining: 10.3s
701:	learn: 0.1206643	total: 24.1s	remaining: 10.2s
702:	learn: 0.1203196	total: 24.2s	remaining: 10.2s
703:	learn: 0.1200006	total: 24.2s	remaining: 10.2s
704:	learn: 0.1196923	total: 24.2s	remaining: 10.1s
705:	learn: 0.1194388	total: 24.3s	remaining: 10.1s
706:	learn: 0.1193795	total: 24.3s	remaining: 10.1s
707:	learn: 0.1189541	total: 24.3s	remaining: 10s
708:	learn: 0.1184708	total: 24.4s	remaining: 10s
709:	learn: 0.1182471	total: 24.4s	remaining: 9.96s
710:	learn: 0.1178947	total: 24.4s	remaining: 9.93s
711:	learn: 0.1177178	total: 24.5s	remaining: 9.89s
712:	learn: 0.1176580	total: 24.5s	remaining: 9.86s
713:	learn: 0.1174342	total: 24.5s	remaining: 9.82s
714:	learn: 0.1172657	total: 24.5s	remaining: 9.78s
715:	learn: 0.1169982	total: 24.6s	remaining: 9.74s
716:	learn: 0.1167759	total: 24.6s	remaining: 9.71s
717:	learn: 0.1166224	total: 24.6s	remaining: 9.68s
718:	learn: 0.1165749	total: 24.6s	remaining: 9.63s
719:	learn: 0.1165248	total: 24.7s	remaining: 9.59s
720:	learn: 0.1164687	total: 24.7s	remaining: 9.56s
721:	learn: 0.1164128	total: 24.7s	remaining: 9.52s
722:	learn: 0.1163656	total: 24.8s	remaining: 9.49s
723:	learn: 0.1162999	total: 24.8s	remaining: 9.46s
724:	learn: 0.1160673	total: 24.9s	remaining: 9.43s
725:	learn: 0.1160172	total: 24.9s	remaining: 9.39s
726:	learn: 0.1159262	total: 24.9s	remaining: 9.34s
727:	learn: 0.1154636	total: 24.9s	remaining: 9.31s
728:	learn: 0.1151598	total: 25s	remaining: 9.28s
729:	learn: 0.1148531	total: 25s	remaining: 9.24s
730:	learn: 0.1145301	total: 25s	remaining: 9.21s
731:	learn: 0.1143643	total: 25.1s	remaining: 9.17s
732:	learn: 0.1140682	total: 25.1s	remaining: 9.14s
733:	learn: 0.1137645	total: 25.1s	remaining: 9.11s
734:	learn: 0.1136629	total: 25.2s	remaining: 9.07s
735:	learn: 0.1133100	total: 25.2s	remaining: 9.04s
736:	learn: 0.1130059	total: 25.2s	remaining: 9.01s
737:	learn: 0.1128736	total: 25.3s	remaining: 8.97s
738:	learn: 0.1125774	total: 25.3s	remaining: 8.94s
739:	learn: 0.1123218	total: 25.4s	remaining: 8.91s
740:	learn: 0.1120417	total: 25.4s	remaining: 8.88s
741:	learn: 0.1117137	total: 25.4s	remaining: 8.84s
742:	learn: 0.1115440	total: 25.5s	remaining: 8.81s
743:	learn: 0.1115080	total: 25.5s	remaining: 8.77s
744:	learn: 0.1114454	total: 25.5s	remaining: 8.74s
745:	learn: 0.1111272	total: 25.6s	remaining: 8.71s
746:	learn: 0.1109531	total: 25.6s	remaining: 8.67s
747:	learn: 0.1109036	total: 25.6s	remaining: 8.64s
748:	learn: 0.1108728	total: 25.6s	remaining: 8.59s
749:	learn: 0.1106776	total: 25.7s	remaining: 8.55s
750:	learn: 0.1106335	total: 25.7s	remaining: 8.52s
751:	learn: 0.1103569	total: 25.7s	remaining: 8.48s
752:	learn: 0.1100269	total: 25.8s	remaining: 8.45s
753:	learn: 0.1096291	total: 25.8s	remaining: 8.41s
754:	learn: 0.1093180	total: 25.8s	remaining: 8.38s
755:	learn: 0.1092762	total: 25.9s	remaining: 8.35s
756:	learn: 0.1092184	total: 25.9s	remaining: 8.31s
757:	learn: 0.1090075	total: 25.9s	remaining: 8.28s
758:	learn: 0.1088530	total: 26s	remaining: 8.24s
759:	learn: 0.1086063	total: 26s	remaining: 8.21s
760:	learn: 0.1084613	total: 26s	remaining: 8.18s
761:	learn: 0.1081440	total: 26.1s	remaining: 8.14s
762:	learn: 0.1079160	total: 26.1s	remaining: 8.11s
763:	learn: 0.1078571	total: 26.1s	remaining: 8.07s
764:	learn: 0.1076045	total: 26.2s	remaining: 8.04s
765:	learn: 0.1075518	total: 26.2s	remaining: 8s
766:	learn: 0.1072180	total: 26.2s	remaining: 7.97s
767:	learn: 0.1069812	total: 26.3s	remaining: 7.93s
768:	learn: 0.1069338	total: 26.3s	remaining: 7.9s
769:	learn: 0.1067831	total: 26.3s	remaining: 7.86s
770:	learn: 0.1064895	total: 26.4s	remaining: 7.83s
771:	learn: 0.1062481	total: 26.4s	remaining: 7.8s
772:	learn: 0.1061989	total: 26.4s	remaining: 7.77s
773:	learn: 0.1061473	total: 26.5s	remaining: 7.73s
774:	learn: 0.1060994	total: 26.5s	remaining: 7.7s
775:	learn: 0.1058039	total: 26.6s	remaining: 7.67s
776:	learn: 0.1056522	total: 26.6s	remaining: 7.63s
777:	learn: 0.1054273	total: 26.6s	remaining: 7.6s
778:	learn: 0.1053197	total: 26.6s	remaining: 7.56s
779:	learn: 0.1051233	total: 26.7s	remaining: 7.52s
780:	learn: 0.1049377	total: 26.7s	remaining: 7.49s
781:	learn: 0.1047186	total: 26.7s	remaining: 7.45s
782:	learn: 0.1044799	total: 26.8s	remaining: 7.42s
783:	learn: 0.1044349	total: 26.8s	remaining: 7.38s
784:	learn: 0.1041337	total: 26.8s	remaining: 7.35s
785:	learn: 0.1038623	total: 26.9s	remaining: 7.32s
786:	learn: 0.1037141	total: 26.9s	remaining: 7.29s
787:	learn: 0.1036653	total: 27s	remaining: 7.25s
788:	learn: 0.1033016	total: 27s	remaining: 7.22s
789:	learn: 0.1030291	total: 27s	remaining: 7.18s
790:	learn: 0.1027183	total: 27s	remaining: 7.15s
791:	learn: 0.1024411	total: 27.1s	remaining: 7.11s
792:	learn: 0.1020873	total: 27.1s	remaining: 7.08s
793:	learn: 0.1020508	total: 27.1s	remaining: 7.04s
794:	learn: 0.1018599	total: 27.2s	remaining: 7.01s
795:	learn: 0.1017349	total: 27.2s	remaining: 6.97s
796:	learn: 0.1015327	total: 27.2s	remaining: 6.94s
797:	learn: 0.1015046	total: 27.2s	remaining: 6.89s
798:	learn: 0.1013434	total: 27.3s	remaining: 6.86s
799:	learn: 0.1009175	total: 27.3s	remaining: 6.83s
800:	learn: 0.1008073	total: 27.4s	remaining: 6.79s
801:	learn: 0.1007685	total: 27.4s	remaining: 6.76s
802:	learn: 0.1005374	total: 27.4s	remaining: 6.73s
803:	learn: 0.1002234	total: 27.5s	remaining: 6.69s
804:	learn: 0.0999064	total: 27.5s	remaining: 6.66s
805:	learn: 0.0998508	total: 27.5s	remaining: 6.63s
806:	learn: 0.0998189	total: 27.6s	remaining: 6.59s
807:	learn: 0.0997775	total: 27.6s	remaining: 6.55s
808:	learn: 0.0995166	total: 27.6s	remaining: 6.52s
809:	learn: 0.0993250	total: 27.7s	remaining: 6.49s
810:	learn: 0.0990635	total: 27.7s	remaining: 6.45s
811:	learn: 0.0988895	total: 27.8s	remaining: 6.43s
812:	learn: 0.0986424	total: 27.8s	remaining: 6.4s
813:	learn: 0.0983576	total: 27.9s	remaining: 6.37s
814:	learn: 0.0980640	total: 27.9s	remaining: 6.34s
815:	learn: 0.0977651	total: 28s	remaining: 6.31s
816:	learn: 0.0977388	total: 28s	remaining: 6.27s
817:	learn: 0.0976971	total: 28s	remaining: 6.22s
818:	learn: 0.0975327	total: 28s	remaining: 6.19s
819:	learn: 0.0975007	total: 28s	remaining: 6.15s
820:	learn: 0.0974683	total: 28.1s	remaining: 6.12s
821:	learn: 0.0973723	total: 28.1s	remaining: 6.08s
822:	learn: 0.0970709	total: 28.1s	remaining: 6.05s
823:	learn: 0.0970386	total: 28.2s	remaining: 6.03s
824:	learn: 0.0970090	total: 28.2s	remaining: 5.99s
825:	learn: 0.0967588	total: 28.3s	remaining: 5.96s
826:	learn: 0.0967203	total: 28.3s	remaining: 5.92s
827:	learn: 0.0965956	total: 28.4s	remaining: 5.89s
828:	learn: 0.0962938	total: 28.4s	remaining: 5.86s
829:	learn: 0.0962569	total: 28.5s	remaining: 5.83s
830:	learn: 0.0961085	total: 28.5s	remaining: 5.8s
831:	learn: 0.0958459	total: 28.6s	remaining: 5.77s
832:	learn: 0.0958073	total: 28.6s	remaining: 5.73s
833:	learn: 0.0955211	total: 28.6s	remaining: 5.7s
834:	learn: 0.0953225	total: 28.7s	remaining: 5.67s
835:	learn: 0.0950607	total: 28.7s	remaining: 5.64s
836:	learn: 0.0947531	total: 28.8s	remaining: 5.6s
837:	learn: 0.0944372	total: 28.8s	remaining: 5.57s
838:	learn: 0.0943572	total: 28.9s	remaining: 5.54s
839:	learn: 0.0940711	total: 28.9s	remaining: 5.51s
840:	learn: 0.0940343	total: 28.9s	remaining: 5.47s
841:	learn: 0.0939993	total: 28.9s	remaining: 5.43s
842:	learn: 0.0938340	total: 29s	remaining: 5.4s
843:	learn: 0.0937968	total: 29s	remaining: 5.36s
844:	learn: 0.0937222	total: 29.1s	remaining: 5.33s
845:	learn: 0.0934913	total: 29.1s	remaining: 5.3s
846:	learn: 0.0931593	total: 29.1s	remaining: 5.26s
847:	learn: 0.0929839	total: 29.2s	remaining: 5.23s
848:	learn: 0.0929543	total: 29.3s	remaining: 5.21s
849:	learn: 0.0928447	total: 29.3s	remaining: 5.17s
850:	learn: 0.0927084	total: 29.4s	remaining: 5.14s
851:	learn: 0.0925096	total: 29.4s	remaining: 5.12s
852:	learn: 0.0922429	total: 29.5s	remaining: 5.09s
853:	learn: 0.0921264	total: 29.6s	remaining: 5.05s
854:	learn: 0.0919948	total: 29.6s	remaining: 5.02s
855:	learn: 0.0917706	total: 29.6s	remaining: 4.98s
856:	learn: 0.0917349	total: 29.7s	remaining: 4.95s
857:	learn: 0.0915148	total: 29.7s	remaining: 4.92s
858:	learn: 0.0912306	total: 29.8s	remaining: 4.88s
859:	learn: 0.0909754	total: 29.8s	remaining: 4.85s
860:	learn: 0.0906850	total: 29.9s	remaining: 4.82s
861:	learn: 0.0906624	total: 29.9s	remaining: 4.78s
862:	learn: 0.0905949	total: 29.9s	remaining: 4.75s
863:	learn: 0.0903301	total: 30s	remaining: 4.71s
864:	learn: 0.0900742	total: 30s	remaining: 4.68s
865:	learn: 0.0897603	total: 30.1s	remaining: 4.65s
866:	learn: 0.0897311	total: 30.1s	remaining: 4.62s
867:	learn: 0.0894604	total: 30.2s	remaining: 4.58s
868:	learn: 0.0892398	total: 30.2s	remaining: 4.55s
869:	learn: 0.0892184	total: 30.3s	remaining: 4.52s
870:	learn: 0.0889695	total: 30.3s	remaining: 4.49s
871:	learn: 0.0887015	total: 30.4s	remaining: 4.46s
872:	learn: 0.0886583	total: 30.4s	remaining: 4.43s
873:	learn: 0.0883755	total: 30.5s	remaining: 4.39s
874:	learn: 0.0883379	total: 30.5s	remaining: 4.36s
875:	learn: 0.0882035	total: 30.5s	remaining: 4.32s
876:	learn: 0.0880036	total: 30.6s	remaining: 4.29s
877:	learn: 0.0878802	total: 30.6s	remaining: 4.26s
878:	learn: 0.0876786	total: 30.7s	remaining: 4.22s
879:	learn: 0.0875328	total: 30.7s	remaining: 4.19s
880:	learn: 0.0874543	total: 30.8s	remaining: 4.16s
881:	learn: 0.0873531	total: 30.8s	remaining: 4.12s
882:	learn: 0.0870952	total: 30.9s	remaining: 4.09s
883:	learn: 0.0868392	total: 30.9s	remaining: 4.05s
884:	learn: 0.0866106	total: 30.9s	remaining: 4.02s
885:	learn: 0.0865727	total: 31s	remaining: 3.98s
886:	learn: 0.0863536	total: 31s	remaining: 3.95s
887:	learn: 0.0861673	total: 31.1s	remaining: 3.92s
888:	learn: 0.0859033	total: 31.1s	remaining: 3.89s
889:	learn: 0.0858525	total: 31.2s	remaining: 3.85s
890:	learn: 0.0857992	total: 31.2s	remaining: 3.82s
891:	learn: 0.0857649	total: 31.2s	remaining: 3.78s
892:	learn: 0.0857305	total: 31.3s	remaining: 3.75s
893:	learn: 0.0855535	total: 31.3s	remaining: 3.71s
894:	learn: 0.0855066	total: 31.3s	remaining: 3.68s
895:	learn: 0.0853796	total: 31.4s	remaining: 3.64s
896:	learn: 0.0851845	total: 31.4s	remaining: 3.61s
897:	learn: 0.0849228	total: 31.5s	remaining: 3.58s
898:	learn: 0.0847966	total: 31.5s	remaining: 3.54s
899:	learn: 0.0846182	total: 31.6s	remaining: 3.51s
900:	learn: 0.0844532	total: 31.6s	remaining: 3.47s
901:	learn: 0.0841951	total: 31.6s	remaining: 3.44s
902:	learn: 0.0841126	total: 31.8s	remaining: 3.41s
903:	learn: 0.0838466	total: 31.8s	remaining: 3.38s
904:	learn: 0.0837689	total: 31.9s	remaining: 3.34s
905:	learn: 0.0836867	total: 31.9s	remaining: 3.31s
906:	learn: 0.0835021	total: 31.9s	remaining: 3.27s
907:	learn: 0.0833012	total: 32s	remaining: 3.24s
908:	learn: 0.0830540	total: 32s	remaining: 3.21s
909:	learn: 0.0828444	total: 32.1s	remaining: 3.17s
910:	learn: 0.0828087	total: 32.1s	remaining: 3.14s
911:	learn: 0.0826149	total: 32.2s	remaining: 3.11s
912:	learn: 0.0825842	total: 32.3s	remaining: 3.07s
913:	learn: 0.0824931	total: 32.3s	remaining: 3.04s
914:	learn: 0.0824528	total: 32.4s	remaining: 3.01s
915:	learn: 0.0822447	total: 32.4s	remaining: 2.97s
916:	learn: 0.0820195	total: 32.5s	remaining: 2.94s
917:	learn: 0.0817852	total: 32.5s	remaining: 2.9s
918:	learn: 0.0817620	total: 32.5s	remaining: 2.87s
919:	learn: 0.0816647	total: 32.5s	remaining: 2.83s
920:	learn: 0.0815861	total: 32.6s	remaining: 2.79s
921:	learn: 0.0813301	total: 32.6s	remaining: 2.76s
922:	learn: 0.0812038	total: 32.7s	remaining: 2.72s
923:	learn: 0.0811440	total: 32.7s	remaining: 2.69s
924:	learn: 0.0811073	total: 32.7s	remaining: 2.65s
925:	learn: 0.0808941	total: 32.8s	remaining: 2.62s
926:	learn: 0.0807175	total: 32.8s	remaining: 2.58s
927:	learn: 0.0805431	total: 32.8s	remaining: 2.55s
928:	learn: 0.0803123	total: 32.9s	remaining: 2.51s
929:	learn: 0.0800936	total: 32.9s	remaining: 2.48s
930:	learn: 0.0799895	total: 32.9s	remaining: 2.44s
931:	learn: 0.0797607	total: 33s	remaining: 2.4s
932:	learn: 0.0795538	total: 33s	remaining: 2.37s
933:	learn: 0.0793077	total: 33s	remaining: 2.33s
934:	learn: 0.0790544	total: 33.1s	remaining: 2.3s
935:	learn: 0.0788203	total: 33.1s	remaining: 2.27s
936:	learn: 0.0787902	total: 33.2s	remaining: 2.23s
937:	learn: 0.0785922	total: 33.2s	remaining: 2.19s
938:	learn: 0.0784930	total: 33.2s	remaining: 2.16s
939:	learn: 0.0783282	total: 33.3s	remaining: 2.12s
940:	learn: 0.0780980	total: 33.3s	remaining: 2.09s
941:	learn: 0.0780260	total: 33.3s	remaining: 2.05s
942:	learn: 0.0778443	total: 33.4s	remaining: 2.02s
943:	learn: 0.0776144	total: 33.4s	remaining: 1.98s
944:	learn: 0.0774839	total: 33.5s	remaining: 1.95s
945:	learn: 0.0773329	total: 33.5s	remaining: 1.91s
946:	learn: 0.0770979	total: 33.5s	remaining: 1.88s
947:	learn: 0.0769192	total: 33.6s	remaining: 1.84s
948:	learn: 0.0768672	total: 33.6s	remaining: 1.8s
949:	learn: 0.0767335	total: 33.6s	remaining: 1.77s
950:	learn: 0.0765121	total: 33.7s	remaining: 1.73s
951:	learn: 0.0762813	total: 33.7s	remaining: 1.7s
952:	learn: 0.0760724	total: 33.7s	remaining: 1.66s
953:	learn: 0.0758871	total: 33.8s	remaining: 1.63s
954:	learn: 0.0755743	total: 33.8s	remaining: 1.59s
955:	learn: 0.0754838	total: 33.8s	remaining: 1.56s
956:	learn: 0.0753655	total: 33.9s	remaining: 1.52s
957:	learn: 0.0752969	total: 33.9s	remaining: 1.49s
958:	learn: 0.0752629	total: 34s	remaining: 1.45s
959:	learn: 0.0750225	total: 34s	remaining: 1.42s
960:	learn: 0.0748151	total: 34s	remaining: 1.38s
961:	learn: 0.0745423	total: 34.1s	remaining: 1.34s
962:	learn: 0.0743223	total: 34.1s	remaining: 1.31s
963:	learn: 0.0741515	total: 34.1s	remaining: 1.27s
964:	learn: 0.0739826	total: 34.2s	remaining: 1.24s
965:	learn: 0.0739559	total: 34.2s	remaining: 1.2s
966:	learn: 0.0738905	total: 34.2s	remaining: 1.17s
967:	learn: 0.0737358	total: 34.3s	remaining: 1.13s
968:	learn: 0.0737197	total: 34.3s	remaining: 1.1s
969:	learn: 0.0735098	total: 34.3s	remaining: 1.06s
970:	learn: 0.0733667	total: 34.4s	remaining: 1.03s
971:	learn: 0.0733454	total: 34.4s	remaining: 991ms
972:	learn: 0.0731671	total: 34.4s	remaining: 955ms
973:	learn: 0.0730102	total: 34.5s	remaining: 920ms
974:	learn: 0.0728508	total: 34.5s	remaining: 884ms
975:	learn: 0.0726039	total: 34.5s	remaining: 849ms
976:	learn: 0.0724965	total: 34.6s	remaining: 813ms
977:	learn: 0.0722972	total: 34.6s	remaining: 778ms
978:	learn: 0.0722352	total: 34.6s	remaining: 743ms
979:	learn: 0.0720326	total: 34.7s	remaining: 707ms
980:	learn: 0.0719998	total: 34.7s	remaining: 672ms
981:	learn: 0.0719562	total: 34.7s	remaining: 636ms
982:	learn: 0.0718248	total: 34.7s	remaining: 601ms
983:	learn: 0.0716522	total: 34.8s	remaining: 565ms
984:	learn: 0.0715119	total: 34.8s	remaining: 530ms
985:	learn: 0.0712948	total: 34.8s	remaining: 495ms
986:	learn: 0.0712090	total: 34.9s	remaining: 459ms
987:	learn: 0.0711084	total: 34.9s	remaining: 424ms
988:	learn: 0.0710778	total: 34.9s	remaining: 389ms
989:	learn: 0.0708898	total: 35s	remaining: 353ms
990:	learn: 0.0707786	total: 35.1s	remaining: 318ms
991:	learn: 0.0705660	total: 35.1s	remaining: 283ms
992:	learn: 0.0703683	total: 35.1s	remaining: 248ms
993:	learn: 0.0701776	total: 35.2s	remaining: 212ms
994:	learn: 0.0699778	total: 35.2s	remaining: 177ms
995:	learn: 0.0697822	total: 35.3s	remaining: 142ms
996:	learn: 0.0695929	total: 35.3s	remaining: 106ms
997:	learn: 0.0694413	total: 35.4s	remaining: 70.9ms
998:	learn: 0.0692373	total: 35.4s	remaining: 35.4ms
999:	learn: 0.0690133	total: 35.5s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=9, depth=10, total=  37.6s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=10 .....................
0:	learn: 0.8782712	total: 58.1ms	remaining: 58s
1:	learn: 0.8709209	total: 89ms	remaining: 44.4s
2:	learn: 0.8647207	total: 123ms	remaining: 41s
3:	learn: 0.8585537	total: 156ms	remaining: 38.8s
4:	learn: 0.8485644	total: 187ms	remaining: 37.1s
5:	learn: 0.8420074	total: 217ms	remaining: 36s
6:	learn: 0.8370460	total: 249ms	remaining: 35.3s
7:	learn: 0.8282808	total: 280ms	remaining: 34.7s
8:	learn: 0.8229639	total: 310ms	remaining: 34.1s
9:	learn: 0.8151352	total: 316ms	remaining: 31.3s
10:	learn: 0.8035056	total: 320ms	remaining: 28.7s
11:	learn: 0.7958787	total: 349ms	remaining: 28.7s
12:	learn: 0.7873725	total: 379ms	remaining: 28.8s
13:	learn: 0.7799866	total: 409ms	remaining: 28.8s
14:	learn: 0.7723818	total: 438ms	remaining: 28.7s
15:	learn: 0.7646410	total: 470ms	remaining: 28.9s
16:	learn: 0.7593971	total: 501ms	remaining: 29s
17:	learn: 0.7485509	total: 506ms	remaining: 27.6s
18:	learn: 0.7404133	total: 538ms	remaining: 27.8s
19:	learn: 0.7322163	total: 572ms	remaining: 28s
20:	learn: 0.7268760	total: 606ms	remaining: 28.3s
21:	learn: 0.7209846	total: 642ms	remaining: 28.6s
22:	learn: 0.7145014	total: 676ms	remaining: 28.7s
23:	learn: 0.7084250	total: 709ms	remaining: 28.8s
24:	learn: 0.7038152	total: 743ms	remaining: 29s
25:	learn: 0.6984890	total: 774ms	remaining: 29s
26:	learn: 0.6916537	total: 807ms	remaining: 29.1s
27:	learn: 0.6868775	total: 839ms	remaining: 29.1s
28:	learn: 0.6802416	total: 870ms	remaining: 29.1s
29:	learn: 0.6723332	total: 901ms	remaining: 29.1s
30:	learn: 0.6691035	total: 934ms	remaining: 29.2s
31:	learn: 0.6634912	total: 966ms	remaining: 29.2s
32:	learn: 0.6594170	total: 998ms	remaining: 29.3s
33:	learn: 0.6557243	total: 1.03s	remaining: 29.3s
34:	learn: 0.6508318	total: 1.06s	remaining: 29.2s
35:	learn: 0.6438710	total: 1.09s	remaining: 29.2s
36:	learn: 0.6400391	total: 1.12s	remaining: 29.3s
37:	learn: 0.6347780	total: 1.17s	remaining: 29.5s
38:	learn: 0.6280895	total: 1.22s	remaining: 30s
39:	learn: 0.6221982	total: 1.26s	remaining: 30.3s
40:	learn: 0.6182113	total: 1.3s	remaining: 30.5s
41:	learn: 0.6151553	total: 1.35s	remaining: 30.7s
42:	learn: 0.6104417	total: 1.38s	remaining: 30.7s
43:	learn: 0.6057171	total: 1.41s	remaining: 30.6s
44:	learn: 0.5998977	total: 1.44s	remaining: 30.6s
45:	learn: 0.5956006	total: 1.48s	remaining: 30.6s
46:	learn: 0.5908760	total: 1.51s	remaining: 30.6s
47:	learn: 0.5878219	total: 1.56s	remaining: 30.9s
48:	learn: 0.5847148	total: 1.6s	remaining: 31.1s
49:	learn: 0.5812036	total: 1.65s	remaining: 31.3s
50:	learn: 0.5766103	total: 1.69s	remaining: 31.4s
51:	learn: 0.5728583	total: 1.73s	remaining: 31.6s
52:	learn: 0.5701018	total: 1.77s	remaining: 31.7s
53:	learn: 0.5665148	total: 1.81s	remaining: 31.7s
54:	learn: 0.5632494	total: 1.84s	remaining: 31.7s
55:	learn: 0.5597854	total: 1.88s	remaining: 31.7s
56:	learn: 0.5556370	total: 1.92s	remaining: 31.7s
57:	learn: 0.5517929	total: 1.96s	remaining: 31.8s
58:	learn: 0.5469237	total: 1.99s	remaining: 31.8s
59:	learn: 0.5424442	total: 2s	remaining: 31.3s
60:	learn: 0.5390160	total: 2.03s	remaining: 31.2s
61:	learn: 0.5361176	total: 2.06s	remaining: 31.2s
62:	learn: 0.5313483	total: 2.09s	remaining: 31.1s
63:	learn: 0.5276163	total: 2.12s	remaining: 31.1s
64:	learn: 0.5247485	total: 2.15s	remaining: 31s
65:	learn: 0.5216704	total: 2.19s	remaining: 30.9s
66:	learn: 0.5189324	total: 2.22s	remaining: 30.9s
67:	learn: 0.5167762	total: 2.26s	remaining: 30.9s
68:	learn: 0.5143288	total: 2.3s	remaining: 31s
69:	learn: 0.5115049	total: 2.34s	remaining: 31.1s
70:	learn: 0.5073212	total: 2.38s	remaining: 31.2s
71:	learn: 0.5037285	total: 2.4s	remaining: 31s
72:	learn: 0.4995908	total: 2.44s	remaining: 31.1s
73:	learn: 0.4972639	total: 2.48s	remaining: 31.1s
74:	learn: 0.4936404	total: 2.53s	remaining: 31.2s
75:	learn: 0.4900001	total: 2.57s	remaining: 31.2s
76:	learn: 0.4867113	total: 2.6s	remaining: 31.2s
77:	learn: 0.4824047	total: 2.63s	remaining: 31.1s
78:	learn: 0.4790563	total: 2.67s	remaining: 31.1s
79:	learn: 0.4759372	total: 2.71s	remaining: 31.1s
80:	learn: 0.4728786	total: 2.78s	remaining: 31.5s
81:	learn: 0.4702441	total: 2.84s	remaining: 31.8s
82:	learn: 0.4664069	total: 2.88s	remaining: 31.8s
83:	learn: 0.4645125	total: 2.91s	remaining: 31.7s
84:	learn: 0.4620011	total: 2.94s	remaining: 31.7s
85:	learn: 0.4596602	total: 2.98s	remaining: 31.7s
86:	learn: 0.4565447	total: 3.02s	remaining: 31.7s
87:	learn: 0.4538896	total: 3.06s	remaining: 31.7s
88:	learn: 0.4508933	total: 3.1s	remaining: 31.8s
89:	learn: 0.4481022	total: 3.14s	remaining: 31.7s
90:	learn: 0.4454839	total: 3.17s	remaining: 31.6s
91:	learn: 0.4430594	total: 3.2s	remaining: 31.6s
92:	learn: 0.4403546	total: 3.23s	remaining: 31.5s
93:	learn: 0.4373535	total: 3.26s	remaining: 31.4s
94:	learn: 0.4353688	total: 3.29s	remaining: 31.4s
95:	learn: 0.4328606	total: 3.32s	remaining: 31.3s
96:	learn: 0.4311364	total: 3.35s	remaining: 31.2s
97:	learn: 0.4291241	total: 3.38s	remaining: 31.2s
98:	learn: 0.4272953	total: 3.42s	remaining: 31.1s
99:	learn: 0.4236395	total: 3.45s	remaining: 31s
100:	learn: 0.4218660	total: 3.48s	remaining: 31s
101:	learn: 0.4190732	total: 3.51s	remaining: 30.9s
102:	learn: 0.4163240	total: 3.54s	remaining: 30.8s
103:	learn: 0.4139444	total: 3.57s	remaining: 30.8s
104:	learn: 0.4106108	total: 3.58s	remaining: 30.5s
105:	learn: 0.4079028	total: 3.61s	remaining: 30.4s
106:	learn: 0.4057172	total: 3.64s	remaining: 30.4s
107:	learn: 0.4031591	total: 3.67s	remaining: 30.3s
108:	learn: 0.4011996	total: 3.7s	remaining: 30.3s
109:	learn: 0.3998273	total: 3.74s	remaining: 30.2s
110:	learn: 0.3984310	total: 3.77s	remaining: 30.2s
111:	learn: 0.3965223	total: 3.8s	remaining: 30.1s
112:	learn: 0.3941675	total: 3.83s	remaining: 30.1s
113:	learn: 0.3920530	total: 3.86s	remaining: 30s
114:	learn: 0.3900367	total: 3.89s	remaining: 29.9s
115:	learn: 0.3884566	total: 3.92s	remaining: 29.9s
116:	learn: 0.3866980	total: 3.95s	remaining: 29.8s
117:	learn: 0.3845329	total: 4s	remaining: 29.9s
118:	learn: 0.3827919	total: 4.03s	remaining: 29.9s
119:	learn: 0.3803820	total: 4.05s	remaining: 29.7s
120:	learn: 0.3783381	total: 4.1s	remaining: 29.8s
121:	learn: 0.3765006	total: 4.14s	remaining: 29.8s
122:	learn: 0.3750657	total: 4.17s	remaining: 29.8s
123:	learn: 0.3733471	total: 4.21s	remaining: 29.8s
124:	learn: 0.3717773	total: 4.25s	remaining: 29.8s
125:	learn: 0.3701209	total: 4.29s	remaining: 29.7s
126:	learn: 0.3671031	total: 4.32s	remaining: 29.7s
127:	learn: 0.3658402	total: 4.35s	remaining: 29.6s
128:	learn: 0.3642025	total: 4.38s	remaining: 29.6s
129:	learn: 0.3627187	total: 4.41s	remaining: 29.5s
130:	learn: 0.3607214	total: 4.44s	remaining: 29.5s
131:	learn: 0.3588064	total: 4.47s	remaining: 29.4s
132:	learn: 0.3572065	total: 4.5s	remaining: 29.4s
133:	learn: 0.3554583	total: 4.53s	remaining: 29.3s
134:	learn: 0.3537281	total: 4.57s	remaining: 29.3s
135:	learn: 0.3520120	total: 4.6s	remaining: 29.2s
136:	learn: 0.3507252	total: 4.63s	remaining: 29.2s
137:	learn: 0.3490856	total: 4.66s	remaining: 29.1s
138:	learn: 0.3478094	total: 4.7s	remaining: 29.1s
139:	learn: 0.3460261	total: 4.73s	remaining: 29.1s
140:	learn: 0.3442172	total: 4.76s	remaining: 29s
141:	learn: 0.3423610	total: 4.79s	remaining: 29s
142:	learn: 0.3408586	total: 4.83s	remaining: 28.9s
143:	learn: 0.3392937	total: 4.86s	remaining: 28.9s
144:	learn: 0.3375687	total: 4.89s	remaining: 28.8s
145:	learn: 0.3362308	total: 4.91s	remaining: 28.7s
146:	learn: 0.3350756	total: 4.94s	remaining: 28.7s
147:	learn: 0.3333462	total: 4.98s	remaining: 28.7s
148:	learn: 0.3315946	total: 5.01s	remaining: 28.6s
149:	learn: 0.3300775	total: 5.05s	remaining: 28.6s
150:	learn: 0.3285354	total: 5.08s	remaining: 28.6s
151:	learn: 0.3268395	total: 5.11s	remaining: 28.5s
152:	learn: 0.3254649	total: 5.14s	remaining: 28.5s
153:	learn: 0.3240017	total: 5.17s	remaining: 28.4s
154:	learn: 0.3226082	total: 5.21s	remaining: 28.4s
155:	learn: 0.3209679	total: 5.24s	remaining: 28.3s
156:	learn: 0.3197420	total: 5.27s	remaining: 28.3s
157:	learn: 0.3183793	total: 5.3s	remaining: 28.3s
158:	learn: 0.3172914	total: 5.34s	remaining: 28.2s
159:	learn: 0.3158333	total: 5.37s	remaining: 28.2s
160:	learn: 0.3146280	total: 5.4s	remaining: 28.1s
161:	learn: 0.3136142	total: 5.43s	remaining: 28.1s
162:	learn: 0.3120511	total: 5.46s	remaining: 28s
163:	learn: 0.3109416	total: 5.49s	remaining: 28s
164:	learn: 0.3095785	total: 5.53s	remaining: 28s
165:	learn: 0.3081978	total: 5.56s	remaining: 27.9s
166:	learn: 0.3069856	total: 5.59s	remaining: 27.9s
167:	learn: 0.3056652	total: 5.63s	remaining: 27.9s
168:	learn: 0.3046599	total: 5.66s	remaining: 27.9s
169:	learn: 0.3036885	total: 5.7s	remaining: 27.8s
170:	learn: 0.3026657	total: 5.74s	remaining: 27.8s
171:	learn: 0.3013079	total: 5.77s	remaining: 27.8s
172:	learn: 0.2999665	total: 5.8s	remaining: 27.8s
173:	learn: 0.2988427	total: 5.84s	remaining: 27.7s
174:	learn: 0.2977237	total: 5.87s	remaining: 27.7s
175:	learn: 0.2966590	total: 5.9s	remaining: 27.6s
176:	learn: 0.2955985	total: 5.93s	remaining: 27.6s
177:	learn: 0.2941610	total: 5.96s	remaining: 27.5s
178:	learn: 0.2930252	total: 6s	remaining: 27.5s
179:	learn: 0.2920125	total: 6.03s	remaining: 27.5s
180:	learn: 0.2909932	total: 6.06s	remaining: 27.4s
181:	learn: 0.2898778	total: 6.1s	remaining: 27.4s
182:	learn: 0.2886725	total: 6.13s	remaining: 27.4s
183:	learn: 0.2876495	total: 6.16s	remaining: 27.3s
184:	learn: 0.2867454	total: 6.2s	remaining: 27.3s
185:	learn: 0.2857430	total: 6.23s	remaining: 27.3s
186:	learn: 0.2848562	total: 6.26s	remaining: 27.2s
187:	learn: 0.2835169	total: 6.29s	remaining: 27.2s
188:	learn: 0.2819682	total: 6.32s	remaining: 27.1s
189:	learn: 0.2810518	total: 6.35s	remaining: 27.1s
190:	learn: 0.2800774	total: 6.39s	remaining: 27.1s
191:	learn: 0.2787718	total: 6.39s	remaining: 26.9s
192:	learn: 0.2778578	total: 6.42s	remaining: 26.9s
193:	learn: 0.2767533	total: 6.45s	remaining: 26.8s
194:	learn: 0.2756156	total: 6.49s	remaining: 26.8s
195:	learn: 0.2743886	total: 6.52s	remaining: 26.7s
196:	learn: 0.2734829	total: 6.55s	remaining: 26.7s
197:	learn: 0.2725140	total: 6.58s	remaining: 26.7s
198:	learn: 0.2713606	total: 6.61s	remaining: 26.6s
199:	learn: 0.2703851	total: 6.66s	remaining: 26.6s
200:	learn: 0.2694376	total: 6.71s	remaining: 26.7s
201:	learn: 0.2683032	total: 6.75s	remaining: 26.7s
202:	learn: 0.2670246	total: 6.79s	remaining: 26.7s
203:	learn: 0.2659046	total: 6.83s	remaining: 26.6s
204:	learn: 0.2647511	total: 6.86s	remaining: 26.6s
205:	learn: 0.2639225	total: 6.9s	remaining: 26.6s
206:	learn: 0.2629959	total: 6.94s	remaining: 26.6s
207:	learn: 0.2617377	total: 6.98s	remaining: 26.6s
208:	learn: 0.2603787	total: 7.01s	remaining: 26.5s
209:	learn: 0.2595212	total: 7.05s	remaining: 26.5s
210:	learn: 0.2582883	total: 7.08s	remaining: 26.5s
211:	learn: 0.2574143	total: 7.11s	remaining: 26.4s
212:	learn: 0.2564741	total: 7.14s	remaining: 26.4s
213:	learn: 0.2554091	total: 7.18s	remaining: 26.4s
214:	learn: 0.2546231	total: 7.21s	remaining: 26.3s
215:	learn: 0.2539111	total: 7.23s	remaining: 26.2s
216:	learn: 0.2529377	total: 7.26s	remaining: 26.2s
217:	learn: 0.2519300	total: 7.3s	remaining: 26.2s
218:	learn: 0.2509374	total: 7.34s	remaining: 26.2s
219:	learn: 0.2501243	total: 7.37s	remaining: 26.1s
220:	learn: 0.2491447	total: 7.41s	remaining: 26.1s
221:	learn: 0.2482807	total: 7.45s	remaining: 26.1s
222:	learn: 0.2474090	total: 7.48s	remaining: 26.1s
223:	learn: 0.2463873	total: 7.51s	remaining: 26s
224:	learn: 0.2462185	total: 7.51s	remaining: 25.9s
225:	learn: 0.2452683	total: 7.54s	remaining: 25.8s
226:	learn: 0.2443287	total: 7.58s	remaining: 25.8s
227:	learn: 0.2433757	total: 7.61s	remaining: 25.8s
228:	learn: 0.2425134	total: 7.64s	remaining: 25.7s
229:	learn: 0.2416997	total: 7.68s	remaining: 25.7s
230:	learn: 0.2407419	total: 7.71s	remaining: 25.7s
231:	learn: 0.2399620	total: 7.72s	remaining: 25.6s
232:	learn: 0.2391394	total: 7.76s	remaining: 25.5s
233:	learn: 0.2382220	total: 7.79s	remaining: 25.5s
234:	learn: 0.2373683	total: 7.83s	remaining: 25.5s
235:	learn: 0.2366324	total: 7.86s	remaining: 25.4s
236:	learn: 0.2358165	total: 7.89s	remaining: 25.4s
237:	learn: 0.2356447	total: 7.89s	remaining: 25.3s
238:	learn: 0.2348307	total: 7.93s	remaining: 25.2s
239:	learn: 0.2346363	total: 7.93s	remaining: 25.1s
240:	learn: 0.2339950	total: 7.98s	remaining: 25.1s
241:	learn: 0.2331756	total: 7.99s	remaining: 25s
242:	learn: 0.2323322	total: 8.03s	remaining: 25s
243:	learn: 0.2314575	total: 8.06s	remaining: 25s
244:	learn: 0.2312273	total: 8.09s	remaining: 24.9s
245:	learn: 0.2301091	total: 8.13s	remaining: 24.9s
246:	learn: 0.2294677	total: 8.17s	remaining: 24.9s
247:	learn: 0.2288192	total: 8.2s	remaining: 24.9s
248:	learn: 0.2282242	total: 8.23s	remaining: 24.8s
249:	learn: 0.2274318	total: 8.26s	remaining: 24.8s
250:	learn: 0.2267839	total: 8.28s	remaining: 24.7s
251:	learn: 0.2256743	total: 8.31s	remaining: 24.7s
252:	learn: 0.2247880	total: 8.35s	remaining: 24.7s
253:	learn: 0.2241040	total: 8.4s	remaining: 24.7s
254:	learn: 0.2239413	total: 8.41s	remaining: 24.6s
255:	learn: 0.2230962	total: 8.44s	remaining: 24.5s
256:	learn: 0.2229051	total: 8.48s	remaining: 24.5s
257:	learn: 0.2227368	total: 8.48s	remaining: 24.4s
258:	learn: 0.2218945	total: 8.51s	remaining: 24.4s
259:	learn: 0.2217174	total: 8.54s	remaining: 24.3s
260:	learn: 0.2205985	total: 8.58s	remaining: 24.3s
261:	learn: 0.2197854	total: 8.59s	remaining: 24.2s
262:	learn: 0.2196475	total: 8.6s	remaining: 24.1s
263:	learn: 0.2189117	total: 8.63s	remaining: 24.1s
264:	learn: 0.2181611	total: 8.67s	remaining: 24.1s
265:	learn: 0.2179643	total: 8.67s	remaining: 23.9s
266:	learn: 0.2177114	total: 8.71s	remaining: 23.9s
267:	learn: 0.2169433	total: 8.75s	remaining: 23.9s
268:	learn: 0.2162966	total: 8.82s	remaining: 24s
269:	learn: 0.2153932	total: 8.87s	remaining: 24s
270:	learn: 0.2152113	total: 8.88s	remaining: 23.9s
271:	learn: 0.2144564	total: 8.91s	remaining: 23.9s
272:	learn: 0.2142848	total: 8.95s	remaining: 23.8s
273:	learn: 0.2140776	total: 9.01s	remaining: 23.9s
274:	learn: 0.2139251	total: 9.06s	remaining: 23.9s
275:	learn: 0.2137509	total: 9.11s	remaining: 23.9s
276:	learn: 0.2135873	total: 9.12s	remaining: 23.8s
277:	learn: 0.2134239	total: 9.12s	remaining: 23.7s
278:	learn: 0.2127558	total: 9.16s	remaining: 23.7s
279:	learn: 0.2120232	total: 9.21s	remaining: 23.7s
280:	learn: 0.2112259	total: 9.25s	remaining: 23.7s
281:	learn: 0.2110603	total: 9.3s	remaining: 23.7s
282:	learn: 0.2108575	total: 9.35s	remaining: 23.7s
283:	learn: 0.2101245	total: 9.38s	remaining: 23.7s
284:	learn: 0.2099039	total: 9.39s	remaining: 23.6s
285:	learn: 0.2097403	total: 9.41s	remaining: 23.5s
286:	learn: 0.2095485	total: 9.46s	remaining: 23.5s
287:	learn: 0.2093487	total: 9.5s	remaining: 23.5s
288:	learn: 0.2091935	total: 9.54s	remaining: 23.5s
289:	learn: 0.2084251	total: 9.57s	remaining: 23.4s
290:	learn: 0.2081960	total: 9.61s	remaining: 23.4s
291:	learn: 0.2071536	total: 9.66s	remaining: 23.4s
292:	learn: 0.2064632	total: 9.7s	remaining: 23.4s
293:	learn: 0.2056858	total: 9.73s	remaining: 23.4s
294:	learn: 0.2050631	total: 9.77s	remaining: 23.3s
295:	learn: 0.2048635	total: 9.8s	remaining: 23.3s
296:	learn: 0.2046993	total: 9.83s	remaining: 23.3s
297:	learn: 0.2044904	total: 9.83s	remaining: 23.2s
298:	learn: 0.2038116	total: 9.87s	remaining: 23.1s
299:	learn: 0.2035925	total: 9.9s	remaining: 23.1s
300:	learn: 0.2028999	total: 9.93s	remaining: 23.1s
301:	learn: 0.2021812	total: 9.96s	remaining: 23s
302:	learn: 0.2020417	total: 9.97s	remaining: 22.9s
303:	learn: 0.2013832	total: 10s	remaining: 22.9s
304:	learn: 0.2006329	total: 10s	remaining: 22.9s
305:	learn: 0.2004940	total: 10.1s	remaining: 22.8s
306:	learn: 0.2003403	total: 10.1s	remaining: 22.7s
307:	learn: 0.2001402	total: 10.1s	remaining: 22.6s
308:	learn: 0.1994711	total: 10.1s	remaining: 22.6s
309:	learn: 0.1986660	total: 10.1s	remaining: 22.6s
310:	learn: 0.1979309	total: 10.2s	remaining: 22.5s
311:	learn: 0.1977853	total: 10.2s	remaining: 22.5s
312:	learn: 0.1976355	total: 10.2s	remaining: 22.4s
313:	learn: 0.1975035	total: 10.2s	remaining: 22.4s
314:	learn: 0.1973647	total: 10.3s	remaining: 22.3s
315:	learn: 0.1972157	total: 10.3s	remaining: 22.3s
316:	learn: 0.1965983	total: 10.3s	remaining: 22.2s
317:	learn: 0.1959488	total: 10.4s	remaining: 22.2s
318:	learn: 0.1953158	total: 10.4s	remaining: 22.2s
319:	learn: 0.1951155	total: 10.4s	remaining: 22.1s
320:	learn: 0.1949252	total: 10.4s	remaining: 22.1s
321:	learn: 0.1947856	total: 10.5s	remaining: 22s
322:	learn: 0.1939925	total: 10.5s	remaining: 22s
323:	learn: 0.1932902	total: 10.5s	remaining: 22s
324:	learn: 0.1926155	total: 10.6s	remaining: 22s
325:	learn: 0.1924860	total: 10.6s	remaining: 21.9s
326:	learn: 0.1919967	total: 10.6s	remaining: 21.9s
327:	learn: 0.1918677	total: 10.7s	remaining: 21.9s
328:	learn: 0.1911990	total: 10.7s	remaining: 21.8s
329:	learn: 0.1905079	total: 10.7s	remaining: 21.8s
330:	learn: 0.1897361	total: 10.8s	remaining: 21.8s
331:	learn: 0.1896029	total: 10.8s	remaining: 21.7s
332:	learn: 0.1894623	total: 10.8s	remaining: 21.7s
333:	learn: 0.1893261	total: 10.9s	remaining: 21.7s
334:	learn: 0.1884987	total: 10.9s	remaining: 21.6s
335:	learn: 0.1883788	total: 10.9s	remaining: 21.5s
336:	learn: 0.1876650	total: 10.9s	remaining: 21.5s
337:	learn: 0.1875245	total: 11s	remaining: 21.5s
338:	learn: 0.1873945	total: 11s	remaining: 21.4s
339:	learn: 0.1872353	total: 11s	remaining: 21.4s
340:	learn: 0.1871049	total: 11.1s	remaining: 21.4s
341:	learn: 0.1863797	total: 11.1s	remaining: 21.3s
342:	learn: 0.1862477	total: 11.1s	remaining: 21.3s
343:	learn: 0.1861148	total: 11.1s	remaining: 21.2s
344:	learn: 0.1855356	total: 11.2s	remaining: 21.2s
345:	learn: 0.1846323	total: 11.2s	remaining: 21.2s
346:	learn: 0.1844998	total: 11.2s	remaining: 21.1s
347:	learn: 0.1843877	total: 11.3s	remaining: 21.1s
348:	learn: 0.1836562	total: 11.3s	remaining: 21.1s
349:	learn: 0.1834855	total: 11.3s	remaining: 21s
350:	learn: 0.1828744	total: 11.3s	remaining: 20.9s
351:	learn: 0.1823050	total: 11.4s	remaining: 20.9s
352:	learn: 0.1821370	total: 11.4s	remaining: 20.8s
353:	learn: 0.1818325	total: 11.4s	remaining: 20.8s
354:	learn: 0.1812491	total: 11.4s	remaining: 20.7s
355:	learn: 0.1811382	total: 11.5s	remaining: 20.7s
356:	learn: 0.1809797	total: 11.5s	remaining: 20.7s
357:	learn: 0.1802542	total: 11.5s	remaining: 20.6s
358:	learn: 0.1797529	total: 11.5s	remaining: 20.6s
359:	learn: 0.1792028	total: 11.6s	remaining: 20.6s
360:	learn: 0.1790856	total: 11.6s	remaining: 20.5s
361:	learn: 0.1789690	total: 11.6s	remaining: 20.5s
362:	learn: 0.1782314	total: 11.6s	remaining: 20.4s
363:	learn: 0.1781053	total: 11.7s	remaining: 20.4s
364:	learn: 0.1779336	total: 11.7s	remaining: 20.3s
365:	learn: 0.1770802	total: 11.7s	remaining: 20.3s
366:	learn: 0.1769620	total: 11.7s	remaining: 20.2s
367:	learn: 0.1768059	total: 11.7s	remaining: 20.2s
368:	learn: 0.1761260	total: 11.8s	remaining: 20.1s
369:	learn: 0.1760130	total: 11.8s	remaining: 20.1s
370:	learn: 0.1753474	total: 11.8s	remaining: 20s
371:	learn: 0.1752315	total: 11.8s	remaining: 20s
372:	learn: 0.1751289	total: 11.9s	remaining: 19.9s
373:	learn: 0.1750097	total: 11.9s	remaining: 19.9s
374:	learn: 0.1748676	total: 11.9s	remaining: 19.9s
375:	learn: 0.1743626	total: 12s	remaining: 19.8s
376:	learn: 0.1737085	total: 12s	remaining: 19.8s
377:	learn: 0.1735967	total: 12s	remaining: 19.8s
378:	learn: 0.1730095	total: 12s	remaining: 19.7s
379:	learn: 0.1724667	total: 12.1s	remaining: 19.7s
380:	learn: 0.1718834	total: 12.2s	remaining: 19.8s
381:	learn: 0.1717527	total: 12.2s	remaining: 19.7s
382:	learn: 0.1712168	total: 12.2s	remaining: 19.7s
383:	learn: 0.1705378	total: 12.3s	remaining: 19.7s
384:	learn: 0.1704187	total: 12.3s	remaining: 19.7s
385:	learn: 0.1698896	total: 12.4s	remaining: 19.7s
386:	learn: 0.1697272	total: 12.4s	remaining: 19.7s
387:	learn: 0.1695567	total: 12.5s	remaining: 19.7s
388:	learn: 0.1692012	total: 12.5s	remaining: 19.6s
389:	learn: 0.1684257	total: 12.5s	remaining: 19.6s
390:	learn: 0.1678426	total: 12.6s	remaining: 19.6s
391:	learn: 0.1677021	total: 12.6s	remaining: 19.6s
392:	learn: 0.1670471	total: 12.7s	remaining: 19.6s
393:	learn: 0.1668872	total: 12.7s	remaining: 19.5s
394:	learn: 0.1667337	total: 12.7s	remaining: 19.5s
395:	learn: 0.1661158	total: 12.8s	remaining: 19.5s
396:	learn: 0.1659712	total: 12.8s	remaining: 19.4s
397:	learn: 0.1654833	total: 12.8s	remaining: 19.4s
398:	learn: 0.1653274	total: 12.9s	remaining: 19.4s
399:	learn: 0.1647204	total: 12.9s	remaining: 19.4s
400:	learn: 0.1645971	total: 13s	remaining: 19.4s
401:	learn: 0.1644746	total: 13s	remaining: 19.3s
402:	learn: 0.1643175	total: 13s	remaining: 19.3s
403:	learn: 0.1641623	total: 13.1s	remaining: 19.3s
404:	learn: 0.1640350	total: 13.1s	remaining: 19.2s
405:	learn: 0.1634833	total: 13.1s	remaining: 19.2s
406:	learn: 0.1630531	total: 13.2s	remaining: 19.2s
407:	learn: 0.1629637	total: 13.2s	remaining: 19.1s
408:	learn: 0.1624735	total: 13.2s	remaining: 19.1s
409:	learn: 0.1619037	total: 13.3s	remaining: 19.1s
410:	learn: 0.1618117	total: 13.3s	remaining: 19.1s
411:	learn: 0.1617059	total: 13.4s	remaining: 19.1s
412:	learn: 0.1612713	total: 13.4s	remaining: 19.1s
413:	learn: 0.1611251	total: 13.4s	remaining: 19s
414:	learn: 0.1609800	total: 13.5s	remaining: 19s
415:	learn: 0.1603635	total: 13.5s	remaining: 19s
416:	learn: 0.1602707	total: 13.5s	remaining: 18.9s
417:	learn: 0.1601604	total: 13.6s	remaining: 18.9s
418:	learn: 0.1600347	total: 13.6s	remaining: 18.9s
419:	learn: 0.1595370	total: 13.6s	remaining: 18.8s
420:	learn: 0.1593959	total: 13.7s	remaining: 18.8s
421:	learn: 0.1592508	total: 13.7s	remaining: 18.8s
422:	learn: 0.1587808	total: 13.8s	remaining: 18.8s
423:	learn: 0.1586922	total: 13.8s	remaining: 18.7s
424:	learn: 0.1585492	total: 13.8s	remaining: 18.7s
425:	learn: 0.1584073	total: 13.9s	remaining: 18.7s
426:	learn: 0.1582817	total: 13.9s	remaining: 18.6s
427:	learn: 0.1577246	total: 13.9s	remaining: 18.6s
428:	learn: 0.1575867	total: 14s	remaining: 18.6s
429:	learn: 0.1574749	total: 14s	remaining: 18.6s
430:	learn: 0.1570041	total: 14s	remaining: 18.5s
431:	learn: 0.1566386	total: 14.1s	remaining: 18.5s
432:	learn: 0.1565019	total: 14.1s	remaining: 18.5s
433:	learn: 0.1563662	total: 14.2s	remaining: 18.5s
434:	learn: 0.1558424	total: 14.2s	remaining: 18.5s
435:	learn: 0.1551608	total: 14.3s	remaining: 18.4s
436:	learn: 0.1550520	total: 14.3s	remaining: 18.4s
437:	learn: 0.1549191	total: 14.4s	remaining: 18.4s
438:	learn: 0.1548248	total: 14.4s	remaining: 18.4s
439:	learn: 0.1542420	total: 14.4s	remaining: 18.4s
440:	learn: 0.1541250	total: 14.4s	remaining: 18.3s
441:	learn: 0.1539947	total: 14.5s	remaining: 18.3s
442:	learn: 0.1535704	total: 14.5s	remaining: 18.3s
443:	learn: 0.1534414	total: 14.6s	remaining: 18.3s
444:	learn: 0.1533693	total: 14.6s	remaining: 18.2s
445:	learn: 0.1527362	total: 14.7s	remaining: 18.2s
446:	learn: 0.1526087	total: 14.7s	remaining: 18.2s
447:	learn: 0.1524975	total: 14.7s	remaining: 18.1s
448:	learn: 0.1523542	total: 14.7s	remaining: 18.1s
449:	learn: 0.1522539	total: 14.8s	remaining: 18.1s
450:	learn: 0.1515667	total: 14.8s	remaining: 18.1s
451:	learn: 0.1509461	total: 14.9s	remaining: 18.1s
452:	learn: 0.1508415	total: 14.9s	remaining: 18s
453:	learn: 0.1503872	total: 15s	remaining: 18s
454:	learn: 0.1502320	total: 15s	remaining: 18s
455:	learn: 0.1501229	total: 15s	remaining: 17.9s
456:	learn: 0.1496657	total: 15.1s	remaining: 17.9s
457:	learn: 0.1495645	total: 15.1s	remaining: 17.9s
458:	learn: 0.1494696	total: 15.1s	remaining: 17.8s
459:	learn: 0.1493810	total: 15.2s	remaining: 17.8s
460:	learn: 0.1492787	total: 15.2s	remaining: 17.8s
461:	learn: 0.1491722	total: 15.2s	remaining: 17.7s
462:	learn: 0.1491009	total: 15.2s	remaining: 17.7s
463:	learn: 0.1489853	total: 15.3s	remaining: 17.7s
464:	learn: 0.1485400	total: 15.4s	remaining: 17.7s
465:	learn: 0.1478940	total: 15.5s	remaining: 17.7s
466:	learn: 0.1474756	total: 15.5s	remaining: 17.7s
467:	learn: 0.1470973	total: 15.6s	remaining: 17.7s
468:	learn: 0.1466325	total: 15.6s	remaining: 17.7s
469:	learn: 0.1464493	total: 15.7s	remaining: 17.7s
470:	learn: 0.1463693	total: 15.7s	remaining: 17.6s
471:	learn: 0.1462797	total: 15.7s	remaining: 17.6s
472:	learn: 0.1461720	total: 15.8s	remaining: 17.6s
473:	learn: 0.1460651	total: 15.8s	remaining: 17.6s
474:	learn: 0.1459518	total: 15.9s	remaining: 17.6s
475:	learn: 0.1455245	total: 15.9s	remaining: 17.6s
476:	learn: 0.1454448	total: 16s	remaining: 17.6s
477:	learn: 0.1452597	total: 16.1s	remaining: 17.6s
478:	learn: 0.1447109	total: 16.2s	remaining: 17.6s
479:	learn: 0.1443343	total: 16.2s	remaining: 17.6s
480:	learn: 0.1442355	total: 16.2s	remaining: 17.5s
481:	learn: 0.1437247	total: 16.4s	remaining: 17.6s
482:	learn: 0.1436213	total: 16.5s	remaining: 17.6s
483:	learn: 0.1435030	total: 16.5s	remaining: 17.6s
484:	learn: 0.1430809	total: 16.5s	remaining: 17.6s
485:	learn: 0.1429872	total: 16.6s	remaining: 17.6s
486:	learn: 0.1425491	total: 16.7s	remaining: 17.6s
487:	learn: 0.1420869	total: 16.8s	remaining: 17.6s
488:	learn: 0.1414853	total: 16.8s	remaining: 17.6s
489:	learn: 0.1408789	total: 16.9s	remaining: 17.5s
490:	learn: 0.1402913	total: 16.9s	remaining: 17.5s
491:	learn: 0.1398939	total: 17s	remaining: 17.5s
492:	learn: 0.1394485	total: 17s	remaining: 17.5s
493:	learn: 0.1393437	total: 17.1s	remaining: 17.5s
494:	learn: 0.1388600	total: 17.2s	remaining: 17.5s
495:	learn: 0.1387561	total: 17.2s	remaining: 17.5s
496:	learn: 0.1386761	total: 17.3s	remaining: 17.5s
497:	learn: 0.1385952	total: 17.4s	remaining: 17.5s
498:	learn: 0.1382808	total: 17.5s	remaining: 17.5s
499:	learn: 0.1381932	total: 17.5s	remaining: 17.5s
500:	learn: 0.1381229	total: 17.5s	remaining: 17.4s
501:	learn: 0.1380478	total: 17.6s	remaining: 17.4s
502:	learn: 0.1379851	total: 17.6s	remaining: 17.4s
503:	learn: 0.1379107	total: 17.6s	remaining: 17.3s
504:	learn: 0.1375574	total: 17.6s	remaining: 17.3s
505:	learn: 0.1371961	total: 17.7s	remaining: 17.3s
506:	learn: 0.1368565	total: 17.7s	remaining: 17.2s
507:	learn: 0.1365440	total: 17.8s	remaining: 17.2s
508:	learn: 0.1359733	total: 17.8s	remaining: 17.2s
509:	learn: 0.1358852	total: 17.8s	remaining: 17.1s
510:	learn: 0.1358156	total: 17.9s	remaining: 17.1s
511:	learn: 0.1352355	total: 17.9s	remaining: 17.1s
512:	learn: 0.1351731	total: 18s	remaining: 17.1s
513:	learn: 0.1350879	total: 18s	remaining: 17s
514:	learn: 0.1350034	total: 18s	remaining: 17s
515:	learn: 0.1349531	total: 18.1s	remaining: 16.9s
516:	learn: 0.1346305	total: 18.1s	remaining: 16.9s
517:	learn: 0.1345461	total: 18.2s	remaining: 16.9s
518:	learn: 0.1341272	total: 18.2s	remaining: 16.9s
519:	learn: 0.1340440	total: 18.3s	remaining: 16.9s
520:	learn: 0.1336336	total: 18.3s	remaining: 16.8s
521:	learn: 0.1335400	total: 18.3s	remaining: 16.8s
522:	learn: 0.1334596	total: 18.3s	remaining: 16.7s
523:	learn: 0.1330213	total: 18.4s	remaining: 16.7s
524:	learn: 0.1329567	total: 18.4s	remaining: 16.7s
525:	learn: 0.1328815	total: 18.4s	remaining: 16.6s
526:	learn: 0.1324873	total: 18.5s	remaining: 16.6s
527:	learn: 0.1324228	total: 18.5s	remaining: 16.6s
528:	learn: 0.1323470	total: 18.5s	remaining: 16.5s
529:	learn: 0.1319267	total: 18.6s	remaining: 16.5s
530:	learn: 0.1318493	total: 18.6s	remaining: 16.4s
531:	learn: 0.1318012	total: 18.6s	remaining: 16.4s
532:	learn: 0.1317541	total: 18.6s	remaining: 16.3s
533:	learn: 0.1316847	total: 18.7s	remaining: 16.3s
534:	learn: 0.1316378	total: 18.7s	remaining: 16.3s
535:	learn: 0.1312054	total: 18.8s	remaining: 16.2s
536:	learn: 0.1311267	total: 18.8s	remaining: 16.2s
537:	learn: 0.1310442	total: 18.8s	remaining: 16.2s
538:	learn: 0.1305075	total: 18.9s	remaining: 16.2s
539:	learn: 0.1300488	total: 19s	remaining: 16.1s
540:	learn: 0.1295405	total: 19s	remaining: 16.1s
541:	learn: 0.1291808	total: 19s	remaining: 16.1s
542:	learn: 0.1289041	total: 19.1s	remaining: 16.1s
543:	learn: 0.1288307	total: 19.1s	remaining: 16s
544:	learn: 0.1287584	total: 19.1s	remaining: 16s
545:	learn: 0.1283515	total: 19.1s	remaining: 15.9s
546:	learn: 0.1282916	total: 19.2s	remaining: 15.9s
547:	learn: 0.1282321	total: 19.2s	remaining: 15.9s
548:	learn: 0.1277676	total: 19.3s	remaining: 15.8s
549:	learn: 0.1277148	total: 19.3s	remaining: 15.8s
550:	learn: 0.1274092	total: 19.4s	remaining: 15.8s
551:	learn: 0.1269839	total: 19.4s	remaining: 15.8s
552:	learn: 0.1269084	total: 19.4s	remaining: 15.7s
553:	learn: 0.1266287	total: 19.5s	remaining: 15.7s
554:	learn: 0.1265775	total: 19.5s	remaining: 15.7s
555:	learn: 0.1262154	total: 19.6s	remaining: 15.6s
556:	learn: 0.1257685	total: 19.6s	remaining: 15.6s
557:	learn: 0.1253504	total: 19.7s	remaining: 15.6s
558:	learn: 0.1252958	total: 19.7s	remaining: 15.5s
559:	learn: 0.1252380	total: 19.7s	remaining: 15.5s
560:	learn: 0.1251717	total: 19.7s	remaining: 15.4s
561:	learn: 0.1248484	total: 19.8s	remaining: 15.4s
562:	learn: 0.1244316	total: 19.8s	remaining: 15.4s
563:	learn: 0.1241598	total: 19.8s	remaining: 15.3s
564:	learn: 0.1241035	total: 19.8s	remaining: 15.3s
565:	learn: 0.1235991	total: 19.9s	remaining: 15.2s
566:	learn: 0.1235322	total: 19.9s	remaining: 15.2s
567:	learn: 0.1232259	total: 19.9s	remaining: 15.2s
568:	learn: 0.1231328	total: 20s	remaining: 15.1s
569:	learn: 0.1228274	total: 20s	remaining: 15.1s
570:	learn: 0.1222646	total: 20.1s	remaining: 15.1s
571:	learn: 0.1220022	total: 20.1s	remaining: 15s
572:	learn: 0.1219168	total: 20.1s	remaining: 15s
573:	learn: 0.1216657	total: 20.2s	remaining: 15s
574:	learn: 0.1216210	total: 20.2s	remaining: 14.9s
575:	learn: 0.1215571	total: 20.2s	remaining: 14.9s
576:	learn: 0.1212203	total: 20.3s	remaining: 14.9s
577:	learn: 0.1207370	total: 20.4s	remaining: 14.9s
578:	learn: 0.1206725	total: 20.4s	remaining: 14.8s
579:	learn: 0.1202812	total: 20.5s	remaining: 14.8s
580:	learn: 0.1199195	total: 20.5s	remaining: 14.8s
581:	learn: 0.1198741	total: 20.6s	remaining: 14.8s
582:	learn: 0.1198141	total: 20.6s	remaining: 14.7s
583:	learn: 0.1194420	total: 20.6s	remaining: 14.7s
584:	learn: 0.1193760	total: 20.6s	remaining: 14.6s
585:	learn: 0.1193259	total: 20.7s	remaining: 14.6s
586:	learn: 0.1190944	total: 20.7s	remaining: 14.6s
587:	learn: 0.1187278	total: 20.8s	remaining: 14.6s
588:	learn: 0.1186762	total: 20.8s	remaining: 14.5s
589:	learn: 0.1186250	total: 20.8s	remaining: 14.4s
590:	learn: 0.1185742	total: 20.8s	remaining: 14.4s
591:	learn: 0.1183357	total: 20.8s	remaining: 14.4s
592:	learn: 0.1182812	total: 20.9s	remaining: 14.3s
593:	learn: 0.1182273	total: 20.9s	remaining: 14.3s
594:	learn: 0.1181749	total: 20.9s	remaining: 14.3s
595:	learn: 0.1181219	total: 21s	remaining: 14.2s
596:	learn: 0.1178142	total: 21s	remaining: 14.2s
597:	learn: 0.1175481	total: 21s	remaining: 14.1s
598:	learn: 0.1174703	total: 21.1s	remaining: 14.1s
599:	learn: 0.1171215	total: 21.1s	remaining: 14.1s
600:	learn: 0.1168514	total: 21.2s	remaining: 14.1s
601:	learn: 0.1167867	total: 21.2s	remaining: 14s
602:	learn: 0.1164692	total: 21.2s	remaining: 14s
603:	learn: 0.1164138	total: 21.3s	remaining: 14s
604:	learn: 0.1160260	total: 21.3s	remaining: 13.9s
605:	learn: 0.1159793	total: 21.4s	remaining: 13.9s
606:	learn: 0.1156166	total: 21.4s	remaining: 13.9s
607:	learn: 0.1155661	total: 21.4s	remaining: 13.8s
608:	learn: 0.1152018	total: 21.4s	remaining: 13.8s
609:	learn: 0.1151333	total: 21.5s	remaining: 13.7s
610:	learn: 0.1148998	total: 21.6s	remaining: 13.7s
611:	learn: 0.1148323	total: 21.7s	remaining: 13.8s
612:	learn: 0.1147862	total: 21.8s	remaining: 13.8s
613:	learn: 0.1147223	total: 21.9s	remaining: 13.7s
614:	learn: 0.1146705	total: 22s	remaining: 13.7s
615:	learn: 0.1143316	total: 22s	remaining: 13.7s
616:	learn: 0.1139393	total: 22.1s	remaining: 13.7s
617:	learn: 0.1136110	total: 22.1s	remaining: 13.7s
618:	learn: 0.1135627	total: 22.1s	remaining: 13.6s
619:	learn: 0.1135331	total: 22.1s	remaining: 13.6s
620:	learn: 0.1134841	total: 22.2s	remaining: 13.5s
621:	learn: 0.1132477	total: 22.2s	remaining: 13.5s
622:	learn: 0.1129393	total: 22.3s	remaining: 13.5s
623:	learn: 0.1126712	total: 22.3s	remaining: 13.4s
624:	learn: 0.1126089	total: 22.4s	remaining: 13.4s
625:	learn: 0.1122701	total: 22.4s	remaining: 13.4s
626:	learn: 0.1121428	total: 22.5s	remaining: 13.4s
627:	learn: 0.1120946	total: 22.5s	remaining: 13.3s
628:	learn: 0.1120484	total: 22.6s	remaining: 13.3s
629:	learn: 0.1117551	total: 22.6s	remaining: 13.3s
630:	learn: 0.1117075	total: 22.7s	remaining: 13.3s
631:	learn: 0.1113915	total: 22.7s	remaining: 13.2s
632:	learn: 0.1111072	total: 22.8s	remaining: 13.2s
633:	learn: 0.1110737	total: 22.8s	remaining: 13.2s
634:	learn: 0.1107866	total: 22.9s	remaining: 13.2s
635:	learn: 0.1105532	total: 22.9s	remaining: 13.1s
636:	learn: 0.1105100	total: 23s	remaining: 13.1s
637:	learn: 0.1104734	total: 23s	remaining: 13s
638:	learn: 0.1102567	total: 23s	remaining: 13s
639:	learn: 0.1102052	total: 23s	remaining: 12.9s
640:	learn: 0.1098678	total: 23.1s	remaining: 12.9s
641:	learn: 0.1098238	total: 23.1s	remaining: 12.9s
642:	learn: 0.1095256	total: 23.1s	remaining: 12.8s
643:	learn: 0.1091725	total: 23.2s	remaining: 12.8s
644:	learn: 0.1089108	total: 23.2s	remaining: 12.8s
645:	learn: 0.1085873	total: 23.3s	remaining: 12.7s
646:	learn: 0.1082636	total: 23.3s	remaining: 12.7s
647:	learn: 0.1080400	total: 23.4s	remaining: 12.7s
648:	learn: 0.1075686	total: 23.4s	remaining: 12.7s
649:	learn: 0.1075303	total: 23.4s	remaining: 12.6s
650:	learn: 0.1072577	total: 23.5s	remaining: 12.6s
651:	learn: 0.1070832	total: 23.6s	remaining: 12.6s
652:	learn: 0.1068106	total: 23.6s	remaining: 12.6s
653:	learn: 0.1064604	total: 23.7s	remaining: 12.5s
654:	learn: 0.1061352	total: 23.7s	remaining: 12.5s
655:	learn: 0.1059005	total: 23.8s	remaining: 12.5s
656:	learn: 0.1053912	total: 23.8s	remaining: 12.4s
657:	learn: 0.1051475	total: 23.9s	remaining: 12.4s
658:	learn: 0.1051049	total: 23.9s	remaining: 12.4s
659:	learn: 0.1050689	total: 24s	remaining: 12.3s
660:	learn: 0.1047462	total: 24s	remaining: 12.3s
661:	learn: 0.1047006	total: 24.1s	remaining: 12.3s
662:	learn: 0.1043588	total: 24.1s	remaining: 12.3s
663:	learn: 0.1040658	total: 24.2s	remaining: 12.2s
664:	learn: 0.1037174	total: 24.2s	remaining: 12.2s
665:	learn: 0.1034532	total: 24.2s	remaining: 12.2s
666:	learn: 0.1030763	total: 24.3s	remaining: 12.1s
667:	learn: 0.1027835	total: 24.3s	remaining: 12.1s
668:	learn: 0.1024787	total: 24.4s	remaining: 12.1s
669:	learn: 0.1022908	total: 24.4s	remaining: 12s
670:	learn: 0.1018081	total: 24.4s	remaining: 12s
671:	learn: 0.1016227	total: 24.4s	remaining: 11.9s
672:	learn: 0.1013493	total: 24.5s	remaining: 11.9s
673:	learn: 0.1013116	total: 24.5s	remaining: 11.9s
674:	learn: 0.1012711	total: 24.5s	remaining: 11.8s
675:	learn: 0.1012405	total: 24.6s	remaining: 11.8s
676:	learn: 0.1012009	total: 24.6s	remaining: 11.7s
677:	learn: 0.1010299	total: 24.6s	remaining: 11.7s
678:	learn: 0.1007970	total: 24.7s	remaining: 11.7s
679:	learn: 0.1004189	total: 24.7s	remaining: 11.6s
680:	learn: 0.1001552	total: 24.7s	remaining: 11.6s
681:	learn: 0.0999333	total: 24.8s	remaining: 11.6s
682:	learn: 0.0998889	total: 24.8s	remaining: 11.5s
683:	learn: 0.0996257	total: 24.9s	remaining: 11.5s
684:	learn: 0.0995701	total: 24.9s	remaining: 11.5s
685:	learn: 0.0993975	total: 25s	remaining: 11.4s
686:	learn: 0.0993609	total: 25s	remaining: 11.4s
687:	learn: 0.0990057	total: 25s	remaining: 11.4s
688:	learn: 0.0989732	total: 25s	remaining: 11.3s
689:	learn: 0.0987077	total: 25.1s	remaining: 11.3s
690:	learn: 0.0986737	total: 25.1s	remaining: 11.2s
691:	learn: 0.0986376	total: 25.1s	remaining: 11.2s
692:	learn: 0.0984989	total: 25.2s	remaining: 11.2s
693:	learn: 0.0984673	total: 25.2s	remaining: 11.1s
694:	learn: 0.0984318	total: 25.2s	remaining: 11.1s
695:	learn: 0.0980901	total: 25.2s	remaining: 11s
696:	learn: 0.0980305	total: 25.2s	remaining: 11s
697:	learn: 0.0978291	total: 25.3s	remaining: 10.9s
698:	learn: 0.0975464	total: 25.3s	remaining: 10.9s
699:	learn: 0.0975176	total: 25.3s	remaining: 10.9s
700:	learn: 0.0973121	total: 25.4s	remaining: 10.8s
701:	learn: 0.0970887	total: 25.4s	remaining: 10.8s
702:	learn: 0.0970477	total: 25.4s	remaining: 10.7s
703:	learn: 0.0967525	total: 25.4s	remaining: 10.7s
704:	learn: 0.0967175	total: 25.5s	remaining: 10.7s
705:	learn: 0.0964390	total: 25.5s	remaining: 10.6s
706:	learn: 0.0963963	total: 25.5s	remaining: 10.6s
707:	learn: 0.0963612	total: 25.5s	remaining: 10.5s
708:	learn: 0.0963287	total: 25.6s	remaining: 10.5s
709:	learn: 0.0961349	total: 25.6s	remaining: 10.5s
710:	learn: 0.0961021	total: 25.6s	remaining: 10.4s
711:	learn: 0.0960707	total: 25.7s	remaining: 10.4s
712:	learn: 0.0960315	total: 25.7s	remaining: 10.3s
713:	learn: 0.0959913	total: 25.7s	remaining: 10.3s
714:	learn: 0.0959467	total: 25.8s	remaining: 10.3s
715:	learn: 0.0957996	total: 25.8s	remaining: 10.2s
716:	learn: 0.0955807	total: 25.8s	remaining: 10.2s
717:	learn: 0.0953634	total: 25.9s	remaining: 10.2s
718:	learn: 0.0951081	total: 25.9s	remaining: 10.1s
719:	learn: 0.0948303	total: 26s	remaining: 10.1s
720:	learn: 0.0945353	total: 26s	remaining: 10.1s
721:	learn: 0.0944990	total: 26s	remaining: 10s
722:	learn: 0.0941969	total: 26.1s	remaining: 9.98s
723:	learn: 0.0940033	total: 26.1s	remaining: 9.95s
724:	learn: 0.0939705	total: 26.2s	remaining: 9.95s
725:	learn: 0.0937668	total: 26.3s	remaining: 9.92s
726:	learn: 0.0935417	total: 26.3s	remaining: 9.89s
727:	learn: 0.0933597	total: 26.4s	remaining: 9.86s
728:	learn: 0.0932159	total: 26.4s	remaining: 9.81s
729:	learn: 0.0929831	total: 26.4s	remaining: 9.78s
730:	learn: 0.0926952	total: 26.5s	remaining: 9.75s
731:	learn: 0.0925198	total: 26.5s	remaining: 9.72s
732:	learn: 0.0924888	total: 26.6s	remaining: 9.68s
733:	learn: 0.0921603	total: 26.6s	remaining: 9.65s
734:	learn: 0.0919193	total: 26.7s	remaining: 9.62s
735:	learn: 0.0917796	total: 26.7s	remaining: 9.59s
736:	learn: 0.0915641	total: 26.8s	remaining: 9.56s
737:	learn: 0.0915185	total: 26.8s	remaining: 9.53s
738:	learn: 0.0912882	total: 26.9s	remaining: 9.49s
739:	learn: 0.0911059	total: 26.9s	remaining: 9.45s
740:	learn: 0.0910773	total: 26.9s	remaining: 9.42s
741:	learn: 0.0910472	total: 27s	remaining: 9.38s
742:	learn: 0.0910184	total: 27s	remaining: 9.35s
743:	learn: 0.0908590	total: 27.1s	remaining: 9.32s
744:	learn: 0.0907315	total: 27.1s	remaining: 9.28s
745:	learn: 0.0905001	total: 27.2s	remaining: 9.25s
746:	learn: 0.0901839	total: 27.2s	remaining: 9.22s
747:	learn: 0.0900670	total: 27.3s	remaining: 9.18s
748:	learn: 0.0898664	total: 27.3s	remaining: 9.15s
749:	learn: 0.0896647	total: 27.3s	remaining: 9.11s
750:	learn: 0.0893300	total: 27.4s	remaining: 9.08s
751:	learn: 0.0892816	total: 27.4s	remaining: 9.04s
752:	learn: 0.0892547	total: 27.5s	remaining: 9.01s
753:	learn: 0.0890518	total: 27.5s	remaining: 8.97s
754:	learn: 0.0890298	total: 27.5s	remaining: 8.93s
755:	learn: 0.0890076	total: 27.6s	remaining: 8.9s
756:	learn: 0.0889840	total: 27.6s	remaining: 8.85s
757:	learn: 0.0889584	total: 27.6s	remaining: 8.82s
758:	learn: 0.0887679	total: 27.7s	remaining: 8.79s
759:	learn: 0.0887422	total: 27.7s	remaining: 8.75s
760:	learn: 0.0884968	total: 27.8s	remaining: 8.72s
761:	learn: 0.0882356	total: 27.9s	remaining: 8.7s
762:	learn: 0.0878320	total: 27.9s	remaining: 8.67s
763:	learn: 0.0875343	total: 28s	remaining: 8.64s
764:	learn: 0.0872710	total: 28.1s	remaining: 8.62s
765:	learn: 0.0872344	total: 28.1s	remaining: 8.6s
766:	learn: 0.0871287	total: 28.2s	remaining: 8.56s
767:	learn: 0.0868288	total: 28.2s	remaining: 8.53s
768:	learn: 0.0868038	total: 28.3s	remaining: 8.5s
769:	learn: 0.0865487	total: 28.4s	remaining: 8.48s
770:	learn: 0.0865221	total: 28.4s	remaining: 8.45s
771:	learn: 0.0863627	total: 28.5s	remaining: 8.41s
772:	learn: 0.0861717	total: 28.6s	remaining: 8.39s
773:	learn: 0.0861318	total: 28.6s	remaining: 8.36s
774:	learn: 0.0858718	total: 28.7s	remaining: 8.32s
775:	learn: 0.0856770	total: 28.7s	remaining: 8.29s
776:	learn: 0.0854744	total: 28.8s	remaining: 8.26s
777:	learn: 0.0853021	total: 28.8s	remaining: 8.22s
778:	learn: 0.0852817	total: 28.9s	remaining: 8.19s
779:	learn: 0.0852488	total: 28.9s	remaining: 8.15s
780:	learn: 0.0850817	total: 28.9s	remaining: 8.12s
781:	learn: 0.0850519	total: 29s	remaining: 8.08s
782:	learn: 0.0848874	total: 29.1s	remaining: 8.05s
783:	learn: 0.0845752	total: 29.1s	remaining: 8.02s
784:	learn: 0.0845506	total: 29.2s	remaining: 7.99s
785:	learn: 0.0845276	total: 29.2s	remaining: 7.96s
786:	learn: 0.0845003	total: 29.3s	remaining: 7.92s
787:	learn: 0.0843031	total: 29.3s	remaining: 7.88s
788:	learn: 0.0841926	total: 29.3s	remaining: 7.84s
789:	learn: 0.0840536	total: 29.4s	remaining: 7.81s
790:	learn: 0.0838175	total: 29.5s	remaining: 7.78s
791:	learn: 0.0836711	total: 29.5s	remaining: 7.75s
792:	learn: 0.0835299	total: 29.5s	remaining: 7.71s
793:	learn: 0.0833803	total: 29.6s	remaining: 7.67s
794:	learn: 0.0832554	total: 29.6s	remaining: 7.64s
795:	learn: 0.0830725	total: 29.7s	remaining: 7.6s
796:	learn: 0.0828357	total: 29.7s	remaining: 7.56s
797:	learn: 0.0826999	total: 29.7s	remaining: 7.53s
798:	learn: 0.0824515	total: 29.8s	remaining: 7.49s
799:	learn: 0.0824273	total: 29.8s	remaining: 7.46s
800:	learn: 0.0824058	total: 29.9s	remaining: 7.42s
801:	learn: 0.0822438	total: 29.9s	remaining: 7.39s
802:	learn: 0.0822210	total: 30s	remaining: 7.35s
803:	learn: 0.0818846	total: 30s	remaining: 7.32s
804:	learn: 0.0818034	total: 30.1s	remaining: 7.28s
805:	learn: 0.0816324	total: 30.1s	remaining: 7.25s
806:	learn: 0.0816091	total: 30.2s	remaining: 7.22s
807:	learn: 0.0815876	total: 30.2s	remaining: 7.18s
808:	learn: 0.0815663	total: 30.3s	remaining: 7.15s
809:	learn: 0.0814064	total: 30.3s	remaining: 7.11s
810:	learn: 0.0813874	total: 30.3s	remaining: 7.07s
811:	learn: 0.0813607	total: 30.4s	remaining: 7.03s
812:	learn: 0.0810975	total: 30.4s	remaining: 7s
813:	learn: 0.0810346	total: 30.4s	remaining: 6.95s
814:	learn: 0.0807901	total: 30.5s	remaining: 6.92s
815:	learn: 0.0805682	total: 30.5s	remaining: 6.88s
816:	learn: 0.0804115	total: 30.6s	remaining: 6.85s
817:	learn: 0.0803896	total: 30.6s	remaining: 6.81s
818:	learn: 0.0803667	total: 30.7s	remaining: 6.78s
819:	learn: 0.0803530	total: 30.7s	remaining: 6.73s
820:	learn: 0.0800945	total: 30.7s	remaining: 6.69s
821:	learn: 0.0800756	total: 30.7s	remaining: 6.66s
822:	learn: 0.0798070	total: 30.8s	remaining: 6.62s
823:	learn: 0.0797884	total: 30.8s	remaining: 6.58s
824:	learn: 0.0795320	total: 30.9s	remaining: 6.55s
825:	learn: 0.0794257	total: 30.9s	remaining: 6.51s
826:	learn: 0.0793200	total: 31s	remaining: 6.48s
827:	learn: 0.0792976	total: 31s	remaining: 6.44s
828:	learn: 0.0790874	total: 31.1s	remaining: 6.41s
829:	learn: 0.0790744	total: 31.1s	remaining: 6.36s
830:	learn: 0.0788594	total: 31.1s	remaining: 6.32s
831:	learn: 0.0788397	total: 31.1s	remaining: 6.29s
832:	learn: 0.0786113	total: 31.2s	remaining: 6.25s
833:	learn: 0.0783786	total: 31.2s	remaining: 6.22s
834:	learn: 0.0783584	total: 31.3s	remaining: 6.18s
835:	learn: 0.0783331	total: 31.3s	remaining: 6.14s
836:	learn: 0.0783119	total: 31.4s	remaining: 6.11s
837:	learn: 0.0779911	total: 31.4s	remaining: 6.07s
838:	learn: 0.0779736	total: 31.4s	remaining: 6.03s
839:	learn: 0.0777726	total: 31.5s	remaining: 5.99s
840:	learn: 0.0777134	total: 31.5s	remaining: 5.95s
841:	learn: 0.0774777	total: 31.5s	remaining: 5.91s
842:	learn: 0.0772701	total: 31.5s	remaining: 5.88s
843:	learn: 0.0771582	total: 31.6s	remaining: 5.84s
844:	learn: 0.0769174	total: 31.6s	remaining: 5.8s
845:	learn: 0.0768979	total: 31.7s	remaining: 5.76s
846:	learn: 0.0768800	total: 31.7s	remaining: 5.73s
847:	learn: 0.0768596	total: 31.8s	remaining: 5.69s
848:	learn: 0.0766878	total: 31.8s	remaining: 5.66s
849:	learn: 0.0764249	total: 31.9s	remaining: 5.62s
850:	learn: 0.0762156	total: 31.9s	remaining: 5.58s
851:	learn: 0.0761990	total: 31.9s	remaining: 5.54s
852:	learn: 0.0761785	total: 32s	remaining: 5.51s
853:	learn: 0.0761193	total: 32s	remaining: 5.46s
854:	learn: 0.0759438	total: 32s	remaining: 5.43s
855:	learn: 0.0759242	total: 32s	remaining: 5.39s
856:	learn: 0.0757747	total: 32.1s	remaining: 5.35s
857:	learn: 0.0756087	total: 32.1s	remaining: 5.31s
858:	learn: 0.0754403	total: 32.1s	remaining: 5.28s
859:	learn: 0.0753064	total: 32.2s	remaining: 5.24s
860:	learn: 0.0752954	total: 32.2s	remaining: 5.2s
861:	learn: 0.0751358	total: 32.2s	remaining: 5.16s
862:	learn: 0.0749520	total: 32.3s	remaining: 5.12s
863:	learn: 0.0747939	total: 32.3s	remaining: 5.09s
864:	learn: 0.0747751	total: 32.4s	remaining: 5.05s
865:	learn: 0.0746061	total: 32.4s	remaining: 5.01s
866:	learn: 0.0743782	total: 32.4s	remaining: 4.97s
867:	learn: 0.0743630	total: 32.5s	remaining: 4.94s
868:	learn: 0.0741348	total: 32.5s	remaining: 4.9s
869:	learn: 0.0739819	total: 32.5s	remaining: 4.86s
870:	learn: 0.0737640	total: 32.6s	remaining: 4.82s
871:	learn: 0.0736912	total: 32.6s	remaining: 4.79s
872:	learn: 0.0736340	total: 32.7s	remaining: 4.75s
873:	learn: 0.0734101	total: 32.8s	remaining: 4.73s
874:	learn: 0.0732504	total: 32.9s	remaining: 4.7s
875:	learn: 0.0731378	total: 32.9s	remaining: 4.66s
876:	learn: 0.0731225	total: 32.9s	remaining: 4.62s
877:	learn: 0.0730388	total: 33s	remaining: 4.59s
878:	learn: 0.0729144	total: 33.1s	remaining: 4.55s
879:	learn: 0.0726497	total: 33.1s	remaining: 4.51s
880:	learn: 0.0725277	total: 33.2s	remaining: 4.48s
881:	learn: 0.0722865	total: 33.2s	remaining: 4.44s
882:	learn: 0.0720633	total: 33.2s	remaining: 4.41s
883:	learn: 0.0717648	total: 33.3s	remaining: 4.37s
884:	learn: 0.0716121	total: 33.3s	remaining: 4.33s
885:	learn: 0.0715904	total: 33.4s	remaining: 4.29s
886:	learn: 0.0714032	total: 33.4s	remaining: 4.26s
887:	learn: 0.0712668	total: 33.5s	remaining: 4.22s
888:	learn: 0.0710506	total: 33.5s	remaining: 4.19s
889:	learn: 0.0710342	total: 33.6s	remaining: 4.15s
890:	learn: 0.0709476	total: 33.6s	remaining: 4.11s
891:	learn: 0.0706676	total: 33.6s	remaining: 4.07s
892:	learn: 0.0705128	total: 33.7s	remaining: 4.04s
893:	learn: 0.0703877	total: 33.8s	remaining: 4.01s
894:	learn: 0.0702829	total: 33.8s	remaining: 3.97s
895:	learn: 0.0701297	total: 33.9s	remaining: 3.93s
896:	learn: 0.0701160	total: 33.9s	remaining: 3.89s
897:	learn: 0.0700968	total: 34s	remaining: 3.86s
898:	learn: 0.0699115	total: 34s	remaining: 3.82s
899:	learn: 0.0698979	total: 34.1s	remaining: 3.78s
900:	learn: 0.0696887	total: 34.1s	remaining: 3.75s
901:	learn: 0.0695130	total: 34.2s	remaining: 3.71s
902:	learn: 0.0693845	total: 34.2s	remaining: 3.67s
903:	learn: 0.0692879	total: 34.3s	remaining: 3.64s
904:	learn: 0.0692533	total: 34.3s	remaining: 3.6s
905:	learn: 0.0691068	total: 34.4s	remaining: 3.57s
906:	learn: 0.0689570	total: 34.4s	remaining: 3.53s
907:	learn: 0.0688142	total: 34.5s	remaining: 3.49s
908:	learn: 0.0686763	total: 34.5s	remaining: 3.46s
909:	learn: 0.0685636	total: 34.6s	remaining: 3.42s
910:	learn: 0.0683640	total: 34.6s	remaining: 3.38s
911:	learn: 0.0682146	total: 34.7s	remaining: 3.35s
912:	learn: 0.0680911	total: 34.7s	remaining: 3.31s
913:	learn: 0.0679931	total: 34.8s	remaining: 3.27s
914:	learn: 0.0678015	total: 34.9s	remaining: 3.24s
915:	learn: 0.0676199	total: 34.9s	remaining: 3.2s
916:	learn: 0.0674852	total: 35s	remaining: 3.16s
917:	learn: 0.0673607	total: 35s	remaining: 3.13s
918:	learn: 0.0671321	total: 35.1s	remaining: 3.09s
919:	learn: 0.0669232	total: 35.1s	remaining: 3.05s
920:	learn: 0.0668086	total: 35.2s	remaining: 3.02s
921:	learn: 0.0666715	total: 35.2s	remaining: 2.98s
922:	learn: 0.0666560	total: 35.3s	remaining: 2.94s
923:	learn: 0.0665553	total: 35.3s	remaining: 2.9s
924:	learn: 0.0664070	total: 35.4s	remaining: 2.87s
925:	learn: 0.0663892	total: 35.4s	remaining: 2.83s
926:	learn: 0.0662128	total: 35.5s	remaining: 2.79s
927:	learn: 0.0660056	total: 35.5s	remaining: 2.75s
928:	learn: 0.0658339	total: 35.6s	remaining: 2.72s
929:	learn: 0.0655538	total: 35.7s	remaining: 2.68s
930:	learn: 0.0655444	total: 35.7s	remaining: 2.64s
931:	learn: 0.0653855	total: 35.7s	remaining: 2.6s
932:	learn: 0.0652560	total: 35.7s	remaining: 2.57s
933:	learn: 0.0650542	total: 35.8s	remaining: 2.53s
934:	learn: 0.0649483	total: 35.8s	remaining: 2.49s
935:	learn: 0.0648202	total: 35.9s	remaining: 2.45s
936:	learn: 0.0645902	total: 35.9s	remaining: 2.41s
937:	learn: 0.0644118	total: 36s	remaining: 2.38s
938:	learn: 0.0642795	total: 36s	remaining: 2.34s
939:	learn: 0.0642260	total: 36s	remaining: 2.3s
940:	learn: 0.0642076	total: 36.1s	remaining: 2.26s
941:	learn: 0.0641664	total: 36.1s	remaining: 2.22s
942:	learn: 0.0640186	total: 36.1s	remaining: 2.18s
943:	learn: 0.0638844	total: 36.1s	remaining: 2.14s
944:	learn: 0.0637411	total: 36.2s	remaining: 2.1s
945:	learn: 0.0635843	total: 36.2s	remaining: 2.06s
946:	learn: 0.0634448	total: 36.2s	remaining: 2.03s
947:	learn: 0.0632773	total: 36.3s	remaining: 1.99s
948:	learn: 0.0631396	total: 36.3s	remaining: 1.95s
949:	learn: 0.0630085	total: 36.3s	remaining: 1.91s
950:	learn: 0.0628297	total: 36.4s	remaining: 1.87s
951:	learn: 0.0628121	total: 36.4s	remaining: 1.84s
952:	learn: 0.0625869	total: 36.4s	remaining: 1.8s
953:	learn: 0.0625692	total: 36.5s	remaining: 1.76s
954:	learn: 0.0623813	total: 36.5s	remaining: 1.72s
955:	learn: 0.0622708	total: 36.5s	remaining: 1.68s
956:	learn: 0.0621987	total: 36.5s	remaining: 1.64s
957:	learn: 0.0620336	total: 36.6s	remaining: 1.6s
958:	learn: 0.0618947	total: 36.6s	remaining: 1.56s
959:	learn: 0.0618473	total: 36.7s	remaining: 1.53s
960:	learn: 0.0617334	total: 36.7s	remaining: 1.49s
961:	learn: 0.0615696	total: 36.8s	remaining: 1.45s
962:	learn: 0.0614332	total: 36.8s	remaining: 1.41s
963:	learn: 0.0614196	total: 36.8s	remaining: 1.38s
964:	learn: 0.0614093	total: 36.9s	remaining: 1.34s
965:	learn: 0.0613915	total: 36.9s	remaining: 1.3s
966:	learn: 0.0612673	total: 36.9s	remaining: 1.26s
967:	learn: 0.0612578	total: 37s	remaining: 1.22s
968:	learn: 0.0612458	total: 37s	remaining: 1.18s
969:	learn: 0.0611056	total: 37s	remaining: 1.15s
970:	learn: 0.0610925	total: 37.1s	remaining: 1.11s
971:	learn: 0.0610678	total: 37.1s	remaining: 1.07s
972:	learn: 0.0610551	total: 37.1s	remaining: 1.03s
973:	learn: 0.0609511	total: 37.2s	remaining: 992ms
974:	learn: 0.0607568	total: 37.2s	remaining: 954ms
975:	learn: 0.0606045	total: 37.2s	remaining: 916ms
976:	learn: 0.0604870	total: 37.3s	remaining: 878ms
977:	learn: 0.0603084	total: 37.3s	remaining: 839ms
978:	learn: 0.0601989	total: 37.3s	remaining: 801ms
979:	learn: 0.0600720	total: 37.4s	remaining: 763ms
980:	learn: 0.0599334	total: 37.4s	remaining: 725ms
981:	learn: 0.0599209	total: 37.4s	remaining: 686ms
982:	learn: 0.0597710	total: 37.5s	remaining: 648ms
983:	learn: 0.0596193	total: 37.5s	remaining: 610ms
984:	learn: 0.0595284	total: 37.6s	remaining: 572ms
985:	learn: 0.0594125	total: 37.6s	remaining: 534ms
986:	learn: 0.0592452	total: 37.6s	remaining: 496ms
987:	learn: 0.0591111	total: 37.7s	remaining: 457ms
988:	learn: 0.0590118	total: 37.7s	remaining: 419ms
989:	learn: 0.0589026	total: 37.7s	remaining: 381ms
990:	learn: 0.0587476	total: 37.8s	remaining: 343ms
991:	learn: 0.0586399	total: 37.8s	remaining: 305ms
992:	learn: 0.0585618	total: 37.8s	remaining: 267ms
993:	learn: 0.0584400	total: 37.9s	remaining: 229ms
994:	learn: 0.0582899	total: 37.9s	remaining: 190ms
995:	learn: 0.0582124	total: 37.9s	remaining: 152ms
996:	learn: 0.0580339	total: 38s	remaining: 114ms
997:	learn: 0.0579235	total: 38s	remaining: 76.2ms
998:	learn: 0.0578328	total: 38s	remaining: 38.1ms
999:	learn: 0.0576838	total: 38.1s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=9, depth=10, total=  39.2s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=10 .....................
0:	learn: 0.8873629	total: 35.5ms	remaining: 35.5s
1:	learn: 0.8770280	total: 68.3ms	remaining: 34.1s
2:	learn: 0.8656088	total: 70.3ms	remaining: 23.4s
3:	learn: 0.8572824	total: 104ms	remaining: 25.8s
4:	learn: 0.8493155	total: 138ms	remaining: 27.4s
5:	learn: 0.8445434	total: 172ms	remaining: 28.5s
6:	learn: 0.8365077	total: 205ms	remaining: 29s
7:	learn: 0.8292076	total: 241ms	remaining: 29.9s
8:	learn: 0.8212222	total: 279ms	remaining: 30.7s
9:	learn: 0.8150569	total: 313ms	remaining: 31s
10:	learn: 0.8093067	total: 350ms	remaining: 31.5s
11:	learn: 0.8030703	total: 386ms	remaining: 31.8s
12:	learn: 0.7947622	total: 422ms	remaining: 32.1s
13:	learn: 0.7837448	total: 464ms	remaining: 32.7s
14:	learn: 0.7758140	total: 501ms	remaining: 32.9s
15:	learn: 0.7684331	total: 537ms	remaining: 33.1s
16:	learn: 0.7618031	total: 578ms	remaining: 33.4s
17:	learn: 0.7509861	total: 582ms	remaining: 31.8s
18:	learn: 0.7429402	total: 623ms	remaining: 32.2s
19:	learn: 0.7354482	total: 661ms	remaining: 32.4s
20:	learn: 0.7294872	total: 700ms	remaining: 32.6s
21:	learn: 0.7232070	total: 741ms	remaining: 32.9s
22:	learn: 0.7161317	total: 780ms	remaining: 33.1s
23:	learn: 0.7098263	total: 816ms	remaining: 33.2s
24:	learn: 0.7013070	total: 834ms	remaining: 32.5s
25:	learn: 0.6954869	total: 870ms	remaining: 32.6s
26:	learn: 0.6895608	total: 906ms	remaining: 32.6s
27:	learn: 0.6831864	total: 938ms	remaining: 32.6s
28:	learn: 0.6769755	total: 972ms	remaining: 32.5s
29:	learn: 0.6699799	total: 1s	remaining: 32.5s
30:	learn: 0.6663610	total: 1.03s	remaining: 32.3s
31:	learn: 0.6609544	total: 1.06s	remaining: 32.2s
32:	learn: 0.6571026	total: 1.09s	remaining: 32.1s
33:	learn: 0.6512522	total: 1.13s	remaining: 32.1s
34:	learn: 0.6475394	total: 1.16s	remaining: 32s
35:	learn: 0.6426099	total: 1.19s	remaining: 32s
36:	learn: 0.6384043	total: 1.24s	remaining: 32.3s
37:	learn: 0.6343528	total: 1.28s	remaining: 32.5s
38:	learn: 0.6276297	total: 1.33s	remaining: 32.8s
39:	learn: 0.6224427	total: 1.37s	remaining: 32.9s
40:	learn: 0.6197092	total: 1.41s	remaining: 32.9s
41:	learn: 0.6142545	total: 1.45s	remaining: 33s
42:	learn: 0.6089458	total: 1.49s	remaining: 33.1s
43:	learn: 0.6048272	total: 1.53s	remaining: 33.2s
44:	learn: 0.5994800	total: 1.56s	remaining: 33.2s
45:	learn: 0.5946614	total: 1.6s	remaining: 33.2s
46:	learn: 0.5911643	total: 1.65s	remaining: 33.4s
47:	learn: 0.5876054	total: 1.68s	remaining: 33.3s
48:	learn: 0.5817394	total: 1.71s	remaining: 33.2s
49:	learn: 0.5773585	total: 1.74s	remaining: 33.1s
50:	learn: 0.5724626	total: 1.77s	remaining: 33s
51:	learn: 0.5677511	total: 1.81s	remaining: 33s
52:	learn: 0.5651659	total: 1.84s	remaining: 32.9s
53:	learn: 0.5599138	total: 1.84s	remaining: 32.3s
54:	learn: 0.5575215	total: 1.88s	remaining: 32.2s
55:	learn: 0.5530790	total: 1.88s	remaining: 31.7s
56:	learn: 0.5487650	total: 1.91s	remaining: 31.7s
57:	learn: 0.5449944	total: 1.95s	remaining: 31.6s
58:	learn: 0.5403155	total: 1.95s	remaining: 31.1s
59:	learn: 0.5367243	total: 1.98s	remaining: 31s
60:	learn: 0.5320537	total: 2.01s	remaining: 31s
61:	learn: 0.5293240	total: 2.05s	remaining: 31s
62:	learn: 0.5258393	total: 2.09s	remaining: 31.1s
63:	learn: 0.5220512	total: 2.13s	remaining: 31.2s
64:	learn: 0.5187355	total: 2.16s	remaining: 31.1s
65:	learn: 0.5156397	total: 2.24s	remaining: 31.6s
66:	learn: 0.5122794	total: 2.28s	remaining: 31.7s
67:	learn: 0.5093049	total: 2.32s	remaining: 31.9s
68:	learn: 0.5062422	total: 2.37s	remaining: 32s
69:	learn: 0.5029565	total: 2.41s	remaining: 32s
70:	learn: 0.5006047	total: 2.46s	remaining: 32.1s
71:	learn: 0.4966833	total: 2.51s	remaining: 32.3s
72:	learn: 0.4929672	total: 2.58s	remaining: 32.8s
73:	learn: 0.4904803	total: 2.63s	remaining: 32.9s
74:	learn: 0.4879957	total: 2.67s	remaining: 33s
75:	learn: 0.4850496	total: 2.72s	remaining: 33s
76:	learn: 0.4827225	total: 2.75s	remaining: 33s
77:	learn: 0.4801451	total: 2.79s	remaining: 33s
78:	learn: 0.4779971	total: 2.82s	remaining: 32.9s
79:	learn: 0.4748629	total: 2.85s	remaining: 32.8s
80:	learn: 0.4723831	total: 2.89s	remaining: 32.8s
81:	learn: 0.4699496	total: 2.92s	remaining: 32.7s
82:	learn: 0.4672234	total: 2.95s	remaining: 32.6s
83:	learn: 0.4647522	total: 2.98s	remaining: 32.5s
84:	learn: 0.4616120	total: 3.01s	remaining: 32.4s
85:	learn: 0.4583954	total: 3.05s	remaining: 32.4s
86:	learn: 0.4561670	total: 3.08s	remaining: 32.3s
87:	learn: 0.4538505	total: 3.11s	remaining: 32.2s
88:	learn: 0.4506001	total: 3.14s	remaining: 32.2s
89:	learn: 0.4476433	total: 3.18s	remaining: 32.1s
90:	learn: 0.4451756	total: 3.21s	remaining: 32.1s
91:	learn: 0.4426866	total: 3.24s	remaining: 32s
92:	learn: 0.4402958	total: 3.28s	remaining: 32s
93:	learn: 0.4378921	total: 3.31s	remaining: 31.9s
94:	learn: 0.4353374	total: 3.34s	remaining: 31.8s
95:	learn: 0.4324323	total: 3.37s	remaining: 31.8s
96:	learn: 0.4305517	total: 3.4s	remaining: 31.7s
97:	learn: 0.4286415	total: 3.44s	remaining: 31.7s
98:	learn: 0.4267246	total: 3.48s	remaining: 31.7s
99:	learn: 0.4242173	total: 3.52s	remaining: 31.7s
100:	learn: 0.4221725	total: 3.55s	remaining: 31.6s
101:	learn: 0.4198265	total: 3.59s	remaining: 31.6s
102:	learn: 0.4167050	total: 3.59s	remaining: 31.3s
103:	learn: 0.4147735	total: 3.62s	remaining: 31.2s
104:	learn: 0.4129234	total: 3.66s	remaining: 31.2s
105:	learn: 0.4111035	total: 3.69s	remaining: 31.1s
106:	learn: 0.4091153	total: 3.73s	remaining: 31.1s
107:	learn: 0.4063631	total: 3.76s	remaining: 31s
108:	learn: 0.4039473	total: 3.79s	remaining: 31s
109:	learn: 0.4017795	total: 3.83s	remaining: 31s
110:	learn: 0.3991967	total: 3.83s	remaining: 30.7s
111:	learn: 0.3971117	total: 3.86s	remaining: 30.6s
112:	learn: 0.3953798	total: 3.9s	remaining: 30.6s
113:	learn: 0.3939053	total: 3.93s	remaining: 30.5s
114:	learn: 0.3920155	total: 3.96s	remaining: 30.5s
115:	learn: 0.3907128	total: 3.98s	remaining: 30.3s
116:	learn: 0.3887940	total: 4.01s	remaining: 30.3s
117:	learn: 0.3870367	total: 4.04s	remaining: 30.2s
118:	learn: 0.3848107	total: 4.08s	remaining: 30.2s
119:	learn: 0.3829943	total: 4.11s	remaining: 30.1s
120:	learn: 0.3814283	total: 4.14s	remaining: 30.1s
121:	learn: 0.3798735	total: 4.18s	remaining: 30.1s
122:	learn: 0.3782741	total: 4.21s	remaining: 30s
123:	learn: 0.3767830	total: 4.24s	remaining: 30s
124:	learn: 0.3750582	total: 4.27s	remaining: 29.9s
125:	learn: 0.3739201	total: 4.31s	remaining: 29.9s
126:	learn: 0.3722447	total: 4.34s	remaining: 29.8s
127:	learn: 0.3705010	total: 4.38s	remaining: 29.8s
128:	learn: 0.3686680	total: 4.38s	remaining: 29.6s
129:	learn: 0.3669893	total: 4.43s	remaining: 29.6s
130:	learn: 0.3654329	total: 4.5s	remaining: 29.9s
131:	learn: 0.3638424	total: 4.55s	remaining: 29.9s
132:	learn: 0.3622554	total: 4.58s	remaining: 29.9s
133:	learn: 0.3609314	total: 4.62s	remaining: 29.9s
134:	learn: 0.3592845	total: 4.66s	remaining: 29.8s
135:	learn: 0.3578745	total: 4.69s	remaining: 29.8s
136:	learn: 0.3562362	total: 4.72s	remaining: 29.7s
137:	learn: 0.3548146	total: 4.76s	remaining: 29.7s
138:	learn: 0.3531041	total: 4.79s	remaining: 29.7s
139:	learn: 0.3514852	total: 4.82s	remaining: 29.6s
140:	learn: 0.3501742	total: 4.85s	remaining: 29.6s
141:	learn: 0.3488659	total: 4.89s	remaining: 29.5s
142:	learn: 0.3472918	total: 4.92s	remaining: 29.5s
143:	learn: 0.3459913	total: 4.95s	remaining: 29.4s
144:	learn: 0.3444985	total: 4.98s	remaining: 29.4s
145:	learn: 0.3430888	total: 5.02s	remaining: 29.4s
146:	learn: 0.3418170	total: 5.05s	remaining: 29.3s
147:	learn: 0.3404998	total: 5.08s	remaining: 29.3s
148:	learn: 0.3391107	total: 5.12s	remaining: 29.2s
149:	learn: 0.3380490	total: 5.16s	remaining: 29.2s
150:	learn: 0.3366945	total: 5.19s	remaining: 29.2s
151:	learn: 0.3351281	total: 5.23s	remaining: 29.2s
152:	learn: 0.3338729	total: 5.27s	remaining: 29.2s
153:	learn: 0.3320282	total: 5.32s	remaining: 29.2s
154:	learn: 0.3308648	total: 5.38s	remaining: 29.3s
155:	learn: 0.3296126	total: 5.44s	remaining: 29.4s
156:	learn: 0.3283640	total: 5.48s	remaining: 29.4s
157:	learn: 0.3269168	total: 5.52s	remaining: 29.4s
158:	learn: 0.3252743	total: 5.57s	remaining: 29.5s
159:	learn: 0.3240934	total: 5.61s	remaining: 29.5s
160:	learn: 0.3229852	total: 5.66s	remaining: 29.5s
161:	learn: 0.3218435	total: 5.69s	remaining: 29.4s
162:	learn: 0.3203415	total: 5.73s	remaining: 29.4s
163:	learn: 0.3189955	total: 5.77s	remaining: 29.4s
164:	learn: 0.3173384	total: 5.82s	remaining: 29.4s
165:	learn: 0.3162354	total: 5.86s	remaining: 29.4s
166:	learn: 0.3149322	total: 5.9s	remaining: 29.4s
167:	learn: 0.3135330	total: 5.95s	remaining: 29.4s
168:	learn: 0.3123687	total: 5.98s	remaining: 29.4s
169:	learn: 0.3109033	total: 6.03s	remaining: 29.4s
170:	learn: 0.3096602	total: 6.06s	remaining: 29.4s
171:	learn: 0.3085253	total: 6.1s	remaining: 29.4s
172:	learn: 0.3073576	total: 6.15s	remaining: 29.4s
173:	learn: 0.3063800	total: 6.18s	remaining: 29.4s
174:	learn: 0.3053325	total: 6.23s	remaining: 29.4s
175:	learn: 0.3043532	total: 6.24s	remaining: 29.2s
176:	learn: 0.3033514	total: 6.28s	remaining: 29.2s
177:	learn: 0.3021823	total: 6.31s	remaining: 29.2s
178:	learn: 0.3012003	total: 6.35s	remaining: 29.1s
179:	learn: 0.3002211	total: 6.4s	remaining: 29.1s
180:	learn: 0.2990787	total: 6.44s	remaining: 29.1s
181:	learn: 0.2979994	total: 6.47s	remaining: 29.1s
182:	learn: 0.2969755	total: 6.5s	remaining: 29s
183:	learn: 0.2958335	total: 6.53s	remaining: 29s
184:	learn: 0.2947141	total: 6.56s	remaining: 28.9s
185:	learn: 0.2934896	total: 6.59s	remaining: 28.9s
186:	learn: 0.2925516	total: 6.63s	remaining: 28.8s
187:	learn: 0.2916348	total: 6.66s	remaining: 28.8s
188:	learn: 0.2905457	total: 6.69s	remaining: 28.7s
189:	learn: 0.2893976	total: 6.73s	remaining: 28.7s
190:	learn: 0.2884476	total: 6.76s	remaining: 28.6s
191:	learn: 0.2874131	total: 6.79s	remaining: 28.6s
192:	learn: 0.2865080	total: 6.82s	remaining: 28.5s
193:	learn: 0.2853561	total: 6.86s	remaining: 28.5s
194:	learn: 0.2843757	total: 6.89s	remaining: 28.4s
195:	learn: 0.2834402	total: 6.92s	remaining: 28.4s
196:	learn: 0.2826886	total: 6.96s	remaining: 28.4s
197:	learn: 0.2815520	total: 6.99s	remaining: 28.3s
198:	learn: 0.2805539	total: 7.03s	remaining: 28.3s
199:	learn: 0.2792209	total: 7.06s	remaining: 28.2s
200:	learn: 0.2779416	total: 7.09s	remaining: 28.2s
201:	learn: 0.2768615	total: 7.12s	remaining: 28.1s
202:	learn: 0.2758522	total: 7.16s	remaining: 28.1s
203:	learn: 0.2749007	total: 7.2s	remaining: 28.1s
204:	learn: 0.2740217	total: 7.23s	remaining: 28s
205:	learn: 0.2728554	total: 7.3s	remaining: 28.2s
206:	learn: 0.2718600	total: 7.35s	remaining: 28.2s
207:	learn: 0.2709850	total: 7.42s	remaining: 28.2s
208:	learn: 0.2699787	total: 7.5s	remaining: 28.4s
209:	learn: 0.2694345	total: 7.55s	remaining: 28.4s
210:	learn: 0.2682204	total: 7.58s	remaining: 28.4s
211:	learn: 0.2672799	total: 7.63s	remaining: 28.4s
212:	learn: 0.2661853	total: 7.67s	remaining: 28.4s
213:	learn: 0.2652707	total: 7.71s	remaining: 28.3s
214:	learn: 0.2651472	total: 7.71s	remaining: 28.2s
215:	learn: 0.2641878	total: 7.75s	remaining: 28.1s
216:	learn: 0.2633457	total: 7.8s	remaining: 28.1s
217:	learn: 0.2624377	total: 7.86s	remaining: 28.2s
218:	learn: 0.2615280	total: 7.9s	remaining: 28.2s
219:	learn: 0.2613760	total: 7.92s	remaining: 28.1s
220:	learn: 0.2604808	total: 7.93s	remaining: 27.9s
221:	learn: 0.2596129	total: 7.97s	remaining: 27.9s
222:	learn: 0.2595092	total: 7.97s	remaining: 27.8s
223:	learn: 0.2586447	total: 8.01s	remaining: 27.7s
224:	learn: 0.2575602	total: 8.03s	remaining: 27.7s
225:	learn: 0.2566535	total: 8.07s	remaining: 27.7s
226:	learn: 0.2558248	total: 8.12s	remaining: 27.6s
227:	learn: 0.2548516	total: 8.15s	remaining: 27.6s
228:	learn: 0.2540084	total: 8.19s	remaining: 27.6s
229:	learn: 0.2528323	total: 8.23s	remaining: 27.5s
230:	learn: 0.2519458	total: 8.27s	remaining: 27.5s
231:	learn: 0.2517776	total: 8.31s	remaining: 27.5s
232:	learn: 0.2508764	total: 8.36s	remaining: 27.5s
233:	learn: 0.2500722	total: 8.4s	remaining: 27.5s
234:	learn: 0.2499157	total: 8.44s	remaining: 27.5s
235:	learn: 0.2492106	total: 8.48s	remaining: 27.4s
236:	learn: 0.2483903	total: 8.52s	remaining: 27.4s
237:	learn: 0.2475096	total: 8.56s	remaining: 27.4s
238:	learn: 0.2473829	total: 8.57s	remaining: 27.3s
239:	learn: 0.2470262	total: 8.6s	remaining: 27.2s
240:	learn: 0.2469203	total: 8.6s	remaining: 27.1s
241:	learn: 0.2460998	total: 8.64s	remaining: 27.1s
242:	learn: 0.2459054	total: 8.65s	remaining: 27s
243:	learn: 0.2451849	total: 8.69s	remaining: 26.9s
244:	learn: 0.2450083	total: 8.72s	remaining: 26.9s
245:	learn: 0.2442921	total: 8.75s	remaining: 26.8s
246:	learn: 0.2433988	total: 8.78s	remaining: 26.8s
247:	learn: 0.2426595	total: 8.81s	remaining: 26.7s
248:	learn: 0.2419198	total: 8.85s	remaining: 26.7s
249:	learn: 0.2411703	total: 8.88s	remaining: 26.7s
250:	learn: 0.2401591	total: 8.92s	remaining: 26.6s
251:	learn: 0.2400187	total: 8.94s	remaining: 26.5s
252:	learn: 0.2398892	total: 8.94s	remaining: 26.4s
253:	learn: 0.2397317	total: 8.97s	remaining: 26.4s
254:	learn: 0.2395329	total: 8.97s	remaining: 26.2s
255:	learn: 0.2384701	total: 9.01s	remaining: 26.2s
256:	learn: 0.2373106	total: 9.04s	remaining: 26.1s
257:	learn: 0.2365068	total: 9.07s	remaining: 26.1s
258:	learn: 0.2363872	total: 9.08s	remaining: 26s
259:	learn: 0.2361412	total: 9.08s	remaining: 25.9s
260:	learn: 0.2358984	total: 9.13s	remaining: 25.9s
261:	learn: 0.2350016	total: 9.18s	remaining: 25.8s
262:	learn: 0.2343302	total: 9.23s	remaining: 25.9s
263:	learn: 0.2337765	total: 9.27s	remaining: 25.8s
264:	learn: 0.2329080	total: 9.31s	remaining: 25.8s
265:	learn: 0.2321684	total: 9.35s	remaining: 25.8s
266:	learn: 0.2315400	total: 9.39s	remaining: 25.8s
267:	learn: 0.2305996	total: 9.43s	remaining: 25.8s
268:	learn: 0.2304827	total: 9.43s	remaining: 25.6s
269:	learn: 0.2299375	total: 9.47s	remaining: 25.6s
270:	learn: 0.2297668	total: 9.52s	remaining: 25.6s
271:	learn: 0.2290474	total: 9.55s	remaining: 25.6s
272:	learn: 0.2289268	total: 9.56s	remaining: 25.5s
273:	learn: 0.2287717	total: 9.6s	remaining: 25.4s
274:	learn: 0.2280869	total: 9.64s	remaining: 25.4s
275:	learn: 0.2278534	total: 9.68s	remaining: 25.4s
276:	learn: 0.2272188	total: 9.72s	remaining: 25.4s
277:	learn: 0.2264929	total: 9.76s	remaining: 25.3s
278:	learn: 0.2263471	total: 9.79s	remaining: 25.3s
279:	learn: 0.2256259	total: 9.83s	remaining: 25.3s
280:	learn: 0.2253884	total: 9.88s	remaining: 25.3s
281:	learn: 0.2252585	total: 9.93s	remaining: 25.3s
282:	learn: 0.2251280	total: 9.98s	remaining: 25.3s
283:	learn: 0.2250042	total: 10s	remaining: 25.3s
284:	learn: 0.2248885	total: 10s	remaining: 25.2s
285:	learn: 0.2247552	total: 10.1s	remaining: 25.2s
286:	learn: 0.2246301	total: 10.1s	remaining: 25.2s
287:	learn: 0.2245165	total: 10.1s	remaining: 25.1s
288:	learn: 0.2243148	total: 10.2s	remaining: 25.1s
289:	learn: 0.2241970	total: 10.2s	remaining: 25s
290:	learn: 0.2240913	total: 10.2s	remaining: 24.9s
291:	learn: 0.2231964	total: 10.3s	remaining: 24.9s
292:	learn: 0.2225030	total: 10.3s	remaining: 24.9s
293:	learn: 0.2216041	total: 10.4s	remaining: 24.9s
294:	learn: 0.2214905	total: 10.4s	remaining: 24.8s
295:	learn: 0.2213490	total: 10.5s	remaining: 24.9s
296:	learn: 0.2212255	total: 10.5s	remaining: 24.9s
297:	learn: 0.2210999	total: 10.6s	remaining: 24.9s
298:	learn: 0.2209796	total: 10.6s	remaining: 24.9s
299:	learn: 0.2202601	total: 10.7s	remaining: 24.9s
300:	learn: 0.2196248	total: 10.7s	remaining: 24.8s
301:	learn: 0.2194094	total: 10.7s	remaining: 24.7s
302:	learn: 0.2192841	total: 10.7s	remaining: 24.7s
303:	learn: 0.2186436	total: 10.8s	remaining: 24.7s
304:	learn: 0.2185251	total: 10.8s	remaining: 24.6s
305:	learn: 0.2183997	total: 10.8s	remaining: 24.6s
306:	learn: 0.2182821	total: 10.9s	remaining: 24.6s
307:	learn: 0.2179675	total: 10.9s	remaining: 24.5s
308:	learn: 0.2178922	total: 10.9s	remaining: 24.4s
309:	learn: 0.2177860	total: 10.9s	remaining: 24.3s
310:	learn: 0.2176751	total: 10.9s	remaining: 24.2s
311:	learn: 0.2169532	total: 11s	remaining: 24.2s
312:	learn: 0.2161575	total: 11s	remaining: 24.1s
313:	learn: 0.2159543	total: 11s	remaining: 24.1s
314:	learn: 0.2158380	total: 11.1s	remaining: 24s
315:	learn: 0.2157223	total: 11.1s	remaining: 24s
316:	learn: 0.2150838	total: 11.1s	remaining: 24s
317:	learn: 0.2145280	total: 11.2s	remaining: 23.9s
318:	learn: 0.2143803	total: 11.2s	remaining: 23.8s
319:	learn: 0.2141795	total: 11.2s	remaining: 23.8s
320:	learn: 0.2135151	total: 11.2s	remaining: 23.7s
321:	learn: 0.2134193	total: 11.2s	remaining: 23.7s
322:	learn: 0.2125611	total: 11.3s	remaining: 23.6s
323:	learn: 0.2118894	total: 11.3s	remaining: 23.6s
324:	learn: 0.2110621	total: 11.4s	remaining: 23.6s
325:	learn: 0.2109483	total: 11.4s	remaining: 23.6s
326:	learn: 0.2106746	total: 11.4s	remaining: 23.5s
327:	learn: 0.2105712	total: 11.5s	remaining: 23.5s
328:	learn: 0.2099296	total: 11.5s	remaining: 23.5s
329:	learn: 0.2092178	total: 11.5s	remaining: 23.4s
330:	learn: 0.2085642	total: 11.6s	remaining: 23.4s
331:	learn: 0.2076985	total: 11.6s	remaining: 23.3s
332:	learn: 0.2070454	total: 11.6s	remaining: 23.3s
333:	learn: 0.2068447	total: 11.7s	remaining: 23.2s
334:	learn: 0.2067379	total: 11.7s	remaining: 23.2s
335:	learn: 0.2060287	total: 11.7s	remaining: 23.1s
336:	learn: 0.2059217	total: 11.7s	remaining: 23.1s
337:	learn: 0.2057543	total: 11.8s	remaining: 23s
338:	learn: 0.2048978	total: 11.8s	remaining: 23s
339:	learn: 0.2047049	total: 11.8s	remaining: 22.9s
340:	learn: 0.2040500	total: 11.8s	remaining: 22.9s
341:	learn: 0.2035474	total: 11.9s	remaining: 22.9s
342:	learn: 0.2033691	total: 11.9s	remaining: 22.8s
343:	learn: 0.2027683	total: 12s	remaining: 22.8s
344:	learn: 0.2025956	total: 12s	remaining: 22.7s
345:	learn: 0.2024954	total: 12s	remaining: 22.7s
346:	learn: 0.2023052	total: 12s	remaining: 22.6s
347:	learn: 0.2015770	total: 12.1s	remaining: 22.6s
348:	learn: 0.2007580	total: 12.1s	remaining: 22.6s
349:	learn: 0.1999031	total: 12.2s	remaining: 22.6s
350:	learn: 0.1998189	total: 12.2s	remaining: 22.5s
351:	learn: 0.1997207	total: 12.2s	remaining: 22.5s
352:	learn: 0.1995405	total: 12.2s	remaining: 22.4s
353:	learn: 0.1994433	total: 12.3s	remaining: 22.4s
354:	learn: 0.1993464	total: 12.3s	remaining: 22.4s
355:	learn: 0.1987525	total: 12.4s	remaining: 22.4s
356:	learn: 0.1983879	total: 12.4s	remaining: 22.3s
357:	learn: 0.1978358	total: 12.4s	remaining: 22.3s
358:	learn: 0.1974361	total: 12.5s	remaining: 22.3s
359:	learn: 0.1967185	total: 12.5s	remaining: 22.2s
360:	learn: 0.1966337	total: 12.5s	remaining: 22.2s
361:	learn: 0.1960777	total: 12.6s	remaining: 22.2s
362:	learn: 0.1959330	total: 12.6s	remaining: 22.1s
363:	learn: 0.1953078	total: 12.6s	remaining: 22s
364:	learn: 0.1952192	total: 12.7s	remaining: 22s
365:	learn: 0.1944010	total: 12.7s	remaining: 22s
366:	learn: 0.1937115	total: 12.7s	remaining: 22s
367:	learn: 0.1936167	total: 12.8s	remaining: 21.9s
368:	learn: 0.1935256	total: 12.8s	remaining: 21.9s
369:	learn: 0.1928366	total: 12.8s	remaining: 21.8s
370:	learn: 0.1927445	total: 12.9s	remaining: 21.8s
371:	learn: 0.1921031	total: 12.9s	remaining: 21.8s
372:	learn: 0.1916789	total: 12.9s	remaining: 21.7s
373:	learn: 0.1915824	total: 13s	remaining: 21.7s
374:	learn: 0.1909643	total: 13s	remaining: 21.7s
375:	learn: 0.1903851	total: 13s	remaining: 21.6s
376:	learn: 0.1902972	total: 13.1s	remaining: 21.6s
377:	learn: 0.1895512	total: 13.1s	remaining: 21.6s
378:	learn: 0.1894773	total: 13.1s	remaining: 21.5s
379:	learn: 0.1893902	total: 13.1s	remaining: 21.4s
380:	learn: 0.1893021	total: 13.2s	remaining: 21.4s
381:	learn: 0.1891373	total: 13.2s	remaining: 21.4s
382:	learn: 0.1885514	total: 13.2s	remaining: 21.3s
383:	learn: 0.1881203	total: 13.3s	remaining: 21.3s
384:	learn: 0.1875266	total: 13.3s	remaining: 21.2s
385:	learn: 0.1873614	total: 13.3s	remaining: 21.2s
386:	learn: 0.1871978	total: 13.4s	remaining: 21.2s
387:	learn: 0.1866653	total: 13.4s	remaining: 21.1s
388:	learn: 0.1865817	total: 13.4s	remaining: 21.1s
389:	learn: 0.1864190	total: 13.5s	remaining: 21.1s
390:	learn: 0.1863347	total: 13.5s	remaining: 21s
391:	learn: 0.1858657	total: 13.5s	remaining: 21s
392:	learn: 0.1857822	total: 13.6s	remaining: 20.9s
393:	learn: 0.1852995	total: 13.6s	remaining: 20.9s
394:	learn: 0.1852170	total: 13.6s	remaining: 20.9s
395:	learn: 0.1851459	total: 13.7s	remaining: 20.8s
396:	learn: 0.1845671	total: 13.7s	remaining: 20.8s
397:	learn: 0.1840204	total: 13.7s	remaining: 20.8s
398:	learn: 0.1835156	total: 13.8s	remaining: 20.7s
399:	learn: 0.1833627	total: 13.8s	remaining: 20.7s
400:	learn: 0.1832831	total: 13.8s	remaining: 20.7s
401:	learn: 0.1825124	total: 13.9s	remaining: 20.6s
402:	learn: 0.1824433	total: 13.9s	remaining: 20.6s
403:	learn: 0.1823654	total: 13.9s	remaining: 20.5s
404:	learn: 0.1818576	total: 14s	remaining: 20.5s
405:	learn: 0.1817199	total: 14s	remaining: 20.4s
406:	learn: 0.1815724	total: 14s	remaining: 20.4s
407:	learn: 0.1809696	total: 14s	remaining: 20.4s
408:	learn: 0.1804812	total: 14.1s	remaining: 20.3s
409:	learn: 0.1800092	total: 14.1s	remaining: 20.3s
410:	learn: 0.1794992	total: 14.2s	remaining: 20.3s
411:	learn: 0.1789551	total: 14.2s	remaining: 20.3s
412:	learn: 0.1788253	total: 14.2s	remaining: 20.2s
413:	learn: 0.1786740	total: 14.3s	remaining: 20.2s
414:	learn: 0.1781932	total: 14.3s	remaining: 20.2s
415:	learn: 0.1777605	total: 14.3s	remaining: 20.1s
416:	learn: 0.1776118	total: 14.4s	remaining: 20.1s
417:	learn: 0.1770955	total: 14.4s	remaining: 20.1s
418:	learn: 0.1769649	total: 14.4s	remaining: 20s
419:	learn: 0.1764610	total: 14.5s	remaining: 20s
420:	learn: 0.1759615	total: 14.5s	remaining: 19.9s
421:	learn: 0.1754094	total: 14.6s	remaining: 19.9s
422:	learn: 0.1748975	total: 14.6s	remaining: 19.9s
423:	learn: 0.1744879	total: 14.7s	remaining: 19.9s
424:	learn: 0.1744140	total: 14.7s	remaining: 19.9s
425:	learn: 0.1739607	total: 14.8s	remaining: 19.9s
426:	learn: 0.1738886	total: 14.8s	remaining: 19.9s
427:	learn: 0.1734195	total: 14.9s	remaining: 19.9s
428:	learn: 0.1728109	total: 14.9s	remaining: 19.9s
429:	learn: 0.1727400	total: 15s	remaining: 19.8s
430:	learn: 0.1724475	total: 15s	remaining: 19.8s
431:	learn: 0.1723759	total: 15.1s	remaining: 19.8s
432:	learn: 0.1723058	total: 15.1s	remaining: 19.8s
433:	learn: 0.1717155	total: 15.1s	remaining: 19.7s
434:	learn: 0.1712214	total: 15.2s	remaining: 19.7s
435:	learn: 0.1710858	total: 15.2s	remaining: 19.7s
436:	learn: 0.1710170	total: 15.3s	remaining: 19.7s
437:	learn: 0.1705626	total: 15.3s	remaining: 19.7s
438:	learn: 0.1704945	total: 15.4s	remaining: 19.6s
439:	learn: 0.1700817	total: 15.4s	remaining: 19.6s
440:	learn: 0.1700130	total: 15.4s	remaining: 19.6s
441:	learn: 0.1696836	total: 15.5s	remaining: 19.5s
442:	learn: 0.1695557	total: 15.5s	remaining: 19.5s
443:	learn: 0.1689626	total: 15.5s	remaining: 19.5s
444:	learn: 0.1688951	total: 15.6s	remaining: 19.4s
445:	learn: 0.1685689	total: 15.6s	remaining: 19.4s
446:	learn: 0.1684426	total: 15.6s	remaining: 19.3s
447:	learn: 0.1683085	total: 15.6s	remaining: 19.3s
448:	learn: 0.1678933	total: 15.7s	remaining: 19.2s
449:	learn: 0.1674882	total: 15.7s	remaining: 19.2s
450:	learn: 0.1668586	total: 15.7s	remaining: 19.2s
451:	learn: 0.1663462	total: 15.8s	remaining: 19.1s
452:	learn: 0.1662885	total: 15.8s	remaining: 19.1s
453:	learn: 0.1658954	total: 15.8s	remaining: 19.1s
454:	learn: 0.1654767	total: 15.9s	remaining: 19s
455:	learn: 0.1650501	total: 15.9s	remaining: 19s
456:	learn: 0.1648526	total: 16s	remaining: 19s
457:	learn: 0.1647259	total: 16s	remaining: 18.9s
458:	learn: 0.1644990	total: 16s	remaining: 18.8s
459:	learn: 0.1641199	total: 16s	remaining: 18.8s
460:	learn: 0.1635992	total: 16.1s	remaining: 18.8s
461:	learn: 0.1634612	total: 16.1s	remaining: 18.7s
462:	learn: 0.1630067	total: 16.1s	remaining: 18.7s
463:	learn: 0.1625244	total: 16.2s	remaining: 18.7s
464:	learn: 0.1624163	total: 16.2s	remaining: 18.6s
465:	learn: 0.1619862	total: 16.2s	remaining: 18.6s
466:	learn: 0.1619256	total: 16.3s	remaining: 18.6s
467:	learn: 0.1614117	total: 16.3s	remaining: 18.5s
468:	learn: 0.1613216	total: 16.3s	remaining: 18.5s
469:	learn: 0.1611660	total: 16.4s	remaining: 18.5s
470:	learn: 0.1608262	total: 16.4s	remaining: 18.4s
471:	learn: 0.1602598	total: 16.5s	remaining: 18.4s
472:	learn: 0.1597809	total: 16.5s	remaining: 18.4s
473:	learn: 0.1592975	total: 16.5s	remaining: 18.3s
474:	learn: 0.1591832	total: 16.6s	remaining: 18.3s
475:	learn: 0.1590690	total: 16.6s	remaining: 18.3s
476:	learn: 0.1589455	total: 16.6s	remaining: 18.2s
477:	learn: 0.1584290	total: 16.7s	remaining: 18.2s
478:	learn: 0.1578974	total: 16.7s	remaining: 18.2s
479:	learn: 0.1574604	total: 16.7s	remaining: 18.1s
480:	learn: 0.1570915	total: 16.8s	remaining: 18.1s
481:	learn: 0.1565923	total: 16.8s	remaining: 18s
482:	learn: 0.1564945	total: 16.8s	remaining: 18s
483:	learn: 0.1563683	total: 16.8s	remaining: 17.9s
484:	learn: 0.1559642	total: 16.9s	remaining: 17.9s
485:	learn: 0.1559076	total: 16.9s	remaining: 17.9s
486:	learn: 0.1558144	total: 16.9s	remaining: 17.8s
487:	learn: 0.1557575	total: 17s	remaining: 17.8s
488:	learn: 0.1556314	total: 17s	remaining: 17.7s
489:	learn: 0.1551698	total: 17s	remaining: 17.7s
490:	learn: 0.1548003	total: 17s	remaining: 17.7s
491:	learn: 0.1547458	total: 17.1s	remaining: 17.6s
492:	learn: 0.1542826	total: 17.1s	remaining: 17.6s
493:	learn: 0.1537800	total: 17.2s	remaining: 17.6s
494:	learn: 0.1537255	total: 17.2s	remaining: 17.5s
495:	learn: 0.1535717	total: 17.2s	remaining: 17.5s
496:	learn: 0.1531216	total: 17.3s	remaining: 17.5s
497:	learn: 0.1530075	total: 17.3s	remaining: 17.4s
498:	learn: 0.1525047	total: 17.3s	remaining: 17.4s
499:	learn: 0.1524038	total: 17.3s	remaining: 17.3s
500:	learn: 0.1519799	total: 17.4s	remaining: 17.3s
501:	learn: 0.1519263	total: 17.4s	remaining: 17.3s
502:	learn: 0.1515761	total: 17.4s	remaining: 17.2s
503:	learn: 0.1511055	total: 17.5s	remaining: 17.2s
504:	learn: 0.1508890	total: 17.5s	remaining: 17.2s
505:	learn: 0.1502856	total: 17.5s	remaining: 17.1s
506:	learn: 0.1500297	total: 17.6s	remaining: 17.1s
507:	learn: 0.1495276	total: 17.6s	remaining: 17.1s
508:	learn: 0.1492153	total: 17.6s	remaining: 17s
509:	learn: 0.1491052	total: 17.7s	remaining: 17s
510:	learn: 0.1486756	total: 17.7s	remaining: 16.9s
511:	learn: 0.1485540	total: 17.7s	remaining: 16.9s
512:	learn: 0.1480641	total: 17.7s	remaining: 16.8s
513:	learn: 0.1479757	total: 17.8s	remaining: 16.8s
514:	learn: 0.1475775	total: 17.8s	remaining: 16.8s
515:	learn: 0.1471435	total: 17.8s	remaining: 16.7s
516:	learn: 0.1470918	total: 17.9s	remaining: 16.7s
517:	learn: 0.1466924	total: 17.9s	remaining: 16.6s
518:	learn: 0.1465854	total: 17.9s	remaining: 16.6s
519:	learn: 0.1462492	total: 17.9s	remaining: 16.6s
520:	learn: 0.1459175	total: 18s	remaining: 16.5s
521:	learn: 0.1458683	total: 18s	remaining: 16.5s
522:	learn: 0.1458080	total: 18s	remaining: 16.5s
523:	learn: 0.1453325	total: 18.1s	remaining: 16.4s
524:	learn: 0.1449879	total: 18.1s	remaining: 16.4s
525:	learn: 0.1444582	total: 18.1s	remaining: 16.4s
526:	learn: 0.1444160	total: 18.2s	remaining: 16.3s
527:	learn: 0.1441391	total: 18.2s	remaining: 16.3s
528:	learn: 0.1438548	total: 18.2s	remaining: 16.2s
529:	learn: 0.1433400	total: 18.3s	remaining: 16.2s
530:	learn: 0.1432984	total: 18.3s	remaining: 16.2s
531:	learn: 0.1429409	total: 18.3s	remaining: 16.1s
532:	learn: 0.1428917	total: 18.4s	remaining: 16.1s
533:	learn: 0.1425671	total: 18.4s	remaining: 16.1s
534:	learn: 0.1420945	total: 18.4s	remaining: 16s
535:	learn: 0.1416660	total: 18.5s	remaining: 16s
536:	learn: 0.1413772	total: 18.5s	remaining: 16s
537:	learn: 0.1409385	total: 18.5s	remaining: 15.9s
538:	learn: 0.1408353	total: 18.5s	remaining: 15.9s
539:	learn: 0.1402188	total: 18.6s	remaining: 15.8s
540:	learn: 0.1400742	total: 18.6s	remaining: 15.8s
541:	learn: 0.1400336	total: 18.7s	remaining: 15.8s
542:	learn: 0.1395958	total: 18.7s	remaining: 15.7s
543:	learn: 0.1392225	total: 18.7s	remaining: 15.7s
544:	learn: 0.1389032	total: 18.8s	remaining: 15.7s
545:	learn: 0.1384815	total: 18.8s	remaining: 15.6s
546:	learn: 0.1378450	total: 18.8s	remaining: 15.6s
547:	learn: 0.1377502	total: 18.8s	remaining: 15.5s
548:	learn: 0.1374835	total: 18.9s	remaining: 15.5s
549:	learn: 0.1371457	total: 18.9s	remaining: 15.5s
550:	learn: 0.1367388	total: 18.9s	remaining: 15.4s
551:	learn: 0.1364804	total: 19s	remaining: 15.4s
552:	learn: 0.1362487	total: 19s	remaining: 15.4s
553:	learn: 0.1357980	total: 19.1s	remaining: 15.3s
554:	learn: 0.1354455	total: 19.1s	remaining: 15.3s
555:	learn: 0.1350412	total: 19.1s	remaining: 15.3s
556:	learn: 0.1349534	total: 19.1s	remaining: 15.2s
557:	learn: 0.1345325	total: 19.2s	remaining: 15.2s
558:	learn: 0.1341732	total: 19.2s	remaining: 15.2s
559:	learn: 0.1335644	total: 19.3s	remaining: 15.1s
560:	learn: 0.1335206	total: 19.3s	remaining: 15.1s
561:	learn: 0.1334253	total: 19.3s	remaining: 15.1s
562:	learn: 0.1329807	total: 19.3s	remaining: 15s
563:	learn: 0.1328986	total: 19.4s	remaining: 15s
564:	learn: 0.1326266	total: 19.4s	remaining: 14.9s
565:	learn: 0.1325835	total: 19.4s	remaining: 14.9s
566:	learn: 0.1324897	total: 19.5s	remaining: 14.9s
567:	learn: 0.1322150	total: 19.5s	remaining: 14.8s
568:	learn: 0.1321032	total: 19.5s	remaining: 14.8s
569:	learn: 0.1317731	total: 19.5s	remaining: 14.7s
570:	learn: 0.1317235	total: 19.6s	remaining: 14.7s
571:	learn: 0.1312411	total: 19.6s	remaining: 14.7s
572:	learn: 0.1308157	total: 19.6s	remaining: 14.6s
573:	learn: 0.1307697	total: 19.7s	remaining: 14.6s
574:	learn: 0.1304547	total: 19.7s	remaining: 14.6s
575:	learn: 0.1303136	total: 19.7s	remaining: 14.5s
576:	learn: 0.1302277	total: 19.8s	remaining: 14.5s
577:	learn: 0.1299761	total: 19.8s	remaining: 14.5s
578:	learn: 0.1295664	total: 19.9s	remaining: 14.4s
579:	learn: 0.1294795	total: 19.9s	remaining: 14.4s
580:	learn: 0.1292417	total: 19.9s	remaining: 14.4s
581:	learn: 0.1291498	total: 20s	remaining: 14.3s
582:	learn: 0.1290092	total: 20s	remaining: 14.3s
583:	learn: 0.1286889	total: 20.1s	remaining: 14.3s
584:	learn: 0.1281819	total: 20.1s	remaining: 14.3s
585:	learn: 0.1278166	total: 20.1s	remaining: 14.2s
586:	learn: 0.1277149	total: 20.1s	remaining: 14.2s
587:	learn: 0.1276512	total: 20.2s	remaining: 14.1s
588:	learn: 0.1273104	total: 20.2s	remaining: 14.1s
589:	learn: 0.1270260	total: 20.2s	remaining: 14.1s
590:	learn: 0.1264773	total: 20.3s	remaining: 14s
591:	learn: 0.1261156	total: 20.3s	remaining: 14s
592:	learn: 0.1260534	total: 20.3s	remaining: 14s
593:	learn: 0.1259783	total: 20.3s	remaining: 13.9s
594:	learn: 0.1259399	total: 20.4s	remaining: 13.9s
595:	learn: 0.1256011	total: 20.4s	remaining: 13.8s
596:	learn: 0.1253146	total: 20.4s	remaining: 13.8s
597:	learn: 0.1252252	total: 20.5s	remaining: 13.8s
598:	learn: 0.1251837	total: 20.5s	remaining: 13.7s
599:	learn: 0.1249812	total: 20.5s	remaining: 13.7s
600:	learn: 0.1245302	total: 20.6s	remaining: 13.6s
601:	learn: 0.1240674	total: 20.6s	remaining: 13.6s
602:	learn: 0.1237646	total: 20.6s	remaining: 13.6s
603:	learn: 0.1236818	total: 20.7s	remaining: 13.5s
604:	learn: 0.1235851	total: 20.7s	remaining: 13.5s
605:	learn: 0.1232118	total: 20.7s	remaining: 13.5s
606:	learn: 0.1231307	total: 20.7s	remaining: 13.4s
607:	learn: 0.1227981	total: 20.8s	remaining: 13.4s
608:	learn: 0.1224095	total: 20.8s	remaining: 13.4s
609:	learn: 0.1221687	total: 20.9s	remaining: 13.3s
610:	learn: 0.1218022	total: 20.9s	remaining: 13.3s
611:	learn: 0.1217380	total: 20.9s	remaining: 13.3s
612:	learn: 0.1214445	total: 21s	remaining: 13.2s
613:	learn: 0.1212768	total: 21s	remaining: 13.2s
614:	learn: 0.1212041	total: 21s	remaining: 13.2s
615:	learn: 0.1208829	total: 21s	remaining: 13.1s
616:	learn: 0.1204506	total: 21.1s	remaining: 13.1s
617:	learn: 0.1201372	total: 21.1s	remaining: 13.1s
618:	learn: 0.1197475	total: 21.2s	remaining: 13s
619:	learn: 0.1195139	total: 21.2s	remaining: 13s
620:	learn: 0.1192700	total: 21.2s	remaining: 13s
621:	learn: 0.1189541	total: 21.3s	remaining: 12.9s
622:	learn: 0.1188817	total: 21.3s	remaining: 12.9s
623:	learn: 0.1185901	total: 21.3s	remaining: 12.9s
624:	learn: 0.1183054	total: 21.4s	remaining: 12.8s
625:	learn: 0.1182268	total: 21.4s	remaining: 12.8s
626:	learn: 0.1181931	total: 21.4s	remaining: 12.8s
627:	learn: 0.1180860	total: 21.5s	remaining: 12.7s
628:	learn: 0.1178150	total: 21.5s	remaining: 12.7s
629:	learn: 0.1177616	total: 21.5s	remaining: 12.6s
630:	learn: 0.1176731	total: 21.5s	remaining: 12.6s
631:	learn: 0.1173646	total: 21.5s	remaining: 12.5s
632:	learn: 0.1172637	total: 21.6s	remaining: 12.5s
633:	learn: 0.1171275	total: 21.6s	remaining: 12.5s
634:	learn: 0.1170551	total: 21.6s	remaining: 12.4s
635:	learn: 0.1167618	total: 21.6s	remaining: 12.4s
636:	learn: 0.1165488	total: 21.6s	remaining: 12.3s
637:	learn: 0.1162564	total: 21.7s	remaining: 12.3s
638:	learn: 0.1158635	total: 21.7s	remaining: 12.3s
639:	learn: 0.1155950	total: 21.8s	remaining: 12.2s
640:	learn: 0.1152003	total: 21.8s	remaining: 12.2s
641:	learn: 0.1151711	total: 21.8s	remaining: 12.2s
642:	learn: 0.1151388	total: 21.9s	remaining: 12.1s
643:	learn: 0.1150140	total: 21.9s	remaining: 12.1s
644:	learn: 0.1146296	total: 21.9s	remaining: 12.1s
645:	learn: 0.1143723	total: 22s	remaining: 12s
646:	learn: 0.1140406	total: 22s	remaining: 12s
647:	learn: 0.1136965	total: 22s	remaining: 12s
648:	learn: 0.1135876	total: 22.1s	remaining: 11.9s
649:	learn: 0.1133051	total: 22.1s	remaining: 11.9s
650:	learn: 0.1129610	total: 22.1s	remaining: 11.9s
651:	learn: 0.1127089	total: 22.2s	remaining: 11.8s
652:	learn: 0.1123356	total: 22.2s	remaining: 11.8s
653:	learn: 0.1120877	total: 22.2s	remaining: 11.8s
654:	learn: 0.1120154	total: 22.3s	remaining: 11.7s
655:	learn: 0.1119849	total: 22.3s	remaining: 11.7s
656:	learn: 0.1117317	total: 22.3s	remaining: 11.6s
657:	learn: 0.1114970	total: 22.3s	remaining: 11.6s
658:	learn: 0.1114189	total: 22.4s	remaining: 11.6s
659:	learn: 0.1112064	total: 22.4s	remaining: 11.5s
660:	learn: 0.1107889	total: 22.4s	remaining: 11.5s
661:	learn: 0.1105691	total: 22.5s	remaining: 11.5s
662:	learn: 0.1103043	total: 22.5s	remaining: 11.4s
663:	learn: 0.1099650	total: 22.5s	remaining: 11.4s
664:	learn: 0.1097496	total: 22.6s	remaining: 11.4s
665:	learn: 0.1095215	total: 22.6s	remaining: 11.3s
666:	learn: 0.1092719	total: 22.7s	remaining: 11.3s
667:	learn: 0.1089976	total: 22.7s	remaining: 11.3s
668:	learn: 0.1087038	total: 22.7s	remaining: 11.2s
669:	learn: 0.1085726	total: 22.7s	remaining: 11.2s
670:	learn: 0.1082617	total: 22.8s	remaining: 11.2s
671:	learn: 0.1079338	total: 22.8s	remaining: 11.1s
672:	learn: 0.1079012	total: 22.8s	remaining: 11.1s
673:	learn: 0.1076899	total: 22.9s	remaining: 11.1s
674:	learn: 0.1076639	total: 22.9s	remaining: 11s
675:	learn: 0.1075791	total: 22.9s	remaining: 11s
676:	learn: 0.1075336	total: 23s	remaining: 11s
677:	learn: 0.1072771	total: 23s	remaining: 10.9s
678:	learn: 0.1072195	total: 23s	remaining: 10.9s
679:	learn: 0.1071429	total: 23.1s	remaining: 10.8s
680:	learn: 0.1070653	total: 23.1s	remaining: 10.8s
681:	learn: 0.1066764	total: 23.1s	remaining: 10.8s
682:	learn: 0.1063449	total: 23.1s	remaining: 10.7s
683:	learn: 0.1059745	total: 23.1s	remaining: 10.7s
684:	learn: 0.1056590	total: 23.2s	remaining: 10.7s
685:	learn: 0.1053195	total: 23.2s	remaining: 10.6s
686:	learn: 0.1052626	total: 23.3s	remaining: 10.6s
687:	learn: 0.1050284	total: 23.3s	remaining: 10.6s
688:	learn: 0.1049340	total: 23.3s	remaining: 10.5s
689:	learn: 0.1048758	total: 23.3s	remaining: 10.5s
690:	learn: 0.1046906	total: 23.3s	remaining: 10.4s
691:	learn: 0.1046414	total: 23.4s	remaining: 10.4s
692:	learn: 0.1043770	total: 23.4s	remaining: 10.4s
693:	learn: 0.1043190	total: 23.4s	remaining: 10.3s
694:	learn: 0.1040272	total: 23.4s	remaining: 10.3s
695:	learn: 0.1039709	total: 23.4s	remaining: 10.2s
696:	learn: 0.1036540	total: 23.5s	remaining: 10.2s
697:	learn: 0.1035924	total: 23.5s	remaining: 10.2s
698:	learn: 0.1033085	total: 23.5s	remaining: 10.1s
699:	learn: 0.1030949	total: 23.5s	remaining: 10.1s
700:	learn: 0.1028056	total: 23.6s	remaining: 10.1s
701:	learn: 0.1027811	total: 23.6s	remaining: 10s
702:	learn: 0.1025844	total: 23.7s	remaining: 9.99s
703:	learn: 0.1024196	total: 23.7s	remaining: 9.96s
704:	learn: 0.1023612	total: 23.7s	remaining: 9.91s
705:	learn: 0.1023096	total: 23.7s	remaining: 9.88s
706:	learn: 0.1019782	total: 23.8s	remaining: 9.85s
707:	learn: 0.1018034	total: 23.8s	remaining: 9.81s
708:	learn: 0.1014204	total: 23.8s	remaining: 9.78s
709:	learn: 0.1011391	total: 23.9s	remaining: 9.75s
710:	learn: 0.1009267	total: 23.9s	remaining: 9.71s
711:	learn: 0.1008258	total: 23.9s	remaining: 9.68s
712:	learn: 0.1007702	total: 23.9s	remaining: 9.63s
713:	learn: 0.1005700	total: 24s	remaining: 9.6s
714:	learn: 0.1002890	total: 24s	remaining: 9.57s
715:	learn: 0.1000351	total: 24s	remaining: 9.54s
716:	learn: 0.0999796	total: 24s	remaining: 9.49s
717:	learn: 0.0998986	total: 24.1s	remaining: 9.46s
718:	learn: 0.0996338	total: 24.1s	remaining: 9.42s
719:	learn: 0.0995181	total: 24.1s	remaining: 9.38s
720:	learn: 0.0992273	total: 24.2s	remaining: 9.35s
721:	learn: 0.0989712	total: 24.2s	remaining: 9.32s
722:	learn: 0.0989072	total: 24.2s	remaining: 9.29s
723:	learn: 0.0988395	total: 24.3s	remaining: 9.25s
724:	learn: 0.0986221	total: 24.3s	remaining: 9.22s
725:	learn: 0.0985971	total: 24.3s	remaining: 9.18s
726:	learn: 0.0983557	total: 24.4s	remaining: 9.15s
727:	learn: 0.0980186	total: 24.4s	remaining: 9.12s
728:	learn: 0.0977820	total: 24.4s	remaining: 9.07s
729:	learn: 0.0977407	total: 24.4s	remaining: 9.03s
730:	learn: 0.0976827	total: 24.4s	remaining: 8.98s
731:	learn: 0.0975417	total: 24.4s	remaining: 8.95s
732:	learn: 0.0973209	total: 24.5s	remaining: 8.92s
733:	learn: 0.0972711	total: 24.5s	remaining: 8.88s
734:	learn: 0.0969670	total: 24.5s	remaining: 8.85s
735:	learn: 0.0969409	total: 24.6s	remaining: 8.82s
736:	learn: 0.0966944	total: 24.6s	remaining: 8.79s
737:	learn: 0.0964253	total: 24.6s	remaining: 8.75s
738:	learn: 0.0961396	total: 24.7s	remaining: 8.72s
739:	learn: 0.0959475	total: 24.7s	remaining: 8.68s
740:	learn: 0.0956557	total: 24.7s	remaining: 8.64s
741:	learn: 0.0956011	total: 24.8s	remaining: 8.61s
742:	learn: 0.0953846	total: 24.8s	remaining: 8.58s
743:	learn: 0.0953600	total: 24.8s	remaining: 8.54s
744:	learn: 0.0951440	total: 24.9s	remaining: 8.51s
745:	learn: 0.0951085	total: 24.9s	remaining: 8.47s
746:	learn: 0.0948942	total: 24.9s	remaining: 8.44s
747:	learn: 0.0947193	total: 25s	remaining: 8.41s
748:	learn: 0.0946678	total: 25s	remaining: 8.38s
749:	learn: 0.0943068	total: 25s	remaining: 8.34s
750:	learn: 0.0942599	total: 25s	remaining: 8.3s
751:	learn: 0.0942371	total: 25.1s	remaining: 8.26s
752:	learn: 0.0940214	total: 25.1s	remaining: 8.23s
753:	learn: 0.0939639	total: 25.1s	remaining: 8.2s
754:	learn: 0.0936991	total: 25.2s	remaining: 8.16s
755:	learn: 0.0936280	total: 25.2s	remaining: 8.13s
756:	learn: 0.0933929	total: 25.2s	remaining: 8.09s
757:	learn: 0.0933405	total: 25.2s	remaining: 8.06s
758:	learn: 0.0930788	total: 25.3s	remaining: 8.03s
759:	learn: 0.0930545	total: 25.3s	remaining: 7.99s
760:	learn: 0.0928175	total: 25.3s	remaining: 7.96s
761:	learn: 0.0926045	total: 25.4s	remaining: 7.93s
762:	learn: 0.0925108	total: 25.4s	remaining: 7.89s
763:	learn: 0.0924646	total: 25.4s	remaining: 7.85s
764:	learn: 0.0923803	total: 25.4s	remaining: 7.81s
765:	learn: 0.0921863	total: 25.5s	remaining: 7.78s
766:	learn: 0.0921657	total: 25.5s	remaining: 7.74s
767:	learn: 0.0920871	total: 25.5s	remaining: 7.71s
768:	learn: 0.0920659	total: 25.6s	remaining: 7.68s
769:	learn: 0.0918739	total: 25.6s	remaining: 7.64s
770:	learn: 0.0916581	total: 25.6s	remaining: 7.61s
771:	learn: 0.0916161	total: 25.7s	remaining: 7.58s
772:	learn: 0.0914513	total: 25.7s	remaining: 7.54s
773:	learn: 0.0914255	total: 25.7s	remaining: 7.51s
774:	learn: 0.0911793	total: 25.8s	remaining: 7.48s
775:	learn: 0.0909195	total: 25.8s	remaining: 7.45s
776:	learn: 0.0908924	total: 25.8s	remaining: 7.42s
777:	learn: 0.0907353	total: 25.9s	remaining: 7.38s
778:	learn: 0.0907131	total: 25.9s	remaining: 7.35s
779:	learn: 0.0905529	total: 25.9s	remaining: 7.32s
780:	learn: 0.0904596	total: 26s	remaining: 7.28s
781:	learn: 0.0904053	total: 26s	remaining: 7.25s
782:	learn: 0.0902619	total: 26s	remaining: 7.22s
783:	learn: 0.0902427	total: 26.1s	remaining: 7.18s
784:	learn: 0.0900097	total: 26.1s	remaining: 7.14s
785:	learn: 0.0897011	total: 26.1s	remaining: 7.11s
786:	learn: 0.0894970	total: 26.2s	remaining: 7.08s
787:	learn: 0.0892108	total: 26.2s	remaining: 7.04s
788:	learn: 0.0889049	total: 26.2s	remaining: 7.01s
789:	learn: 0.0887362	total: 26.2s	remaining: 6.98s
790:	learn: 0.0885311	total: 26.3s	remaining: 6.94s
791:	learn: 0.0884459	total: 26.3s	remaining: 6.9s
792:	learn: 0.0881587	total: 26.3s	remaining: 6.87s
793:	learn: 0.0881043	total: 26.3s	remaining: 6.83s
794:	learn: 0.0878539	total: 26.4s	remaining: 6.8s
795:	learn: 0.0878323	total: 26.4s	remaining: 6.76s
796:	learn: 0.0876206	total: 26.4s	remaining: 6.73s
797:	learn: 0.0873490	total: 26.5s	remaining: 6.7s
798:	learn: 0.0871732	total: 26.5s	remaining: 6.66s
799:	learn: 0.0871246	total: 26.5s	remaining: 6.63s
800:	learn: 0.0869268	total: 26.6s	remaining: 6.6s
801:	learn: 0.0867233	total: 26.6s	remaining: 6.56s
802:	learn: 0.0864708	total: 26.6s	remaining: 6.53s
803:	learn: 0.0864475	total: 26.6s	remaining: 6.5s
804:	learn: 0.0861811	total: 26.7s	remaining: 6.46s
805:	learn: 0.0859486	total: 26.7s	remaining: 6.43s
806:	learn: 0.0856552	total: 26.8s	remaining: 6.4s
807:	learn: 0.0854143	total: 26.8s	remaining: 6.37s
808:	learn: 0.0853396	total: 26.8s	remaining: 6.33s
809:	learn: 0.0853140	total: 26.8s	remaining: 6.29s
810:	learn: 0.0850488	total: 26.9s	remaining: 6.26s
811:	learn: 0.0848337	total: 26.9s	remaining: 6.23s
812:	learn: 0.0847958	total: 26.9s	remaining: 6.19s
813:	learn: 0.0847212	total: 26.9s	remaining: 6.15s
814:	learn: 0.0845536	total: 26.9s	remaining: 6.11s
815:	learn: 0.0844061	total: 27s	remaining: 6.08s
816:	learn: 0.0842205	total: 27s	remaining: 6.05s
817:	learn: 0.0841999	total: 27s	remaining: 6.01s
818:	learn: 0.0840425	total: 27.1s	remaining: 5.98s
819:	learn: 0.0837684	total: 27.1s	remaining: 5.95s
820:	learn: 0.0837425	total: 27.1s	remaining: 5.92s
821:	learn: 0.0835682	total: 27.2s	remaining: 5.88s
822:	learn: 0.0833807	total: 27.2s	remaining: 5.85s
823:	learn: 0.0832031	total: 27.2s	remaining: 5.82s
824:	learn: 0.0831649	total: 27.3s	remaining: 5.78s
825:	learn: 0.0829174	total: 27.3s	remaining: 5.75s
826:	learn: 0.0827039	total: 27.3s	remaining: 5.72s
827:	learn: 0.0825431	total: 27.4s	remaining: 5.68s
828:	learn: 0.0825167	total: 27.4s	remaining: 5.64s
829:	learn: 0.0824964	total: 27.4s	remaining: 5.61s
830:	learn: 0.0822695	total: 27.4s	remaining: 5.58s
831:	learn: 0.0821618	total: 27.5s	remaining: 5.54s
832:	learn: 0.0821183	total: 27.5s	remaining: 5.5s
833:	learn: 0.0818836	total: 27.5s	remaining: 5.47s
834:	learn: 0.0816005	total: 27.5s	remaining: 5.44s
835:	learn: 0.0815831	total: 27.5s	remaining: 5.4s
836:	learn: 0.0813725	total: 27.6s	remaining: 5.37s
837:	learn: 0.0811259	total: 27.6s	remaining: 5.33s
838:	learn: 0.0809633	total: 27.6s	remaining: 5.3s
839:	learn: 0.0808460	total: 27.7s	remaining: 5.27s
840:	learn: 0.0807982	total: 27.7s	remaining: 5.24s
841:	learn: 0.0807578	total: 27.7s	remaining: 5.2s
842:	learn: 0.0806702	total: 27.7s	remaining: 5.17s
843:	learn: 0.0805194	total: 27.8s	remaining: 5.13s
844:	learn: 0.0802628	total: 27.8s	remaining: 5.1s
845:	learn: 0.0800239	total: 27.8s	remaining: 5.07s
846:	learn: 0.0798187	total: 27.9s	remaining: 5.03s
847:	learn: 0.0797741	total: 27.9s	remaining: 5s
848:	learn: 0.0795072	total: 27.9s	remaining: 4.97s
849:	learn: 0.0794391	total: 28s	remaining: 4.93s
850:	learn: 0.0793379	total: 28s	remaining: 4.9s
851:	learn: 0.0791750	total: 28s	remaining: 4.87s
852:	learn: 0.0791474	total: 28.1s	remaining: 4.84s
853:	learn: 0.0791083	total: 28.1s	remaining: 4.8s
854:	learn: 0.0790800	total: 28.1s	remaining: 4.77s
855:	learn: 0.0788229	total: 28.2s	remaining: 4.74s
856:	learn: 0.0786501	total: 28.2s	remaining: 4.71s
857:	learn: 0.0784625	total: 28.2s	remaining: 4.67s
858:	learn: 0.0784171	total: 28.3s	remaining: 4.64s
859:	learn: 0.0782672	total: 28.3s	remaining: 4.61s
860:	learn: 0.0780077	total: 28.3s	remaining: 4.58s
861:	learn: 0.0778168	total: 28.4s	remaining: 4.54s
862:	learn: 0.0777967	total: 28.4s	remaining: 4.51s
863:	learn: 0.0775835	total: 28.4s	remaining: 4.47s
864:	learn: 0.0775658	total: 28.4s	remaining: 4.44s
865:	learn: 0.0774160	total: 28.5s	remaining: 4.41s
866:	learn: 0.0772610	total: 28.5s	remaining: 4.37s
867:	learn: 0.0772294	total: 28.5s	remaining: 4.34s
868:	learn: 0.0771699	total: 28.5s	remaining: 4.3s
869:	learn: 0.0770502	total: 28.6s	remaining: 4.27s
870:	learn: 0.0770267	total: 28.6s	remaining: 4.23s
871:	learn: 0.0768582	total: 28.6s	remaining: 4.2s
872:	learn: 0.0766688	total: 28.6s	remaining: 4.17s
873:	learn: 0.0764184	total: 28.7s	remaining: 4.13s
874:	learn: 0.0762589	total: 28.7s	remaining: 4.1s
875:	learn: 0.0760440	total: 28.7s	remaining: 4.07s
876:	learn: 0.0757850	total: 28.8s	remaining: 4.03s
877:	learn: 0.0756840	total: 28.8s	remaining: 4s
878:	learn: 0.0755370	total: 28.8s	remaining: 3.97s
879:	learn: 0.0754576	total: 28.8s	remaining: 3.93s
880:	learn: 0.0754398	total: 28.9s	remaining: 3.9s
881:	learn: 0.0752428	total: 28.9s	remaining: 3.87s
882:	learn: 0.0751041	total: 29s	remaining: 3.84s
883:	learn: 0.0750208	total: 29s	remaining: 3.8s
884:	learn: 0.0747690	total: 29s	remaining: 3.77s
885:	learn: 0.0747497	total: 29s	remaining: 3.74s
886:	learn: 0.0745559	total: 29.1s	remaining: 3.71s
887:	learn: 0.0743336	total: 29.1s	remaining: 3.67s
888:	learn: 0.0741114	total: 29.2s	remaining: 3.64s
889:	learn: 0.0739766	total: 29.2s	remaining: 3.61s
890:	learn: 0.0738361	total: 29.2s	remaining: 3.57s
891:	learn: 0.0737179	total: 29.2s	remaining: 3.54s
892:	learn: 0.0735598	total: 29.3s	remaining: 3.51s
893:	learn: 0.0734287	total: 29.3s	remaining: 3.48s
894:	learn: 0.0733897	total: 29.4s	remaining: 3.44s
895:	learn: 0.0732811	total: 29.4s	remaining: 3.41s
896:	learn: 0.0730937	total: 29.4s	remaining: 3.38s
897:	learn: 0.0729792	total: 29.4s	remaining: 3.34s
898:	learn: 0.0726782	total: 29.5s	remaining: 3.31s
899:	learn: 0.0726088	total: 29.5s	remaining: 3.28s
900:	learn: 0.0725829	total: 29.5s	remaining: 3.25s
901:	learn: 0.0723559	total: 29.6s	remaining: 3.21s
902:	learn: 0.0722475	total: 29.6s	remaining: 3.18s
903:	learn: 0.0721452	total: 29.6s	remaining: 3.15s
904:	learn: 0.0720083	total: 29.6s	remaining: 3.11s
905:	learn: 0.0718930	total: 29.6s	remaining: 3.07s
906:	learn: 0.0716854	total: 29.7s	remaining: 3.04s
907:	learn: 0.0715925	total: 29.7s	remaining: 3.01s
908:	learn: 0.0714699	total: 29.7s	remaining: 2.98s
909:	learn: 0.0713639	total: 29.8s	remaining: 2.94s
910:	learn: 0.0711511	total: 29.8s	remaining: 2.91s
911:	learn: 0.0709252	total: 29.8s	remaining: 2.88s
912:	learn: 0.0707369	total: 29.9s	remaining: 2.85s
913:	learn: 0.0706545	total: 29.9s	remaining: 2.81s
914:	learn: 0.0705381	total: 29.9s	remaining: 2.78s
915:	learn: 0.0703180	total: 30s	remaining: 2.75s
916:	learn: 0.0701631	total: 30s	remaining: 2.71s
917:	learn: 0.0701379	total: 30s	remaining: 2.68s
918:	learn: 0.0699704	total: 30s	remaining: 2.65s
919:	learn: 0.0697659	total: 30.1s	remaining: 2.61s
920:	learn: 0.0695238	total: 30.1s	remaining: 2.58s
921:	learn: 0.0694216	total: 30.1s	remaining: 2.55s
922:	learn: 0.0694055	total: 30.1s	remaining: 2.51s
923:	learn: 0.0692137	total: 30.2s	remaining: 2.48s
924:	learn: 0.0691881	total: 30.2s	remaining: 2.45s
925:	learn: 0.0690929	total: 30.2s	remaining: 2.42s
926:	learn: 0.0690595	total: 30.3s	remaining: 2.38s
927:	learn: 0.0690161	total: 30.3s	remaining: 2.35s
928:	learn: 0.0688391	total: 30.3s	remaining: 2.32s
929:	learn: 0.0686763	total: 30.3s	remaining: 2.28s
930:	learn: 0.0684877	total: 30.4s	remaining: 2.25s
931:	learn: 0.0683727	total: 30.4s	remaining: 2.22s
932:	learn: 0.0682816	total: 30.4s	remaining: 2.19s
933:	learn: 0.0681037	total: 30.5s	remaining: 2.15s
934:	learn: 0.0679640	total: 30.5s	remaining: 2.12s
935:	learn: 0.0676869	total: 30.5s	remaining: 2.09s
936:	learn: 0.0675877	total: 30.6s	remaining: 2.05s
937:	learn: 0.0675134	total: 30.6s	remaining: 2.02s
938:	learn: 0.0674826	total: 30.6s	remaining: 1.99s
939:	learn: 0.0673068	total: 30.6s	remaining: 1.95s
940:	learn: 0.0671010	total: 30.7s	remaining: 1.92s
941:	learn: 0.0668814	total: 30.7s	remaining: 1.89s
942:	learn: 0.0667943	total: 30.7s	remaining: 1.86s
943:	learn: 0.0667786	total: 30.7s	remaining: 1.82s
944:	learn: 0.0666518	total: 30.8s	remaining: 1.79s
945:	learn: 0.0664563	total: 30.8s	remaining: 1.76s
946:	learn: 0.0664406	total: 30.8s	remaining: 1.73s
947:	learn: 0.0662278	total: 30.9s	remaining: 1.69s
948:	learn: 0.0660119	total: 30.9s	remaining: 1.66s
949:	learn: 0.0658651	total: 30.9s	remaining: 1.63s
950:	learn: 0.0656731	total: 31s	remaining: 1.59s
951:	learn: 0.0655272	total: 31s	remaining: 1.56s
952:	learn: 0.0655134	total: 31s	remaining: 1.53s
953:	learn: 0.0654491	total: 31s	remaining: 1.5s
954:	learn: 0.0652604	total: 31.1s	remaining: 1.46s
955:	learn: 0.0650782	total: 31.1s	remaining: 1.43s
956:	learn: 0.0650463	total: 31.1s	remaining: 1.4s
957:	learn: 0.0650325	total: 31.2s	remaining: 1.37s
958:	learn: 0.0650087	total: 31.2s	remaining: 1.33s
959:	learn: 0.0648303	total: 31.3s	remaining: 1.3s
960:	learn: 0.0646071	total: 31.3s	remaining: 1.27s
961:	learn: 0.0644630	total: 31.3s	remaining: 1.24s
962:	learn: 0.0642334	total: 31.3s	remaining: 1.2s
963:	learn: 0.0641572	total: 31.4s	remaining: 1.17s
964:	learn: 0.0639861	total: 31.4s	remaining: 1.14s
965:	learn: 0.0638527	total: 31.4s	remaining: 1.11s
966:	learn: 0.0637131	total: 31.5s	remaining: 1.07s
967:	learn: 0.0635204	total: 31.5s	remaining: 1.04s
968:	learn: 0.0634583	total: 31.5s	remaining: 1.01s
969:	learn: 0.0633390	total: 31.6s	remaining: 976ms
970:	learn: 0.0632203	total: 31.6s	remaining: 944ms
971:	learn: 0.0630118	total: 31.6s	remaining: 911ms
972:	learn: 0.0628642	total: 31.7s	remaining: 879ms
973:	learn: 0.0626365	total: 31.7s	remaining: 846ms
974:	learn: 0.0625064	total: 31.7s	remaining: 814ms
975:	learn: 0.0623233	total: 31.8s	remaining: 781ms
976:	learn: 0.0621469	total: 31.8s	remaining: 749ms
977:	learn: 0.0619618	total: 31.8s	remaining: 716ms
978:	learn: 0.0617649	total: 31.9s	remaining: 684ms
979:	learn: 0.0616706	total: 31.9s	remaining: 651ms
980:	learn: 0.0616176	total: 31.9s	remaining: 618ms
981:	learn: 0.0614128	total: 32s	remaining: 586ms
982:	learn: 0.0613856	total: 32s	remaining: 553ms
983:	learn: 0.0612896	total: 32s	remaining: 520ms
984:	learn: 0.0611636	total: 32s	remaining: 488ms
985:	learn: 0.0610017	total: 32.1s	remaining: 455ms
986:	learn: 0.0608256	total: 32.1s	remaining: 423ms
987:	learn: 0.0606212	total: 32.1s	remaining: 390ms
988:	learn: 0.0604704	total: 32.2s	remaining: 358ms
989:	learn: 0.0603102	total: 32.2s	remaining: 325ms
990:	learn: 0.0601167	total: 32.2s	remaining: 293ms
991:	learn: 0.0599444	total: 32.3s	remaining: 260ms
992:	learn: 0.0599241	total: 32.3s	remaining: 228ms
993:	learn: 0.0597428	total: 32.3s	remaining: 195ms
994:	learn: 0.0596240	total: 32.3s	remaining: 163ms
995:	learn: 0.0596042	total: 32.4s	remaining: 130ms
996:	learn: 0.0593977	total: 32.4s	remaining: 97.5ms
997:	learn: 0.0593715	total: 32.4s	remaining: 65ms
998:	learn: 0.0591779	total: 32.4s	remaining: 32.5ms
999:	learn: 0.0590213	total: 32.5s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=9, depth=10, total=  33.5s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=10 .....................
0:	learn: 0.8722341	total: 32.2ms	remaining: 32.2s
1:	learn: 0.8639107	total: 63.2ms	remaining: 31.5s
2:	learn: 0.8568746	total: 93.8ms	remaining: 31.2s
3:	learn: 0.8501966	total: 124ms	remaining: 31s
4:	learn: 0.8413141	total: 154ms	remaining: 30.6s
5:	learn: 0.8332153	total: 168ms	remaining: 27.9s
6:	learn: 0.8252540	total: 208ms	remaining: 29.5s
7:	learn: 0.8158541	total: 244ms	remaining: 30.2s
8:	learn: 0.8067293	total: 276ms	remaining: 30.4s
9:	learn: 0.8003052	total: 310ms	remaining: 30.7s
10:	learn: 0.7933333	total: 341ms	remaining: 30.7s
11:	learn: 0.7853501	total: 360ms	remaining: 29.6s
12:	learn: 0.7788991	total: 398ms	remaining: 30.2s
13:	learn: 0.7708791	total: 434ms	remaining: 30.6s
14:	learn: 0.7662541	total: 464ms	remaining: 30.5s
15:	learn: 0.7589397	total: 493ms	remaining: 30.3s
16:	learn: 0.7533926	total: 523ms	remaining: 30.2s
17:	learn: 0.7475228	total: 554ms	remaining: 30.2s
18:	learn: 0.7415391	total: 592ms	remaining: 30.6s
19:	learn: 0.7359813	total: 626ms	remaining: 30.7s
20:	learn: 0.7320464	total: 656ms	remaining: 30.6s
21:	learn: 0.7275980	total: 686ms	remaining: 30.5s
22:	learn: 0.7196112	total: 720ms	remaining: 30.6s
23:	learn: 0.7158370	total: 752ms	remaining: 30.6s
24:	learn: 0.7088507	total: 789ms	remaining: 30.8s
25:	learn: 0.7041456	total: 824ms	remaining: 30.9s
26:	learn: 0.7002061	total: 855ms	remaining: 30.8s
27:	learn: 0.6934472	total: 885ms	remaining: 30.7s
28:	learn: 0.6873213	total: 920ms	remaining: 30.8s
29:	learn: 0.6801111	total: 922ms	remaining: 29.8s
30:	learn: 0.6760142	total: 952ms	remaining: 29.8s
31:	learn: 0.6707144	total: 998ms	remaining: 30.2s
32:	learn: 0.6659436	total: 1.04s	remaining: 30.4s
33:	learn: 0.6617877	total: 1.05s	remaining: 29.8s
34:	learn: 0.6568300	total: 1.08s	remaining: 29.8s
35:	learn: 0.6507756	total: 1.11s	remaining: 29.8s
36:	learn: 0.6460277	total: 1.14s	remaining: 29.8s
37:	learn: 0.6402239	total: 1.18s	remaining: 29.9s
38:	learn: 0.6354226	total: 1.21s	remaining: 29.9s
39:	learn: 0.6317233	total: 1.25s	remaining: 29.9s
40:	learn: 0.6275078	total: 1.28s	remaining: 29.9s
41:	learn: 0.6237238	total: 1.31s	remaining: 29.8s
42:	learn: 0.6193693	total: 1.34s	remaining: 29.8s
43:	learn: 0.6135586	total: 1.38s	remaining: 29.9s
44:	learn: 0.6078298	total: 1.38s	remaining: 29.2s
45:	learn: 0.6038872	total: 1.42s	remaining: 29.4s
46:	learn: 0.5979124	total: 1.45s	remaining: 29.4s
47:	learn: 0.5947896	total: 1.48s	remaining: 29.4s
48:	learn: 0.5901882	total: 1.51s	remaining: 29.4s
49:	learn: 0.5861067	total: 1.55s	remaining: 29.5s
50:	learn: 0.5827327	total: 1.59s	remaining: 29.6s
51:	learn: 0.5797031	total: 1.62s	remaining: 29.6s
52:	learn: 0.5749932	total: 1.65s	remaining: 29.5s
53:	learn: 0.5699707	total: 1.65s	remaining: 29s
54:	learn: 0.5651527	total: 1.69s	remaining: 29s
55:	learn: 0.5604988	total: 1.72s	remaining: 29s
56:	learn: 0.5564423	total: 1.75s	remaining: 28.9s
57:	learn: 0.5533525	total: 1.78s	remaining: 29s
58:	learn: 0.5494520	total: 1.82s	remaining: 29s
59:	learn: 0.5455797	total: 1.85s	remaining: 29s
60:	learn: 0.5409329	total: 1.88s	remaining: 29s
61:	learn: 0.5371466	total: 1.91s	remaining: 28.9s
62:	learn: 0.5334871	total: 1.93s	remaining: 28.7s
63:	learn: 0.5304416	total: 1.97s	remaining: 28.8s
64:	learn: 0.5276796	total: 2s	remaining: 28.8s
65:	learn: 0.5236926	total: 2.03s	remaining: 28.8s
66:	learn: 0.5203739	total: 2.05s	remaining: 28.5s
67:	learn: 0.5172155	total: 2.08s	remaining: 28.4s
68:	learn: 0.5146531	total: 2.1s	remaining: 28.4s
69:	learn: 0.5114195	total: 2.13s	remaining: 28.4s
70:	learn: 0.5086128	total: 2.17s	remaining: 28.5s
71:	learn: 0.5058444	total: 2.21s	remaining: 28.5s
72:	learn: 0.5017527	total: 2.24s	remaining: 28.4s
73:	learn: 0.4995847	total: 2.27s	remaining: 28.4s
74:	learn: 0.4975196	total: 2.3s	remaining: 28.4s
75:	learn: 0.4950732	total: 2.33s	remaining: 28.4s
76:	learn: 0.4927405	total: 2.37s	remaining: 28.4s
77:	learn: 0.4897156	total: 2.4s	remaining: 28.4s
78:	learn: 0.4873828	total: 2.43s	remaining: 28.4s
79:	learn: 0.4845472	total: 2.46s	remaining: 28.4s
80:	learn: 0.4823052	total: 2.49s	remaining: 28.3s
81:	learn: 0.4801846	total: 2.52s	remaining: 28.3s
82:	learn: 0.4776017	total: 2.56s	remaining: 28.3s
83:	learn: 0.4750917	total: 2.6s	remaining: 28.4s
84:	learn: 0.4715630	total: 2.63s	remaining: 28.3s
85:	learn: 0.4684439	total: 2.66s	remaining: 28.3s
86:	learn: 0.4654369	total: 2.7s	remaining: 28.3s
87:	learn: 0.4631019	total: 2.73s	remaining: 28.3s
88:	learn: 0.4603640	total: 2.76s	remaining: 28.3s
89:	learn: 0.4572106	total: 2.8s	remaining: 28.3s
90:	learn: 0.4550256	total: 2.83s	remaining: 28.2s
91:	learn: 0.4522464	total: 2.86s	remaining: 28.2s
92:	learn: 0.4498922	total: 2.89s	remaining: 28.2s
93:	learn: 0.4476864	total: 2.92s	remaining: 28.1s
94:	learn: 0.4456444	total: 2.96s	remaining: 28.2s
95:	learn: 0.4432590	total: 2.99s	remaining: 28.2s
96:	learn: 0.4415455	total: 3.02s	remaining: 28.1s
97:	learn: 0.4396599	total: 3.05s	remaining: 28.1s
98:	learn: 0.4377713	total: 3.08s	remaining: 28s
99:	learn: 0.4358048	total: 3.11s	remaining: 28s
100:	learn: 0.4331018	total: 3.15s	remaining: 28s
101:	learn: 0.4303684	total: 3.18s	remaining: 28s
102:	learn: 0.4287117	total: 3.21s	remaining: 28s
103:	learn: 0.4262563	total: 3.25s	remaining: 28s
104:	learn: 0.4234466	total: 3.28s	remaining: 27.9s
105:	learn: 0.4215214	total: 3.31s	remaining: 27.9s
106:	learn: 0.4188949	total: 3.35s	remaining: 27.9s
107:	learn: 0.4172165	total: 3.38s	remaining: 27.9s
108:	learn: 0.4153243	total: 3.41s	remaining: 27.9s
109:	learn: 0.4136792	total: 3.44s	remaining: 27.9s
110:	learn: 0.4121079	total: 3.48s	remaining: 27.8s
111:	learn: 0.4105185	total: 3.51s	remaining: 27.8s
112:	learn: 0.4083503	total: 3.55s	remaining: 27.8s
113:	learn: 0.4066099	total: 3.58s	remaining: 27.9s
114:	learn: 0.4044486	total: 3.62s	remaining: 27.8s
115:	learn: 0.4027239	total: 3.65s	remaining: 27.8s
116:	learn: 0.4012759	total: 3.68s	remaining: 27.8s
117:	learn: 0.3994226	total: 3.71s	remaining: 27.7s
118:	learn: 0.3979967	total: 3.75s	remaining: 27.7s
119:	learn: 0.3955806	total: 3.78s	remaining: 27.7s
120:	learn: 0.3939539	total: 3.81s	remaining: 27.7s
121:	learn: 0.3920033	total: 3.84s	remaining: 27.7s
122:	learn: 0.3901028	total: 3.87s	remaining: 27.6s
123:	learn: 0.3887336	total: 3.9s	remaining: 27.6s
124:	learn: 0.3874226	total: 3.94s	remaining: 27.6s
125:	learn: 0.3859889	total: 3.97s	remaining: 27.6s
126:	learn: 0.3842445	total: 4.01s	remaining: 27.5s
127:	learn: 0.3828867	total: 4.04s	remaining: 27.5s
128:	learn: 0.3813512	total: 4.07s	remaining: 27.5s
129:	learn: 0.3798672	total: 4.1s	remaining: 27.5s
130:	learn: 0.3784751	total: 4.14s	remaining: 27.4s
131:	learn: 0.3769767	total: 4.17s	remaining: 27.4s
132:	learn: 0.3756732	total: 4.2s	remaining: 27.4s
133:	learn: 0.3740759	total: 4.24s	remaining: 27.4s
134:	learn: 0.3721667	total: 4.27s	remaining: 27.3s
135:	learn: 0.3701492	total: 4.3s	remaining: 27.3s
136:	learn: 0.3686182	total: 4.34s	remaining: 27.3s
137:	learn: 0.3669792	total: 4.37s	remaining: 27.3s
138:	learn: 0.3656437	total: 4.4s	remaining: 27.3s
139:	learn: 0.3640082	total: 4.43s	remaining: 27.2s
140:	learn: 0.3626382	total: 4.46s	remaining: 27.2s
141:	learn: 0.3612052	total: 4.49s	remaining: 27.1s
142:	learn: 0.3595446	total: 4.53s	remaining: 27.1s
143:	learn: 0.3582415	total: 4.57s	remaining: 27.1s
144:	learn: 0.3566976	total: 4.6s	remaining: 27.1s
145:	learn: 0.3552609	total: 4.63s	remaining: 27.1s
146:	learn: 0.3536676	total: 4.66s	remaining: 27.1s
147:	learn: 0.3519283	total: 4.69s	remaining: 27s
148:	learn: 0.3502827	total: 4.73s	remaining: 27s
149:	learn: 0.3489267	total: 4.77s	remaining: 27s
150:	learn: 0.3476111	total: 4.8s	remaining: 27s
151:	learn: 0.3462370	total: 4.83s	remaining: 26.9s
152:	learn: 0.3448051	total: 4.86s	remaining: 26.9s
153:	learn: 0.3436525	total: 4.89s	remaining: 26.9s
154:	learn: 0.3415825	total: 4.92s	remaining: 26.9s
155:	learn: 0.3399001	total: 4.96s	remaining: 26.8s
156:	learn: 0.3388405	total: 4.99s	remaining: 26.8s
157:	learn: 0.3374138	total: 5.02s	remaining: 26.8s
158:	learn: 0.3359612	total: 5.02s	remaining: 26.6s
159:	learn: 0.3348233	total: 5.05s	remaining: 26.5s
160:	learn: 0.3329789	total: 5.09s	remaining: 26.5s
161:	learn: 0.3315184	total: 5.13s	remaining: 26.6s
162:	learn: 0.3302919	total: 5.17s	remaining: 26.5s
163:	learn: 0.3289396	total: 5.2s	remaining: 26.5s
164:	learn: 0.3276720	total: 5.24s	remaining: 26.5s
165:	learn: 0.3263178	total: 5.27s	remaining: 26.5s
166:	learn: 0.3250662	total: 5.3s	remaining: 26.4s
167:	learn: 0.3238901	total: 5.32s	remaining: 26.3s
168:	learn: 0.3225069	total: 5.35s	remaining: 26.3s
169:	learn: 0.3209522	total: 5.38s	remaining: 26.3s
170:	learn: 0.3198153	total: 5.41s	remaining: 26.2s
171:	learn: 0.3186701	total: 5.44s	remaining: 26.2s
172:	learn: 0.3171439	total: 5.47s	remaining: 26.2s
173:	learn: 0.3162430	total: 5.5s	remaining: 26.1s
174:	learn: 0.3151216	total: 5.54s	remaining: 26.1s
175:	learn: 0.3138460	total: 5.58s	remaining: 26.1s
176:	learn: 0.3126817	total: 5.61s	remaining: 26.1s
177:	learn: 0.3115424	total: 5.65s	remaining: 26.1s
178:	learn: 0.3102001	total: 5.68s	remaining: 26s
179:	learn: 0.3090677	total: 5.71s	remaining: 26s
180:	learn: 0.3077865	total: 5.75s	remaining: 26s
181:	learn: 0.3065677	total: 5.78s	remaining: 26s
182:	learn: 0.3054932	total: 5.81s	remaining: 25.9s
183:	learn: 0.3041747	total: 5.84s	remaining: 25.9s
184:	learn: 0.3032292	total: 5.87s	remaining: 25.9s
185:	learn: 0.3023091	total: 5.9s	remaining: 25.8s
186:	learn: 0.3011085	total: 5.94s	remaining: 25.8s
187:	learn: 0.3000163	total: 5.97s	remaining: 25.8s
188:	learn: 0.2988150	total: 6.01s	remaining: 25.8s
189:	learn: 0.2975656	total: 6.04s	remaining: 25.7s
190:	learn: 0.2964108	total: 6.07s	remaining: 25.7s
191:	learn: 0.2954311	total: 6.1s	remaining: 25.7s
192:	learn: 0.2941991	total: 6.14s	remaining: 25.7s
193:	learn: 0.2931748	total: 6.17s	remaining: 25.7s
194:	learn: 0.2921090	total: 6.21s	remaining: 25.6s
195:	learn: 0.2912021	total: 6.24s	remaining: 25.6s
196:	learn: 0.2902421	total: 6.27s	remaining: 25.5s
197:	learn: 0.2891553	total: 6.3s	remaining: 25.5s
198:	learn: 0.2879330	total: 6.34s	remaining: 25.5s
199:	learn: 0.2869538	total: 6.38s	remaining: 25.5s
200:	learn: 0.2860185	total: 6.41s	remaining: 25.5s
201:	learn: 0.2850561	total: 6.44s	remaining: 25.4s
202:	learn: 0.2841183	total: 6.47s	remaining: 25.4s
203:	learn: 0.2828345	total: 6.5s	remaining: 25.4s
204:	learn: 0.2818300	total: 6.54s	remaining: 25.4s
205:	learn: 0.2806004	total: 6.58s	remaining: 25.4s
206:	learn: 0.2796978	total: 6.61s	remaining: 25.3s
207:	learn: 0.2786822	total: 6.65s	remaining: 25.3s
208:	learn: 0.2777878	total: 6.68s	remaining: 25.3s
209:	learn: 0.2768726	total: 6.71s	remaining: 25.2s
210:	learn: 0.2754826	total: 6.74s	remaining: 25.2s
211:	learn: 0.2744284	total: 6.78s	remaining: 25.2s
212:	learn: 0.2730891	total: 6.81s	remaining: 25.2s
213:	learn: 0.2720353	total: 6.84s	remaining: 25.1s
214:	learn: 0.2710154	total: 6.87s	remaining: 25.1s
215:	learn: 0.2701116	total: 6.9s	remaining: 25.1s
216:	learn: 0.2692596	total: 6.94s	remaining: 25.1s
217:	learn: 0.2682779	total: 6.97s	remaining: 25s
218:	learn: 0.2672554	total: 7.01s	remaining: 25s
219:	learn: 0.2660333	total: 7.04s	remaining: 25s
220:	learn: 0.2650585	total: 7.07s	remaining: 24.9s
221:	learn: 0.2639282	total: 7.1s	remaining: 24.9s
222:	learn: 0.2630217	total: 7.14s	remaining: 24.9s
223:	learn: 0.2621027	total: 7.18s	remaining: 24.9s
224:	learn: 0.2611762	total: 7.21s	remaining: 24.8s
225:	learn: 0.2602197	total: 7.24s	remaining: 24.8s
226:	learn: 0.2591559	total: 7.27s	remaining: 24.8s
227:	learn: 0.2583342	total: 7.31s	remaining: 24.8s
228:	learn: 0.2573875	total: 7.35s	remaining: 24.7s
229:	learn: 0.2566084	total: 7.38s	remaining: 24.7s
230:	learn: 0.2558337	total: 7.41s	remaining: 24.7s
231:	learn: 0.2547838	total: 7.44s	remaining: 24.6s
232:	learn: 0.2538576	total: 7.47s	remaining: 24.6s
233:	learn: 0.2530516	total: 7.51s	remaining: 24.6s
234:	learn: 0.2521044	total: 7.54s	remaining: 24.6s
235:	learn: 0.2512938	total: 7.57s	remaining: 24.5s
236:	learn: 0.2504792	total: 7.61s	remaining: 24.5s
237:	learn: 0.2494909	total: 7.64s	remaining: 24.5s
238:	learn: 0.2487733	total: 7.67s	remaining: 24.4s
239:	learn: 0.2477768	total: 7.7s	remaining: 24.4s
240:	learn: 0.2469651	total: 7.74s	remaining: 24.4s
241:	learn: 0.2461199	total: 7.78s	remaining: 24.4s
242:	learn: 0.2453098	total: 7.81s	remaining: 24.3s
243:	learn: 0.2441829	total: 7.84s	remaining: 24.3s
244:	learn: 0.2436235	total: 7.87s	remaining: 24.3s
245:	learn: 0.2423612	total: 7.9s	remaining: 24.2s
246:	learn: 0.2414825	total: 7.95s	remaining: 24.2s
247:	learn: 0.2405366	total: 7.98s	remaining: 24.2s
248:	learn: 0.2399505	total: 8.01s	remaining: 24.2s
249:	learn: 0.2392279	total: 8.04s	remaining: 24.1s
250:	learn: 0.2381666	total: 8.07s	remaining: 24.1s
251:	learn: 0.2374139	total: 8.1s	remaining: 24.1s
252:	learn: 0.2366650	total: 8.14s	remaining: 24s
253:	learn: 0.2357982	total: 8.18s	remaining: 24s
254:	learn: 0.2349542	total: 8.21s	remaining: 24s
255:	learn: 0.2340695	total: 8.24s	remaining: 23.9s
256:	learn: 0.2333392	total: 8.27s	remaining: 23.9s
257:	learn: 0.2324952	total: 8.3s	remaining: 23.9s
258:	learn: 0.2317545	total: 8.34s	remaining: 23.9s
259:	learn: 0.2307785	total: 8.37s	remaining: 23.8s
260:	learn: 0.2299395	total: 8.4s	remaining: 23.8s
261:	learn: 0.2288477	total: 8.43s	remaining: 23.8s
262:	learn: 0.2281022	total: 8.46s	remaining: 23.7s
263:	learn: 0.2271912	total: 8.49s	remaining: 23.7s
264:	learn: 0.2263741	total: 8.53s	remaining: 23.7s
265:	learn: 0.2257185	total: 8.56s	remaining: 23.6s
266:	learn: 0.2251057	total: 8.6s	remaining: 23.6s
267:	learn: 0.2243025	total: 8.63s	remaining: 23.6s
268:	learn: 0.2236494	total: 8.66s	remaining: 23.5s
269:	learn: 0.2227575	total: 8.69s	remaining: 23.5s
270:	learn: 0.2219447	total: 8.73s	remaining: 23.5s
271:	learn: 0.2212167	total: 8.77s	remaining: 23.5s
272:	learn: 0.2204957	total: 8.8s	remaining: 23.4s
273:	learn: 0.2196494	total: 8.83s	remaining: 23.4s
274:	learn: 0.2187907	total: 8.86s	remaining: 23.4s
275:	learn: 0.2180580	total: 8.89s	remaining: 23.3s
276:	learn: 0.2172814	total: 8.93s	remaining: 23.3s
277:	learn: 0.2164741	total: 8.96s	remaining: 23.3s
278:	learn: 0.2156949	total: 8.99s	remaining: 23.2s
279:	learn: 0.2148098	total: 9.02s	remaining: 23.2s
280:	learn: 0.2140434	total: 9.05s	remaining: 23.2s
281:	learn: 0.2133617	total: 9.08s	remaining: 23.1s
282:	learn: 0.2124575	total: 9.12s	remaining: 23.1s
283:	learn: 0.2118984	total: 9.15s	remaining: 23.1s
284:	learn: 0.2113513	total: 9.18s	remaining: 23s
285:	learn: 0.2106801	total: 9.21s	remaining: 23s
286:	learn: 0.2101023	total: 9.24s	remaining: 23s
287:	learn: 0.2094787	total: 9.28s	remaining: 22.9s
288:	learn: 0.2085778	total: 9.31s	remaining: 22.9s
289:	learn: 0.2078651	total: 9.35s	remaining: 22.9s
290:	learn: 0.2072757	total: 9.38s	remaining: 22.8s
291:	learn: 0.2064385	total: 9.41s	remaining: 22.8s
292:	learn: 0.2057866	total: 9.44s	remaining: 22.8s
293:	learn: 0.2051075	total: 9.47s	remaining: 22.7s
294:	learn: 0.2043499	total: 9.51s	remaining: 22.7s
295:	learn: 0.2035625	total: 9.54s	remaining: 22.7s
296:	learn: 0.2032254	total: 9.55s	remaining: 22.6s
297:	learn: 0.2026586	total: 9.58s	remaining: 22.6s
298:	learn: 0.2018517	total: 9.61s	remaining: 22.5s
299:	learn: 0.2010990	total: 9.64s	remaining: 22.5s
300:	learn: 0.2004569	total: 9.67s	remaining: 22.5s
301:	learn: 0.1997657	total: 9.71s	remaining: 22.4s
302:	learn: 0.1990608	total: 9.74s	remaining: 22.4s
303:	learn: 0.1983634	total: 9.78s	remaining: 22.4s
304:	learn: 0.1978629	total: 9.81s	remaining: 22.4s
305:	learn: 0.1970710	total: 9.84s	remaining: 22.3s
306:	learn: 0.1966710	total: 9.87s	remaining: 22.3s
307:	learn: 0.1961619	total: 9.91s	remaining: 22.3s
308:	learn: 0.1958126	total: 9.94s	remaining: 22.2s
309:	learn: 0.1951464	total: 9.97s	remaining: 22.2s
310:	learn: 0.1946409	total: 10s	remaining: 22.2s
311:	learn: 0.1940574	total: 10s	remaining: 22.1s
312:	learn: 0.1935138	total: 10.1s	remaining: 22.1s
313:	learn: 0.1931136	total: 10.1s	remaining: 22.1s
314:	learn: 0.1924703	total: 10.1s	remaining: 22s
315:	learn: 0.1918189	total: 10.2s	remaining: 22s
316:	learn: 0.1915126	total: 10.2s	remaining: 21.9s
317:	learn: 0.1909344	total: 10.2s	remaining: 21.9s
318:	learn: 0.1903424	total: 10.2s	remaining: 21.8s
319:	learn: 0.1897673	total: 10.3s	remaining: 21.8s
320:	learn: 0.1891420	total: 10.3s	remaining: 21.8s
321:	learn: 0.1885421	total: 10.3s	remaining: 21.8s
322:	learn: 0.1881773	total: 10.4s	remaining: 21.7s
323:	learn: 0.1875008	total: 10.4s	remaining: 21.7s
324:	learn: 0.1868798	total: 10.4s	remaining: 21.7s
325:	learn: 0.1862645	total: 10.5s	remaining: 21.6s
326:	learn: 0.1856376	total: 10.5s	remaining: 21.6s
327:	learn: 0.1850732	total: 10.5s	remaining: 21.6s
328:	learn: 0.1844794	total: 10.6s	remaining: 21.6s
329:	learn: 0.1839549	total: 10.6s	remaining: 21.5s
330:	learn: 0.1833689	total: 10.6s	remaining: 21.5s
331:	learn: 0.1829130	total: 10.7s	remaining: 21.5s
332:	learn: 0.1823041	total: 10.7s	remaining: 21.5s
333:	learn: 0.1818058	total: 10.7s	remaining: 21.4s
334:	learn: 0.1811894	total: 10.8s	remaining: 21.4s
335:	learn: 0.1809074	total: 10.8s	remaining: 21.3s
336:	learn: 0.1803365	total: 10.8s	remaining: 21.3s
337:	learn: 0.1797292	total: 10.9s	remaining: 21.3s
338:	learn: 0.1791221	total: 10.9s	remaining: 21.2s
339:	learn: 0.1786819	total: 10.9s	remaining: 21.2s
340:	learn: 0.1780330	total: 11s	remaining: 21.2s
341:	learn: 0.1774031	total: 11s	remaining: 21.1s
342:	learn: 0.1771002	total: 11s	remaining: 21.1s
343:	learn: 0.1766613	total: 11s	remaining: 21.1s
344:	learn: 0.1760285	total: 11.1s	remaining: 21s
345:	learn: 0.1754514	total: 11.1s	remaining: 21s
346:	learn: 0.1748147	total: 11.1s	remaining: 21s
347:	learn: 0.1743701	total: 11.2s	remaining: 20.9s
348:	learn: 0.1739370	total: 11.2s	remaining: 20.9s
349:	learn: 0.1733989	total: 11.2s	remaining: 20.9s
350:	learn: 0.1728241	total: 11.3s	remaining: 20.8s
351:	learn: 0.1722780	total: 11.3s	remaining: 20.8s
352:	learn: 0.1716948	total: 11.3s	remaining: 20.8s
353:	learn: 0.1712597	total: 11.4s	remaining: 20.8s
354:	learn: 0.1706930	total: 11.4s	remaining: 20.8s
355:	learn: 0.1701484	total: 11.5s	remaining: 20.7s
356:	learn: 0.1695884	total: 11.5s	remaining: 20.7s
357:	learn: 0.1691367	total: 11.5s	remaining: 20.7s
358:	learn: 0.1687795	total: 11.6s	remaining: 20.7s
359:	learn: 0.1683422	total: 11.6s	remaining: 20.7s
360:	learn: 0.1677756	total: 11.7s	remaining: 20.6s
361:	learn: 0.1671080	total: 11.7s	remaining: 20.6s
362:	learn: 0.1666893	total: 11.7s	remaining: 20.6s
363:	learn: 0.1663406	total: 11.8s	remaining: 20.5s
364:	learn: 0.1660459	total: 11.8s	remaining: 20.5s
365:	learn: 0.1656310	total: 11.8s	remaining: 20.5s
366:	learn: 0.1652846	total: 11.9s	remaining: 20.5s
367:	learn: 0.1648374	total: 11.9s	remaining: 20.5s
368:	learn: 0.1645833	total: 12s	remaining: 20.4s
369:	learn: 0.1642432	total: 12s	remaining: 20.4s
370:	learn: 0.1639949	total: 12s	remaining: 20.4s
371:	learn: 0.1633554	total: 12.1s	remaining: 20.4s
372:	learn: 0.1628559	total: 12.1s	remaining: 20.3s
373:	learn: 0.1623487	total: 12.1s	remaining: 20.3s
374:	learn: 0.1620368	total: 12.2s	remaining: 20.3s
375:	learn: 0.1616007	total: 12.2s	remaining: 20.3s
376:	learn: 0.1609963	total: 12.3s	remaining: 20.3s
377:	learn: 0.1604894	total: 12.3s	remaining: 20.2s
378:	learn: 0.1600360	total: 12.3s	remaining: 20.2s
379:	learn: 0.1597724	total: 12.4s	remaining: 20.2s
380:	learn: 0.1593805	total: 12.4s	remaining: 20.2s
381:	learn: 0.1589057	total: 12.4s	remaining: 20.1s
382:	learn: 0.1584627	total: 12.5s	remaining: 20.1s
383:	learn: 0.1583120	total: 12.5s	remaining: 20.1s
384:	learn: 0.1581641	total: 12.6s	remaining: 20.1s
385:	learn: 0.1577418	total: 12.6s	remaining: 20.1s
386:	learn: 0.1572320	total: 12.6s	remaining: 20s
387:	learn: 0.1570684	total: 12.7s	remaining: 20s
388:	learn: 0.1566329	total: 12.7s	remaining: 20s
389:	learn: 0.1563318	total: 12.8s	remaining: 20s
390:	learn: 0.1559095	total: 12.8s	remaining: 20s
391:	learn: 0.1554903	total: 12.9s	remaining: 19.9s
392:	learn: 0.1549978	total: 12.9s	remaining: 19.9s
393:	learn: 0.1546269	total: 12.9s	remaining: 19.9s
394:	learn: 0.1542344	total: 13s	remaining: 19.9s
395:	learn: 0.1538486	total: 13s	remaining: 19.8s
396:	learn: 0.1537250	total: 13s	remaining: 19.7s
397:	learn: 0.1535911	total: 13s	remaining: 19.7s
398:	learn: 0.1530425	total: 13.1s	remaining: 19.7s
399:	learn: 0.1528960	total: 13.1s	remaining: 19.7s
400:	learn: 0.1523623	total: 13.2s	remaining: 19.6s
401:	learn: 0.1520505	total: 13.2s	remaining: 19.6s
402:	learn: 0.1517414	total: 13.2s	remaining: 19.6s
403:	learn: 0.1512821	total: 13.3s	remaining: 19.6s
404:	learn: 0.1509059	total: 13.3s	remaining: 19.5s
405:	learn: 0.1505520	total: 13.3s	remaining: 19.5s
406:	learn: 0.1502665	total: 13.4s	remaining: 19.5s
407:	learn: 0.1500428	total: 13.4s	remaining: 19.5s
408:	learn: 0.1499001	total: 13.4s	remaining: 19.4s
409:	learn: 0.1495071	total: 13.5s	remaining: 19.4s
410:	learn: 0.1490676	total: 13.5s	remaining: 19.4s
411:	learn: 0.1486421	total: 13.5s	remaining: 19.3s
412:	learn: 0.1484432	total: 13.7s	remaining: 19.4s
413:	learn: 0.1482930	total: 13.8s	remaining: 19.6s
414:	learn: 0.1478132	total: 13.9s	remaining: 19.6s
415:	learn: 0.1474689	total: 13.9s	remaining: 19.5s
416:	learn: 0.1470261	total: 14s	remaining: 19.5s
417:	learn: 0.1468955	total: 14s	remaining: 19.5s
418:	learn: 0.1465614	total: 14.1s	remaining: 19.5s
419:	learn: 0.1461619	total: 14.1s	remaining: 19.5s
420:	learn: 0.1459041	total: 14.2s	remaining: 19.5s
421:	learn: 0.1453805	total: 14.2s	remaining: 19.5s
422:	learn: 0.1452567	total: 14.2s	remaining: 19.4s
423:	learn: 0.1450064	total: 14.3s	remaining: 19.4s
424:	learn: 0.1447834	total: 14.3s	remaining: 19.4s
425:	learn: 0.1446608	total: 14.3s	remaining: 19.3s
426:	learn: 0.1442897	total: 14.4s	remaining: 19.3s
427:	learn: 0.1439419	total: 14.4s	remaining: 19.3s
428:	learn: 0.1436983	total: 14.5s	remaining: 19.2s
429:	learn: 0.1435826	total: 14.5s	remaining: 19.2s
430:	learn: 0.1433077	total: 14.5s	remaining: 19.2s
431:	learn: 0.1430083	total: 14.6s	remaining: 19.1s
432:	learn: 0.1427101	total: 14.6s	remaining: 19.1s
433:	learn: 0.1423397	total: 14.6s	remaining: 19.1s
434:	learn: 0.1420433	total: 14.7s	remaining: 19s
435:	learn: 0.1415909	total: 14.7s	remaining: 19s
436:	learn: 0.1412827	total: 14.7s	remaining: 19s
437:	learn: 0.1409761	total: 14.7s	remaining: 18.9s
438:	learn: 0.1408316	total: 14.8s	remaining: 18.9s
439:	learn: 0.1406236	total: 14.8s	remaining: 18.8s
440:	learn: 0.1402444	total: 14.8s	remaining: 18.8s
441:	learn: 0.1397986	total: 14.9s	remaining: 18.8s
442:	learn: 0.1394030	total: 14.9s	remaining: 18.7s
443:	learn: 0.1390789	total: 14.9s	remaining: 18.7s
444:	learn: 0.1386639	total: 15s	remaining: 18.7s
445:	learn: 0.1384609	total: 15s	remaining: 18.6s
446:	learn: 0.1381790	total: 15s	remaining: 18.6s
447:	learn: 0.1376416	total: 15.1s	remaining: 18.6s
448:	learn: 0.1372627	total: 15.1s	remaining: 18.5s
449:	learn: 0.1369184	total: 15.1s	remaining: 18.5s
450:	learn: 0.1368151	total: 15.1s	remaining: 18.4s
451:	learn: 0.1363828	total: 15.2s	remaining: 18.4s
452:	learn: 0.1361771	total: 15.2s	remaining: 18.3s
453:	learn: 0.1358135	total: 15.2s	remaining: 18.3s
454:	learn: 0.1354826	total: 15.2s	remaining: 18.3s
455:	learn: 0.1351885	total: 15.3s	remaining: 18.2s
456:	learn: 0.1347477	total: 15.3s	remaining: 18.2s
457:	learn: 0.1343753	total: 15.3s	remaining: 18.1s
458:	learn: 0.1339519	total: 15.4s	remaining: 18.1s
459:	learn: 0.1337483	total: 15.4s	remaining: 18.1s
460:	learn: 0.1334117	total: 15.4s	remaining: 18s
461:	learn: 0.1330182	total: 15.5s	remaining: 18s
462:	learn: 0.1327509	total: 15.5s	remaining: 18s
463:	learn: 0.1323760	total: 15.5s	remaining: 17.9s
464:	learn: 0.1321191	total: 15.6s	remaining: 17.9s
465:	learn: 0.1317864	total: 15.6s	remaining: 17.9s
466:	learn: 0.1313719	total: 15.6s	remaining: 17.8s
467:	learn: 0.1310376	total: 15.6s	remaining: 17.8s
468:	learn: 0.1305936	total: 15.7s	remaining: 17.8s
469:	learn: 0.1304107	total: 15.7s	remaining: 17.7s
470:	learn: 0.1301024	total: 15.7s	remaining: 17.7s
471:	learn: 0.1298798	total: 15.8s	remaining: 17.6s
472:	learn: 0.1295307	total: 15.8s	remaining: 17.6s
473:	learn: 0.1291954	total: 15.8s	remaining: 17.6s
474:	learn: 0.1290214	total: 15.9s	remaining: 17.5s
475:	learn: 0.1287059	total: 15.9s	remaining: 17.5s
476:	learn: 0.1285080	total: 15.9s	remaining: 17.5s
477:	learn: 0.1283214	total: 16s	remaining: 17.4s
478:	learn: 0.1281488	total: 16s	remaining: 17.4s
479:	learn: 0.1279679	total: 16s	remaining: 17.4s
480:	learn: 0.1275937	total: 16.1s	remaining: 17.3s
481:	learn: 0.1273079	total: 16.1s	remaining: 17.3s
482:	learn: 0.1271370	total: 16.1s	remaining: 17.3s
483:	learn: 0.1270077	total: 16.2s	remaining: 17.2s
484:	learn: 0.1267038	total: 16.2s	remaining: 17.2s
485:	learn: 0.1263507	total: 16.2s	remaining: 17.2s
486:	learn: 0.1260298	total: 16.3s	remaining: 17.1s
487:	learn: 0.1256668	total: 16.3s	remaining: 17.1s
488:	learn: 0.1252970	total: 16.3s	remaining: 17.1s
489:	learn: 0.1251069	total: 16.4s	remaining: 17s
490:	learn: 0.1246911	total: 16.4s	remaining: 17s
491:	learn: 0.1244232	total: 16.4s	remaining: 17s
492:	learn: 0.1242658	total: 16.5s	remaining: 16.9s
493:	learn: 0.1241805	total: 16.5s	remaining: 16.9s
494:	learn: 0.1239814	total: 16.5s	remaining: 16.8s
495:	learn: 0.1238206	total: 16.5s	remaining: 16.8s
496:	learn: 0.1234377	total: 16.6s	remaining: 16.7s
497:	learn: 0.1231285	total: 16.6s	remaining: 16.7s
498:	learn: 0.1228692	total: 16.6s	remaining: 16.7s
499:	learn: 0.1226714	total: 16.6s	remaining: 16.6s
500:	learn: 0.1225633	total: 16.7s	remaining: 16.6s
501:	learn: 0.1222714	total: 16.7s	remaining: 16.6s
502:	learn: 0.1219323	total: 16.7s	remaining: 16.5s
503:	learn: 0.1217318	total: 16.8s	remaining: 16.5s
504:	learn: 0.1214352	total: 16.8s	remaining: 16.5s
505:	learn: 0.1210605	total: 16.8s	remaining: 16.4s
506:	learn: 0.1209631	total: 16.9s	remaining: 16.4s
507:	learn: 0.1206097	total: 16.9s	remaining: 16.4s
508:	learn: 0.1202413	total: 16.9s	remaining: 16.3s
509:	learn: 0.1199278	total: 17s	remaining: 16.3s
510:	learn: 0.1196350	total: 17s	remaining: 16.3s
511:	learn: 0.1192896	total: 17s	remaining: 16.2s
512:	learn: 0.1191078	total: 17s	remaining: 16.2s
513:	learn: 0.1188609	total: 17.1s	remaining: 16.2s
514:	learn: 0.1187644	total: 17.1s	remaining: 16.1s
515:	learn: 0.1185811	total: 17.1s	remaining: 16.1s
516:	learn: 0.1184895	total: 17.2s	remaining: 16s
517:	learn: 0.1181816	total: 17.2s	remaining: 16s
518:	learn: 0.1178514	total: 17.2s	remaining: 16s
519:	learn: 0.1175308	total: 17.3s	remaining: 15.9s
520:	learn: 0.1173216	total: 17.3s	remaining: 15.9s
521:	learn: 0.1170030	total: 17.3s	remaining: 15.9s
522:	learn: 0.1166346	total: 17.4s	remaining: 15.8s
523:	learn: 0.1164507	total: 17.4s	remaining: 15.8s
524:	learn: 0.1161384	total: 17.4s	remaining: 15.8s
525:	learn: 0.1158850	total: 17.5s	remaining: 15.7s
526:	learn: 0.1155459	total: 17.5s	remaining: 15.7s
527:	learn: 0.1152758	total: 17.5s	remaining: 15.7s
528:	learn: 0.1150906	total: 17.6s	remaining: 15.6s
529:	learn: 0.1148204	total: 17.6s	remaining: 15.6s
530:	learn: 0.1145888	total: 17.6s	remaining: 15.6s
531:	learn: 0.1142520	total: 17.6s	remaining: 15.5s
532:	learn: 0.1139350	total: 17.7s	remaining: 15.5s
533:	learn: 0.1135673	total: 17.7s	remaining: 15.5s
534:	learn: 0.1133005	total: 17.7s	remaining: 15.4s
535:	learn: 0.1130514	total: 17.8s	remaining: 15.4s
536:	learn: 0.1129018	total: 17.8s	remaining: 15.4s
537:	learn: 0.1126538	total: 17.8s	remaining: 15.3s
538:	learn: 0.1124819	total: 17.9s	remaining: 15.3s
539:	learn: 0.1123920	total: 17.9s	remaining: 15.3s
540:	learn: 0.1121445	total: 17.9s	remaining: 15.2s
541:	learn: 0.1120160	total: 18s	remaining: 15.2s
542:	learn: 0.1117786	total: 18s	remaining: 15.2s
543:	learn: 0.1115254	total: 18.1s	remaining: 15.1s
544:	learn: 0.1112484	total: 18.1s	remaining: 15.1s
545:	learn: 0.1110983	total: 18.1s	remaining: 15.1s
546:	learn: 0.1108327	total: 18.2s	remaining: 15.1s
547:	learn: 0.1106513	total: 18.2s	remaining: 15s
548:	learn: 0.1102652	total: 18.3s	remaining: 15s
549:	learn: 0.1100412	total: 18.3s	remaining: 15s
550:	learn: 0.1099105	total: 18.3s	remaining: 14.9s
551:	learn: 0.1098025	total: 18.4s	remaining: 14.9s
552:	learn: 0.1096140	total: 18.4s	remaining: 14.9s
553:	learn: 0.1093214	total: 18.4s	remaining: 14.8s
554:	learn: 0.1089878	total: 18.5s	remaining: 14.8s
555:	learn: 0.1087715	total: 18.5s	remaining: 14.8s
556:	learn: 0.1085066	total: 18.6s	remaining: 14.8s
557:	learn: 0.1084051	total: 18.6s	remaining: 14.7s
558:	learn: 0.1082754	total: 18.6s	remaining: 14.7s
559:	learn: 0.1080215	total: 18.7s	remaining: 14.7s
560:	learn: 0.1078624	total: 18.7s	remaining: 14.6s
561:	learn: 0.1077101	total: 18.8s	remaining: 14.6s
562:	learn: 0.1075443	total: 18.8s	remaining: 14.6s
563:	learn: 0.1071827	total: 18.9s	remaining: 14.6s
564:	learn: 0.1068209	total: 18.9s	remaining: 14.6s
565:	learn: 0.1067519	total: 19s	remaining: 14.5s
566:	learn: 0.1064930	total: 19s	remaining: 14.5s
567:	learn: 0.1063149	total: 19s	remaining: 14.5s
568:	learn: 0.1060610	total: 19.1s	remaining: 14.4s
569:	learn: 0.1057515	total: 19.1s	remaining: 14.4s
570:	learn: 0.1055020	total: 19.1s	remaining: 14.4s
571:	learn: 0.1051965	total: 19.2s	remaining: 14.3s
572:	learn: 0.1050320	total: 19.2s	remaining: 14.3s
573:	learn: 0.1049476	total: 19.2s	remaining: 14.3s
574:	learn: 0.1047699	total: 19.3s	remaining: 14.2s
575:	learn: 0.1044512	total: 19.3s	remaining: 14.2s
576:	learn: 0.1042759	total: 19.3s	remaining: 14.2s
577:	learn: 0.1040067	total: 19.4s	remaining: 14.1s
578:	learn: 0.1038039	total: 19.4s	remaining: 14.1s
579:	learn: 0.1036205	total: 19.4s	remaining: 14.1s
580:	learn: 0.1033441	total: 19.5s	remaining: 14s
581:	learn: 0.1030373	total: 19.5s	remaining: 14s
582:	learn: 0.1028838	total: 19.6s	remaining: 14s
583:	learn: 0.1026636	total: 19.6s	remaining: 14s
584:	learn: 0.1022825	total: 19.6s	remaining: 13.9s
585:	learn: 0.1020082	total: 19.7s	remaining: 13.9s
586:	learn: 0.1017235	total: 19.7s	remaining: 13.9s
587:	learn: 0.1016416	total: 19.7s	remaining: 13.8s
588:	learn: 0.1014814	total: 19.7s	remaining: 13.8s
589:	learn: 0.1013723	total: 19.8s	remaining: 13.7s
590:	learn: 0.1010992	total: 19.8s	remaining: 13.7s
591:	learn: 0.1007762	total: 19.9s	remaining: 13.7s
592:	learn: 0.1005313	total: 19.9s	remaining: 13.7s
593:	learn: 0.1003174	total: 19.9s	remaining: 13.6s
594:	learn: 0.1000825	total: 19.9s	remaining: 13.6s
595:	learn: 0.0998924	total: 20s	remaining: 13.5s
596:	learn: 0.0996707	total: 20s	remaining: 13.5s
597:	learn: 0.0993745	total: 20s	remaining: 13.5s
598:	learn: 0.0991890	total: 20.1s	remaining: 13.4s
599:	learn: 0.0989971	total: 20.1s	remaining: 13.4s
600:	learn: 0.0987469	total: 20.1s	remaining: 13.4s
601:	learn: 0.0986104	total: 20.2s	remaining: 13.3s
602:	learn: 0.0984281	total: 20.2s	remaining: 13.3s
603:	learn: 0.0981107	total: 20.3s	remaining: 13.3s
604:	learn: 0.0978456	total: 20.3s	remaining: 13.3s
605:	learn: 0.0976061	total: 20.3s	remaining: 13.2s
606:	learn: 0.0974815	total: 20.4s	remaining: 13.2s
607:	learn: 0.0972482	total: 20.4s	remaining: 13.2s
608:	learn: 0.0969991	total: 20.5s	remaining: 13.1s
609:	learn: 0.0967508	total: 20.5s	remaining: 13.1s
610:	learn: 0.0966126	total: 20.5s	remaining: 13.1s
611:	learn: 0.0964243	total: 20.6s	remaining: 13s
612:	learn: 0.0962763	total: 20.6s	remaining: 13s
613:	learn: 0.0960066	total: 20.6s	remaining: 13s
614:	learn: 0.0958191	total: 20.7s	remaining: 13s
615:	learn: 0.0956176	total: 20.7s	remaining: 12.9s
616:	learn: 0.0953999	total: 20.8s	remaining: 12.9s
617:	learn: 0.0953170	total: 20.8s	remaining: 12.8s
618:	learn: 0.0951704	total: 20.8s	remaining: 12.8s
619:	learn: 0.0949669	total: 20.8s	remaining: 12.8s
620:	learn: 0.0947781	total: 20.9s	remaining: 12.7s
621:	learn: 0.0944816	total: 20.9s	remaining: 12.7s
622:	learn: 0.0941584	total: 21s	remaining: 12.7s
623:	learn: 0.0940961	total: 21s	remaining: 12.7s
624:	learn: 0.0939604	total: 21s	remaining: 12.6s
625:	learn: 0.0937657	total: 21.1s	remaining: 12.6s
626:	learn: 0.0935839	total: 21.1s	remaining: 12.5s
627:	learn: 0.0934143	total: 21.1s	remaining: 12.5s
628:	learn: 0.0932589	total: 21.2s	remaining: 12.5s
629:	learn: 0.0930043	total: 21.2s	remaining: 12.5s
630:	learn: 0.0929351	total: 21.2s	remaining: 12.4s
631:	learn: 0.0926274	total: 21.3s	remaining: 12.4s
632:	learn: 0.0925078	total: 21.3s	remaining: 12.4s
633:	learn: 0.0924169	total: 21.4s	remaining: 12.3s
634:	learn: 0.0922246	total: 21.4s	remaining: 12.3s
635:	learn: 0.0920370	total: 21.5s	remaining: 12.3s
636:	learn: 0.0918300	total: 21.5s	remaining: 12.3s
637:	learn: 0.0916696	total: 21.6s	remaining: 12.2s
638:	learn: 0.0915406	total: 21.6s	remaining: 12.2s
639:	learn: 0.0914403	total: 21.7s	remaining: 12.2s
640:	learn: 0.0913426	total: 21.7s	remaining: 12.2s
641:	learn: 0.0911368	total: 21.8s	remaining: 12.1s
642:	learn: 0.0908760	total: 21.8s	remaining: 12.1s
643:	learn: 0.0906608	total: 21.8s	remaining: 12.1s
644:	learn: 0.0904493	total: 21.9s	remaining: 12.1s
645:	learn: 0.0901624	total: 22s	remaining: 12s
646:	learn: 0.0900141	total: 22s	remaining: 12s
647:	learn: 0.0898280	total: 22.1s	remaining: 12s
648:	learn: 0.0896611	total: 22.1s	remaining: 12s
649:	learn: 0.0893977	total: 22.2s	remaining: 12s
650:	learn: 0.0892942	total: 22.3s	remaining: 11.9s
651:	learn: 0.0890562	total: 22.3s	remaining: 11.9s
652:	learn: 0.0887945	total: 22.4s	remaining: 11.9s
653:	learn: 0.0886709	total: 22.4s	remaining: 11.9s
654:	learn: 0.0885048	total: 22.5s	remaining: 11.8s
655:	learn: 0.0883891	total: 22.5s	remaining: 11.8s
656:	learn: 0.0882302	total: 22.6s	remaining: 11.8s
657:	learn: 0.0881415	total: 22.6s	remaining: 11.7s
658:	learn: 0.0879283	total: 22.6s	remaining: 11.7s
659:	learn: 0.0877823	total: 22.7s	remaining: 11.7s
660:	learn: 0.0875058	total: 22.7s	remaining: 11.7s
661:	learn: 0.0873258	total: 22.8s	remaining: 11.6s
662:	learn: 0.0871206	total: 22.8s	remaining: 11.6s
663:	learn: 0.0868180	total: 22.9s	remaining: 11.6s
664:	learn: 0.0865492	total: 22.9s	remaining: 11.6s
665:	learn: 0.0863327	total: 23s	remaining: 11.5s
666:	learn: 0.0860782	total: 23.1s	remaining: 11.5s
667:	learn: 0.0858148	total: 23.1s	remaining: 11.5s
668:	learn: 0.0856148	total: 23.1s	remaining: 11.4s
669:	learn: 0.0854352	total: 23.2s	remaining: 11.4s
670:	learn: 0.0851604	total: 23.2s	remaining: 11.4s
671:	learn: 0.0849180	total: 23.2s	remaining: 11.3s
672:	learn: 0.0847031	total: 23.3s	remaining: 11.3s
673:	learn: 0.0845073	total: 23.3s	remaining: 11.3s
674:	learn: 0.0843501	total: 23.4s	remaining: 11.3s
675:	learn: 0.0841112	total: 23.4s	remaining: 11.2s
676:	learn: 0.0840202	total: 23.5s	remaining: 11.2s
677:	learn: 0.0838390	total: 23.5s	remaining: 11.2s
678:	learn: 0.0835818	total: 23.6s	remaining: 11.1s
679:	learn: 0.0833429	total: 23.6s	remaining: 11.1s
680:	learn: 0.0832227	total: 23.6s	remaining: 11.1s
681:	learn: 0.0830892	total: 23.7s	remaining: 11s
682:	learn: 0.0828780	total: 23.7s	remaining: 11s
683:	learn: 0.0826610	total: 23.7s	remaining: 11s
684:	learn: 0.0825447	total: 23.8s	remaining: 10.9s
685:	learn: 0.0823706	total: 23.8s	remaining: 10.9s
686:	learn: 0.0821740	total: 23.9s	remaining: 10.9s
687:	learn: 0.0820663	total: 23.9s	remaining: 10.8s
688:	learn: 0.0818799	total: 23.9s	remaining: 10.8s
689:	learn: 0.0817676	total: 24s	remaining: 10.8s
690:	learn: 0.0815979	total: 24s	remaining: 10.7s
691:	learn: 0.0814718	total: 24s	remaining: 10.7s
692:	learn: 0.0812738	total: 24.1s	remaining: 10.7s
693:	learn: 0.0809913	total: 24.1s	remaining: 10.6s
694:	learn: 0.0807723	total: 24.1s	remaining: 10.6s
695:	learn: 0.0805663	total: 24.2s	remaining: 10.6s
696:	learn: 0.0803669	total: 24.2s	remaining: 10.5s
697:	learn: 0.0801183	total: 24.2s	remaining: 10.5s
698:	learn: 0.0799392	total: 24.3s	remaining: 10.5s
699:	learn: 0.0797104	total: 24.3s	remaining: 10.4s
700:	learn: 0.0795267	total: 24.3s	remaining: 10.4s
701:	learn: 0.0793325	total: 24.4s	remaining: 10.3s
702:	learn: 0.0791742	total: 24.4s	remaining: 10.3s
703:	learn: 0.0789844	total: 24.4s	remaining: 10.3s
704:	learn: 0.0788405	total: 24.5s	remaining: 10.2s
705:	learn: 0.0786350	total: 24.5s	remaining: 10.2s
706:	learn: 0.0784123	total: 24.5s	remaining: 10.2s
707:	learn: 0.0783290	total: 24.6s	remaining: 10.1s
708:	learn: 0.0782453	total: 24.6s	remaining: 10.1s
709:	learn: 0.0780476	total: 24.7s	remaining: 10.1s
710:	learn: 0.0778099	total: 24.7s	remaining: 10s
711:	learn: 0.0776404	total: 24.7s	remaining: 10s
712:	learn: 0.0775177	total: 24.8s	remaining: 9.97s
713:	learn: 0.0773728	total: 24.8s	remaining: 9.93s
714:	learn: 0.0772457	total: 24.8s	remaining: 9.9s
715:	learn: 0.0770503	total: 24.9s	remaining: 9.86s
716:	learn: 0.0768109	total: 24.9s	remaining: 9.83s
717:	learn: 0.0765828	total: 24.9s	remaining: 9.79s
718:	learn: 0.0763655	total: 25s	remaining: 9.76s
719:	learn: 0.0761743	total: 25s	remaining: 9.72s
720:	learn: 0.0759622	total: 25s	remaining: 9.69s
721:	learn: 0.0758812	total: 25.1s	remaining: 9.65s
722:	learn: 0.0756270	total: 25.1s	remaining: 9.62s
723:	learn: 0.0753922	total: 25.1s	remaining: 9.58s
724:	learn: 0.0751958	total: 25.2s	remaining: 9.55s
725:	learn: 0.0750644	total: 25.2s	remaining: 9.53s
726:	learn: 0.0749367	total: 25.3s	remaining: 9.5s
727:	learn: 0.0747072	total: 25.3s	remaining: 9.46s
728:	learn: 0.0746014	total: 25.4s	remaining: 9.43s
729:	learn: 0.0744824	total: 25.4s	remaining: 9.39s
730:	learn: 0.0742486	total: 25.4s	remaining: 9.36s
731:	learn: 0.0740790	total: 25.5s	remaining: 9.33s
732:	learn: 0.0739618	total: 25.5s	remaining: 9.29s
733:	learn: 0.0739005	total: 25.6s	remaining: 9.26s
734:	learn: 0.0736854	total: 25.6s	remaining: 9.22s
735:	learn: 0.0734571	total: 25.6s	remaining: 9.19s
736:	learn: 0.0733229	total: 25.7s	remaining: 9.16s
737:	learn: 0.0731007	total: 25.7s	remaining: 9.13s
738:	learn: 0.0729150	total: 25.8s	remaining: 9.09s
739:	learn: 0.0727841	total: 25.8s	remaining: 9.06s
740:	learn: 0.0726049	total: 25.8s	remaining: 9.02s
741:	learn: 0.0725131	total: 25.9s	remaining: 8.99s
742:	learn: 0.0723583	total: 25.9s	remaining: 8.95s
743:	learn: 0.0722569	total: 25.9s	remaining: 8.92s
744:	learn: 0.0721177	total: 26s	remaining: 8.88s
745:	learn: 0.0719551	total: 26s	remaining: 8.85s
746:	learn: 0.0717635	total: 26s	remaining: 8.82s
747:	learn: 0.0715621	total: 26.1s	remaining: 8.78s
748:	learn: 0.0714725	total: 26.1s	remaining: 8.75s
749:	learn: 0.0712894	total: 26.1s	remaining: 8.71s
750:	learn: 0.0711302	total: 26.2s	remaining: 8.68s
751:	learn: 0.0709185	total: 26.2s	remaining: 8.64s
752:	learn: 0.0706930	total: 26.2s	remaining: 8.61s
753:	learn: 0.0705004	total: 26.3s	remaining: 8.57s
754:	learn: 0.0703266	total: 26.3s	remaining: 8.54s
755:	learn: 0.0701205	total: 26.3s	remaining: 8.5s
756:	learn: 0.0699562	total: 26.4s	remaining: 8.47s
757:	learn: 0.0698212	total: 26.4s	remaining: 8.43s
758:	learn: 0.0696775	total: 26.5s	remaining: 8.4s
759:	learn: 0.0695563	total: 26.5s	remaining: 8.36s
760:	learn: 0.0693888	total: 26.5s	remaining: 8.33s
761:	learn: 0.0691806	total: 26.6s	remaining: 8.29s
762:	learn: 0.0690318	total: 26.6s	remaining: 8.26s
763:	learn: 0.0688693	total: 26.6s	remaining: 8.22s
764:	learn: 0.0686528	total: 26.7s	remaining: 8.19s
765:	learn: 0.0684644	total: 26.7s	remaining: 8.15s
766:	learn: 0.0683006	total: 26.7s	remaining: 8.12s
767:	learn: 0.0682328	total: 26.8s	remaining: 8.08s
768:	learn: 0.0681395	total: 26.8s	remaining: 8.05s
769:	learn: 0.0679553	total: 26.8s	remaining: 8.02s
770:	learn: 0.0677438	total: 26.9s	remaining: 7.98s
771:	learn: 0.0675995	total: 26.9s	remaining: 7.95s
772:	learn: 0.0673924	total: 26.9s	remaining: 7.91s
773:	learn: 0.0673293	total: 27s	remaining: 7.88s
774:	learn: 0.0671411	total: 27s	remaining: 7.84s
775:	learn: 0.0669681	total: 27s	remaining: 7.81s
776:	learn: 0.0669085	total: 27.1s	remaining: 7.77s
777:	learn: 0.0667124	total: 27.1s	remaining: 7.74s
778:	learn: 0.0666476	total: 27.1s	remaining: 7.7s
779:	learn: 0.0664433	total: 27.2s	remaining: 7.67s
780:	learn: 0.0662624	total: 27.2s	remaining: 7.63s
781:	learn: 0.0660927	total: 27.2s	remaining: 7.59s
782:	learn: 0.0659170	total: 27.3s	remaining: 7.56s
783:	learn: 0.0657659	total: 27.3s	remaining: 7.52s
784:	learn: 0.0657259	total: 27.4s	remaining: 7.49s
785:	learn: 0.0655407	total: 27.4s	remaining: 7.46s
786:	learn: 0.0654307	total: 27.4s	remaining: 7.42s
787:	learn: 0.0652778	total: 27.5s	remaining: 7.39s
788:	learn: 0.0651053	total: 27.5s	remaining: 7.35s
789:	learn: 0.0650080	total: 27.5s	remaining: 7.32s
790:	learn: 0.0647886	total: 27.6s	remaining: 7.28s
791:	learn: 0.0645235	total: 27.6s	remaining: 7.25s
792:	learn: 0.0642852	total: 27.6s	remaining: 7.21s
793:	learn: 0.0641310	total: 27.7s	remaining: 7.18s
794:	learn: 0.0640220	total: 27.7s	remaining: 7.14s
795:	learn: 0.0638695	total: 27.7s	remaining: 7.11s
796:	learn: 0.0636682	total: 27.8s	remaining: 7.07s
797:	learn: 0.0635921	total: 27.8s	remaining: 7.04s
798:	learn: 0.0635312	total: 27.8s	remaining: 7s
799:	learn: 0.0633839	total: 27.9s	remaining: 6.97s
800:	learn: 0.0632126	total: 27.9s	remaining: 6.93s
801:	learn: 0.0630192	total: 27.9s	remaining: 6.9s
802:	learn: 0.0628312	total: 28s	remaining: 6.86s
803:	learn: 0.0626517	total: 28s	remaining: 6.83s
804:	learn: 0.0624650	total: 28s	remaining: 6.79s
805:	learn: 0.0623119	total: 28.1s	remaining: 6.76s
806:	learn: 0.0621494	total: 28.2s	remaining: 6.74s
807:	learn: 0.0620016	total: 28.2s	remaining: 6.71s
808:	learn: 0.0619455	total: 28.3s	remaining: 6.68s
809:	learn: 0.0618807	total: 28.4s	remaining: 6.65s
810:	learn: 0.0617955	total: 28.4s	remaining: 6.62s
811:	learn: 0.0616583	total: 28.4s	remaining: 6.59s
812:	learn: 0.0615031	total: 28.5s	remaining: 6.55s
813:	learn: 0.0613559	total: 28.5s	remaining: 6.52s
814:	learn: 0.0612470	total: 28.6s	remaining: 6.49s
815:	learn: 0.0611460	total: 28.6s	remaining: 6.45s
816:	learn: 0.0610027	total: 28.7s	remaining: 6.42s
817:	learn: 0.0608448	total: 28.7s	remaining: 6.38s
818:	learn: 0.0606956	total: 28.7s	remaining: 6.35s
819:	learn: 0.0605155	total: 28.8s	remaining: 6.32s
820:	learn: 0.0603901	total: 28.9s	remaining: 6.29s
821:	learn: 0.0602339	total: 28.9s	remaining: 6.26s
822:	learn: 0.0600960	total: 28.9s	remaining: 6.22s
823:	learn: 0.0599010	total: 29s	remaining: 6.19s
824:	learn: 0.0597045	total: 29s	remaining: 6.15s
825:	learn: 0.0595116	total: 29.1s	remaining: 6.12s
826:	learn: 0.0594535	total: 29.1s	remaining: 6.09s
827:	learn: 0.0593264	total: 29.2s	remaining: 6.06s
828:	learn: 0.0592396	total: 29.2s	remaining: 6.02s
829:	learn: 0.0591705	total: 29.3s	remaining: 5.99s
830:	learn: 0.0590397	total: 29.3s	remaining: 5.96s
831:	learn: 0.0588351	total: 29.4s	remaining: 5.93s
832:	learn: 0.0587118	total: 29.4s	remaining: 5.89s
833:	learn: 0.0586763	total: 29.4s	remaining: 5.86s
834:	learn: 0.0585629	total: 29.5s	remaining: 5.83s
835:	learn: 0.0584790	total: 29.5s	remaining: 5.79s
836:	learn: 0.0584384	total: 29.6s	remaining: 5.76s
837:	learn: 0.0582938	total: 29.6s	remaining: 5.72s
838:	learn: 0.0581530	total: 29.7s	remaining: 5.7s
839:	learn: 0.0579719	total: 29.7s	remaining: 5.66s
840:	learn: 0.0578599	total: 29.8s	remaining: 5.63s
841:	learn: 0.0577080	total: 29.8s	remaining: 5.6s
842:	learn: 0.0576583	total: 29.9s	remaining: 5.56s
843:	learn: 0.0575036	total: 29.9s	remaining: 5.53s
844:	learn: 0.0573354	total: 30s	remaining: 5.5s
845:	learn: 0.0571566	total: 30s	remaining: 5.47s
846:	learn: 0.0570123	total: 30.1s	remaining: 5.43s
847:	learn: 0.0568891	total: 30.1s	remaining: 5.4s
848:	learn: 0.0567159	total: 30.2s	remaining: 5.36s
849:	learn: 0.0566537	total: 30.2s	remaining: 5.33s
850:	learn: 0.0565001	total: 30.2s	remaining: 5.29s
851:	learn: 0.0564171	total: 30.3s	remaining: 5.26s
852:	learn: 0.0563736	total: 30.3s	remaining: 5.22s
853:	learn: 0.0562541	total: 30.4s	remaining: 5.19s
854:	learn: 0.0560664	total: 30.4s	remaining: 5.16s
855:	learn: 0.0559539	total: 30.4s	remaining: 5.12s
856:	learn: 0.0558208	total: 30.5s	remaining: 5.09s
857:	learn: 0.0557145	total: 30.5s	remaining: 5.05s
858:	learn: 0.0555883	total: 30.6s	remaining: 5.02s
859:	learn: 0.0554990	total: 30.6s	remaining: 4.99s
860:	learn: 0.0553134	total: 30.7s	remaining: 4.96s
861:	learn: 0.0552272	total: 30.7s	remaining: 4.92s
862:	learn: 0.0550672	total: 30.8s	remaining: 4.89s
863:	learn: 0.0549918	total: 30.8s	remaining: 4.85s
864:	learn: 0.0548974	total: 30.9s	remaining: 4.82s
865:	learn: 0.0547640	total: 30.9s	remaining: 4.78s
866:	learn: 0.0546562	total: 31s	remaining: 4.75s
867:	learn: 0.0546067	total: 31s	remaining: 4.71s
868:	learn: 0.0544813	total: 31s	remaining: 4.68s
869:	learn: 0.0543863	total: 31.1s	remaining: 4.64s
870:	learn: 0.0542585	total: 31.1s	remaining: 4.61s
871:	learn: 0.0541041	total: 31.2s	remaining: 4.58s
872:	learn: 0.0540222	total: 31.2s	remaining: 4.54s
873:	learn: 0.0538599	total: 31.3s	remaining: 4.51s
874:	learn: 0.0537017	total: 31.3s	remaining: 4.47s
875:	learn: 0.0536207	total: 31.4s	remaining: 4.44s
876:	learn: 0.0535395	total: 31.4s	remaining: 4.41s
877:	learn: 0.0533768	total: 31.4s	remaining: 4.37s
878:	learn: 0.0532626	total: 31.5s	remaining: 4.33s
879:	learn: 0.0532015	total: 31.5s	remaining: 4.3s
880:	learn: 0.0530433	total: 31.6s	remaining: 4.26s
881:	learn: 0.0528658	total: 31.6s	remaining: 4.23s
882:	learn: 0.0527513	total: 31.6s	remaining: 4.19s
883:	learn: 0.0526750	total: 31.7s	remaining: 4.16s
884:	learn: 0.0526436	total: 31.7s	remaining: 4.12s
885:	learn: 0.0525707	total: 31.8s	remaining: 4.09s
886:	learn: 0.0524487	total: 31.8s	remaining: 4.05s
887:	learn: 0.0523625	total: 31.8s	remaining: 4.02s
888:	learn: 0.0522698	total: 31.9s	remaining: 3.98s
889:	learn: 0.0521427	total: 31.9s	remaining: 3.94s
890:	learn: 0.0519993	total: 32s	remaining: 3.91s
891:	learn: 0.0518844	total: 32s	remaining: 3.87s
892:	learn: 0.0517525	total: 32s	remaining: 3.84s
893:	learn: 0.0516952	total: 32.1s	remaining: 3.8s
894:	learn: 0.0516372	total: 32.1s	remaining: 3.77s
895:	learn: 0.0514793	total: 32.2s	remaining: 3.74s
896:	learn: 0.0513592	total: 32.3s	remaining: 3.7s
897:	learn: 0.0512500	total: 32.3s	remaining: 3.67s
898:	learn: 0.0511077	total: 32.4s	remaining: 3.63s
899:	learn: 0.0509314	total: 32.4s	remaining: 3.6s
900:	learn: 0.0508241	total: 32.4s	remaining: 3.56s
901:	learn: 0.0507146	total: 32.5s	remaining: 3.53s
902:	learn: 0.0505778	total: 32.5s	remaining: 3.49s
903:	learn: 0.0505270	total: 32.6s	remaining: 3.46s
904:	learn: 0.0504080	total: 32.6s	remaining: 3.42s
905:	learn: 0.0502943	total: 32.6s	remaining: 3.39s
906:	learn: 0.0502671	total: 32.7s	remaining: 3.35s
907:	learn: 0.0501361	total: 32.7s	remaining: 3.31s
908:	learn: 0.0500199	total: 32.8s	remaining: 3.28s
909:	learn: 0.0499602	total: 32.8s	remaining: 3.24s
910:	learn: 0.0499309	total: 32.8s	remaining: 3.21s
911:	learn: 0.0498008	total: 32.9s	remaining: 3.17s
912:	learn: 0.0496820	total: 32.9s	remaining: 3.14s
913:	learn: 0.0496527	total: 33s	remaining: 3.1s
914:	learn: 0.0495057	total: 33s	remaining: 3.06s
915:	learn: 0.0493850	total: 33s	remaining: 3.03s
916:	learn: 0.0493720	total: 33s	remaining: 2.99s
917:	learn: 0.0492620	total: 33.1s	remaining: 2.96s
918:	learn: 0.0492506	total: 33.1s	remaining: 2.92s
919:	learn: 0.0491229	total: 33.2s	remaining: 2.88s
920:	learn: 0.0490452	total: 33.2s	remaining: 2.85s
921:	learn: 0.0489349	total: 33.3s	remaining: 2.81s
922:	learn: 0.0488033	total: 33.3s	remaining: 2.78s
923:	learn: 0.0486749	total: 33.3s	remaining: 2.74s
924:	learn: 0.0485760	total: 33.4s	remaining: 2.71s
925:	learn: 0.0484402	total: 33.4s	remaining: 2.67s
926:	learn: 0.0483259	total: 33.5s	remaining: 2.63s
927:	learn: 0.0482037	total: 33.5s	remaining: 2.6s
928:	learn: 0.0481629	total: 33.5s	remaining: 2.56s
929:	learn: 0.0480139	total: 33.6s	remaining: 2.53s
930:	learn: 0.0478489	total: 33.6s	remaining: 2.49s
931:	learn: 0.0477182	total: 33.7s	remaining: 2.46s
932:	learn: 0.0475862	total: 33.7s	remaining: 2.42s
933:	learn: 0.0475148	total: 33.7s	remaining: 2.38s
934:	learn: 0.0474862	total: 33.8s	remaining: 2.35s
935:	learn: 0.0473268	total: 33.9s	remaining: 2.31s
936:	learn: 0.0471902	total: 33.9s	remaining: 2.28s
937:	learn: 0.0471291	total: 34s	remaining: 2.24s
938:	learn: 0.0470360	total: 34s	remaining: 2.21s
939:	learn: 0.0469597	total: 34s	remaining: 2.17s
940:	learn: 0.0468523	total: 34.1s	remaining: 2.14s
941:	learn: 0.0467626	total: 34.1s	remaining: 2.1s
942:	learn: 0.0467428	total: 34.2s	remaining: 2.06s
943:	learn: 0.0466988	total: 34.2s	remaining: 2.03s
944:	learn: 0.0466077	total: 34.2s	remaining: 1.99s
945:	learn: 0.0465435	total: 34.3s	remaining: 1.96s
946:	learn: 0.0464030	total: 34.3s	remaining: 1.92s
947:	learn: 0.0463289	total: 34.4s	remaining: 1.88s
948:	learn: 0.0461799	total: 34.4s	remaining: 1.85s
949:	learn: 0.0460809	total: 34.4s	remaining: 1.81s
950:	learn: 0.0459887	total: 34.5s	remaining: 1.77s
951:	learn: 0.0459593	total: 34.5s	remaining: 1.74s
952:	learn: 0.0458241	total: 34.5s	remaining: 1.7s
953:	learn: 0.0457989	total: 34.6s	remaining: 1.67s
954:	learn: 0.0456667	total: 34.6s	remaining: 1.63s
955:	learn: 0.0455933	total: 34.7s	remaining: 1.59s
956:	learn: 0.0455257	total: 34.7s	remaining: 1.56s
957:	learn: 0.0454321	total: 34.7s	remaining: 1.52s
958:	learn: 0.0453351	total: 34.8s	remaining: 1.49s
959:	learn: 0.0452593	total: 34.8s	remaining: 1.45s
960:	learn: 0.0451906	total: 34.8s	remaining: 1.41s
961:	learn: 0.0450758	total: 34.9s	remaining: 1.38s
962:	learn: 0.0450017	total: 34.9s	remaining: 1.34s
963:	learn: 0.0449878	total: 34.9s	remaining: 1.3s
964:	learn: 0.0449055	total: 35s	remaining: 1.27s
965:	learn: 0.0448790	total: 35s	remaining: 1.23s
966:	learn: 0.0447548	total: 35s	remaining: 1.2s
967:	learn: 0.0445631	total: 35.1s	remaining: 1.16s
968:	learn: 0.0445387	total: 35.1s	remaining: 1.12s
969:	learn: 0.0444128	total: 35.2s	remaining: 1.09s
970:	learn: 0.0443119	total: 35.2s	remaining: 1.05s
971:	learn: 0.0442085	total: 35.2s	remaining: 1.01s
972:	learn: 0.0441253	total: 35.3s	remaining: 978ms
973:	learn: 0.0439626	total: 35.3s	remaining: 942ms
974:	learn: 0.0438716	total: 35.3s	remaining: 906ms
975:	learn: 0.0437778	total: 35.4s	remaining: 870ms
976:	learn: 0.0436970	total: 35.4s	remaining: 833ms
977:	learn: 0.0435500	total: 35.4s	remaining: 797ms
978:	learn: 0.0434476	total: 35.5s	remaining: 761ms
979:	learn: 0.0433155	total: 35.5s	remaining: 725ms
980:	learn: 0.0432212	total: 35.5s	remaining: 688ms
981:	learn: 0.0431558	total: 35.6s	remaining: 652ms
982:	learn: 0.0430813	total: 35.6s	remaining: 616ms
983:	learn: 0.0430268	total: 35.6s	remaining: 580ms
984:	learn: 0.0429791	total: 35.7s	remaining: 543ms
985:	learn: 0.0429560	total: 35.7s	remaining: 507ms
986:	learn: 0.0428769	total: 35.8s	remaining: 471ms
987:	learn: 0.0428034	total: 35.8s	remaining: 435ms
988:	learn: 0.0427006	total: 35.8s	remaining: 398ms
989:	learn: 0.0426293	total: 35.9s	remaining: 362ms
990:	learn: 0.0425690	total: 35.9s	remaining: 326ms
991:	learn: 0.0425449	total: 35.9s	remaining: 290ms
992:	learn: 0.0424431	total: 36s	remaining: 253ms
993:	learn: 0.0423417	total: 36s	remaining: 217ms
994:	learn: 0.0422529	total: 36s	remaining: 181ms
995:	learn: 0.0422343	total: 36.1s	remaining: 145ms
996:	learn: 0.0421873	total: 36.1s	remaining: 109ms
997:	learn: 0.0421255	total: 36.1s	remaining: 72.4ms
998:	learn: 0.0420084	total: 36.2s	remaining: 36.2ms
999:	learn: 0.0419997	total: 36.2s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=9, depth=10, total=  37.2s
[CV] learning_rate=0.03, l2_leaf_reg=9, depth=10 .....................
0:	learn: 0.8675770	total: 63.7ms	remaining: 1m 3s
1:	learn: 0.8592332	total: 96.5ms	remaining: 48.1s
2:	learn: 0.8542923	total: 136ms	remaining: 45.3s
3:	learn: 0.8492618	total: 168ms	remaining: 41.8s
4:	learn: 0.8409100	total: 203ms	remaining: 40.4s
5:	learn: 0.8361030	total: 239ms	remaining: 39.6s
6:	learn: 0.8292091	total: 275ms	remaining: 39s
7:	learn: 0.8192914	total: 307ms	remaining: 38.1s
8:	learn: 0.8131434	total: 343ms	remaining: 37.7s
9:	learn: 0.8064292	total: 376ms	remaining: 37.3s
10:	learn: 0.7995548	total: 410ms	remaining: 36.9s
11:	learn: 0.7929679	total: 446ms	remaining: 36.7s
12:	learn: 0.7843337	total: 480ms	remaining: 36.4s
13:	learn: 0.7790843	total: 518ms	remaining: 36.5s
14:	learn: 0.7736634	total: 552ms	remaining: 36.2s
15:	learn: 0.7686925	total: 585ms	remaining: 36s
16:	learn: 0.7629337	total: 617ms	remaining: 35.6s
17:	learn: 0.7582949	total: 650ms	remaining: 35.5s
18:	learn: 0.7528407	total: 683ms	remaining: 35.3s
19:	learn: 0.7482056	total: 715ms	remaining: 35s
20:	learn: 0.7431494	total: 773ms	remaining: 36s
21:	learn: 0.7376814	total: 822ms	remaining: 36.5s
22:	learn: 0.7313722	total: 860ms	remaining: 36.5s
23:	learn: 0.7255592	total: 900ms	remaining: 36.6s
24:	learn: 0.7197138	total: 942ms	remaining: 36.7s
25:	learn: 0.7146056	total: 1s	remaining: 37.6s
26:	learn: 0.7094424	total: 1.04s	remaining: 37.7s
27:	learn: 0.7026185	total: 1.08s	remaining: 37.6s
28:	learn: 0.6979951	total: 1.12s	remaining: 37.6s
29:	learn: 0.6919669	total: 1.16s	remaining: 37.6s
30:	learn: 0.6861489	total: 1.2s	remaining: 37.5s
31:	learn: 0.6797903	total: 1.24s	remaining: 37.5s
32:	learn: 0.6766302	total: 1.28s	remaining: 37.4s
33:	learn: 0.6728826	total: 1.31s	remaining: 37.4s
34:	learn: 0.6681661	total: 1.35s	remaining: 37.3s
35:	learn: 0.6640832	total: 1.39s	remaining: 37.2s
36:	learn: 0.6595371	total: 1.43s	remaining: 37.1s
37:	learn: 0.6561441	total: 1.46s	remaining: 37.1s
38:	learn: 0.6504318	total: 1.5s	remaining: 37s
39:	learn: 0.6446460	total: 1.54s	remaining: 37s
40:	learn: 0.6387228	total: 1.58s	remaining: 37s
41:	learn: 0.6353167	total: 1.61s	remaining: 36.8s
42:	learn: 0.6294075	total: 1.65s	remaining: 36.8s
43:	learn: 0.6247335	total: 1.69s	remaining: 36.7s
44:	learn: 0.6199134	total: 1.73s	remaining: 36.7s
45:	learn: 0.6141612	total: 1.76s	remaining: 36.6s
46:	learn: 0.6088400	total: 1.81s	remaining: 36.7s
47:	learn: 0.6038364	total: 1.82s	remaining: 36s
48:	learn: 0.6001079	total: 1.85s	remaining: 36s
49:	learn: 0.5964113	total: 1.9s	remaining: 36s
50:	learn: 0.5921240	total: 1.93s	remaining: 36s
51:	learn: 0.5880554	total: 1.97s	remaining: 35.9s
52:	learn: 0.5841631	total: 2s	remaining: 35.8s
53:	learn: 0.5800092	total: 2.04s	remaining: 35.7s
54:	learn: 0.5763929	total: 2.08s	remaining: 35.7s
55:	learn: 0.5728711	total: 2.09s	remaining: 35.3s
56:	learn: 0.5701279	total: 2.13s	remaining: 35.2s
57:	learn: 0.5656788	total: 2.17s	remaining: 35.3s
58:	learn: 0.5628732	total: 2.21s	remaining: 35.2s
59:	learn: 0.5602908	total: 2.25s	remaining: 35.2s
60:	learn: 0.5548716	total: 2.28s	remaining: 35.1s
61:	learn: 0.5505279	total: 2.32s	remaining: 35.1s
62:	learn: 0.5457871	total: 2.35s	remaining: 35s
63:	learn: 0.5412508	total: 2.39s	remaining: 35s
64:	learn: 0.5376510	total: 2.43s	remaining: 35s
65:	learn: 0.5328377	total: 2.47s	remaining: 35s
66:	learn: 0.5289311	total: 2.51s	remaining: 35s
67:	learn: 0.5263252	total: 2.55s	remaining: 35s
68:	learn: 0.5241669	total: 2.59s	remaining: 34.9s
69:	learn: 0.5211164	total: 2.62s	remaining: 34.8s
70:	learn: 0.5181600	total: 2.65s	remaining: 34.7s
71:	learn: 0.5155780	total: 2.69s	remaining: 34.6s
72:	learn: 0.5122306	total: 2.72s	remaining: 34.5s
73:	learn: 0.5087515	total: 2.75s	remaining: 34.4s
74:	learn: 0.5059521	total: 2.79s	remaining: 34.5s
75:	learn: 0.5033459	total: 2.83s	remaining: 34.4s
76:	learn: 0.5003537	total: 2.86s	remaining: 34.3s
77:	learn: 0.4972076	total: 2.9s	remaining: 34.3s
78:	learn: 0.4944437	total: 2.94s	remaining: 34.3s
79:	learn: 0.4923139	total: 2.98s	remaining: 34.2s
80:	learn: 0.4894137	total: 3.01s	remaining: 34.2s
81:	learn: 0.4866895	total: 3.04s	remaining: 34.1s
82:	learn: 0.4836634	total: 3.08s	remaining: 34s
83:	learn: 0.4808454	total: 3.11s	remaining: 33.9s
84:	learn: 0.4785517	total: 3.15s	remaining: 33.9s
85:	learn: 0.4757686	total: 3.18s	remaining: 33.8s
86:	learn: 0.4729638	total: 3.21s	remaining: 33.7s
87:	learn: 0.4698877	total: 3.25s	remaining: 33.6s
88:	learn: 0.4671557	total: 3.28s	remaining: 33.6s
89:	learn: 0.4637637	total: 3.29s	remaining: 33.2s
90:	learn: 0.4605106	total: 3.32s	remaining: 33.1s
91:	learn: 0.4588171	total: 3.35s	remaining: 33.1s
92:	learn: 0.4561770	total: 3.39s	remaining: 33s
93:	learn: 0.4533392	total: 3.42s	remaining: 33s
94:	learn: 0.4505843	total: 3.46s	remaining: 32.9s
95:	learn: 0.4482948	total: 3.49s	remaining: 32.9s
96:	learn: 0.4460565	total: 3.52s	remaining: 32.8s
97:	learn: 0.4442361	total: 3.56s	remaining: 32.7s
98:	learn: 0.4423704	total: 3.59s	remaining: 32.7s
99:	learn: 0.4396440	total: 3.62s	remaining: 32.6s
100:	learn: 0.4379848	total: 3.68s	remaining: 32.7s
101:	learn: 0.4361095	total: 3.71s	remaining: 32.7s
102:	learn: 0.4336199	total: 3.75s	remaining: 32.6s
103:	learn: 0.4317842	total: 3.78s	remaining: 32.5s
104:	learn: 0.4299940	total: 3.81s	remaining: 32.5s
105:	learn: 0.4270717	total: 3.84s	remaining: 32.4s
106:	learn: 0.4244067	total: 3.88s	remaining: 32.3s
107:	learn: 0.4218201	total: 3.89s	remaining: 32.1s
108:	learn: 0.4201464	total: 3.92s	remaining: 32.1s
109:	learn: 0.4180693	total: 3.96s	remaining: 32s
110:	learn: 0.4159514	total: 3.99s	remaining: 32s
111:	learn: 0.4140952	total: 4.02s	remaining: 31.9s
112:	learn: 0.4124486	total: 4.06s	remaining: 31.9s
113:	learn: 0.4102075	total: 4.09s	remaining: 31.8s
114:	learn: 0.4078097	total: 4.13s	remaining: 31.8s
115:	learn: 0.4061673	total: 4.16s	remaining: 31.7s
116:	learn: 0.4047289	total: 4.2s	remaining: 31.7s
117:	learn: 0.4028904	total: 4.23s	remaining: 31.6s
118:	learn: 0.4015145	total: 4.27s	remaining: 31.6s
119:	learn: 0.3998061	total: 4.3s	remaining: 31.6s
120:	learn: 0.3981114	total: 4.35s	remaining: 31.6s
121:	learn: 0.3964824	total: 4.41s	remaining: 31.8s
122:	learn: 0.3948060	total: 4.45s	remaining: 31.7s
123:	learn: 0.3931961	total: 4.47s	remaining: 31.6s
124:	learn: 0.3914964	total: 4.52s	remaining: 31.6s
125:	learn: 0.3899970	total: 4.56s	remaining: 31.6s
126:	learn: 0.3883084	total: 4.61s	remaining: 31.7s
127:	learn: 0.3861219	total: 4.64s	remaining: 31.6s
128:	learn: 0.3844524	total: 4.69s	remaining: 31.7s
129:	learn: 0.3828767	total: 4.73s	remaining: 31.7s
130:	learn: 0.3808828	total: 4.77s	remaining: 31.7s
131:	learn: 0.3794601	total: 4.81s	remaining: 31.6s
132:	learn: 0.3780336	total: 4.85s	remaining: 31.6s
133:	learn: 0.3768175	total: 4.89s	remaining: 31.6s
134:	learn: 0.3753319	total: 4.92s	remaining: 31.6s
135:	learn: 0.3733850	total: 4.96s	remaining: 31.5s
136:	learn: 0.3721561	total: 5s	remaining: 31.5s
137:	learn: 0.3707052	total: 5.04s	remaining: 31.5s
138:	learn: 0.3689939	total: 5.09s	remaining: 31.5s
139:	learn: 0.3670927	total: 5.13s	remaining: 31.5s
140:	learn: 0.3654000	total: 5.18s	remaining: 31.5s
141:	learn: 0.3641454	total: 5.22s	remaining: 31.6s
142:	learn: 0.3624442	total: 5.26s	remaining: 31.6s
143:	learn: 0.3611868	total: 5.3s	remaining: 31.5s
144:	learn: 0.3598992	total: 5.35s	remaining: 31.5s
145:	learn: 0.3581311	total: 5.39s	remaining: 31.5s
146:	learn: 0.3566713	total: 5.43s	remaining: 31.5s
147:	learn: 0.3551818	total: 5.47s	remaining: 31.5s
148:	learn: 0.3540472	total: 5.52s	remaining: 31.5s
149:	learn: 0.3526029	total: 5.56s	remaining: 31.5s
150:	learn: 0.3513889	total: 5.59s	remaining: 31.4s
151:	learn: 0.3503003	total: 5.63s	remaining: 31.4s
152:	learn: 0.3488840	total: 5.67s	remaining: 31.4s
153:	learn: 0.3472955	total: 5.7s	remaining: 31.3s
154:	learn: 0.3461867	total: 5.74s	remaining: 31.3s
155:	learn: 0.3448311	total: 5.77s	remaining: 31.2s
156:	learn: 0.3433515	total: 5.8s	remaining: 31.2s
157:	learn: 0.3421390	total: 5.84s	remaining: 31.1s
158:	learn: 0.3409333	total: 5.87s	remaining: 31.1s
159:	learn: 0.3396512	total: 5.91s	remaining: 31s
160:	learn: 0.3380413	total: 5.94s	remaining: 30.9s
161:	learn: 0.3365684	total: 5.97s	remaining: 30.9s
162:	learn: 0.3350077	total: 6.01s	remaining: 30.9s
163:	learn: 0.3335814	total: 6.04s	remaining: 30.8s
164:	learn: 0.3323341	total: 6.08s	remaining: 30.7s
165:	learn: 0.3312184	total: 6.11s	remaining: 30.7s
166:	learn: 0.3302543	total: 6.14s	remaining: 30.6s
167:	learn: 0.3289977	total: 6.17s	remaining: 30.6s
168:	learn: 0.3277209	total: 6.21s	remaining: 30.5s
169:	learn: 0.3262893	total: 6.24s	remaining: 30.5s
170:	learn: 0.3248145	total: 6.28s	remaining: 30.4s
171:	learn: 0.3235667	total: 6.31s	remaining: 30.4s
172:	learn: 0.3224640	total: 6.36s	remaining: 30.4s
173:	learn: 0.3214193	total: 6.39s	remaining: 30.4s
174:	learn: 0.3202748	total: 6.43s	remaining: 30.3s
175:	learn: 0.3188080	total: 6.47s	remaining: 30.3s
176:	learn: 0.3177690	total: 6.5s	remaining: 30.2s
177:	learn: 0.3165067	total: 6.54s	remaining: 30.2s
178:	learn: 0.3154618	total: 6.57s	remaining: 30.1s
179:	learn: 0.3144530	total: 6.6s	remaining: 30.1s
180:	learn: 0.3134576	total: 6.64s	remaining: 30s
181:	learn: 0.3123648	total: 6.67s	remaining: 30s
182:	learn: 0.3111056	total: 6.68s	remaining: 29.8s
183:	learn: 0.3100012	total: 6.72s	remaining: 29.8s
184:	learn: 0.3088119	total: 6.75s	remaining: 29.7s
185:	learn: 0.3074806	total: 6.79s	remaining: 29.7s
186:	learn: 0.3064854	total: 6.82s	remaining: 29.6s
187:	learn: 0.3053503	total: 6.85s	remaining: 29.6s
188:	learn: 0.3041966	total: 6.88s	remaining: 29.5s
189:	learn: 0.3030566	total: 6.92s	remaining: 29.5s
190:	learn: 0.3019784	total: 6.95s	remaining: 29.4s
191:	learn: 0.3010360	total: 6.98s	remaining: 29.4s
192:	learn: 0.2997783	total: 7.02s	remaining: 29.3s
193:	learn: 0.2986893	total: 7.05s	remaining: 29.3s
194:	learn: 0.2975716	total: 7.08s	remaining: 29.2s
195:	learn: 0.2963330	total: 7.11s	remaining: 29.2s
196:	learn: 0.2949379	total: 7.14s	remaining: 29.1s
197:	learn: 0.2937761	total: 7.18s	remaining: 29.1s
198:	learn: 0.2927737	total: 7.21s	remaining: 29s
199:	learn: 0.2917451	total: 7.25s	remaining: 29s
200:	learn: 0.2908211	total: 7.28s	remaining: 28.9s
201:	learn: 0.2897693	total: 7.31s	remaining: 28.9s
202:	learn: 0.2887070	total: 7.35s	remaining: 28.8s
203:	learn: 0.2876956	total: 7.38s	remaining: 28.8s
204:	learn: 0.2866491	total: 7.39s	remaining: 28.7s
205:	learn: 0.2855123	total: 7.43s	remaining: 28.6s
206:	learn: 0.2844761	total: 7.46s	remaining: 28.6s
207:	learn: 0.2834707	total: 7.5s	remaining: 28.6s
208:	learn: 0.2821454	total: 7.53s	remaining: 28.5s
209:	learn: 0.2809924	total: 7.57s	remaining: 28.5s
210:	learn: 0.2798966	total: 7.6s	remaining: 28.4s
211:	learn: 0.2789816	total: 7.63s	remaining: 28.4s
212:	learn: 0.2779613	total: 7.67s	remaining: 28.3s
213:	learn: 0.2770056	total: 7.7s	remaining: 28.3s
214:	learn: 0.2758529	total: 7.73s	remaining: 28.2s
215:	learn: 0.2748004	total: 7.76s	remaining: 28.2s
216:	learn: 0.2739457	total: 7.8s	remaining: 28.1s
217:	learn: 0.2730991	total: 7.83s	remaining: 28.1s
218:	learn: 0.2719489	total: 7.86s	remaining: 28s
219:	learn: 0.2707823	total: 7.89s	remaining: 28s
220:	learn: 0.2697662	total: 7.93s	remaining: 27.9s
221:	learn: 0.2689371	total: 7.96s	remaining: 27.9s
222:	learn: 0.2681335	total: 8s	remaining: 27.9s
223:	learn: 0.2667014	total: 8.04s	remaining: 27.8s
224:	learn: 0.2658998	total: 8.07s	remaining: 27.8s
225:	learn: 0.2648626	total: 8.11s	remaining: 27.8s
226:	learn: 0.2639403	total: 8.14s	remaining: 27.7s
227:	learn: 0.2630267	total: 8.17s	remaining: 27.7s
228:	learn: 0.2617909	total: 8.2s	remaining: 27.6s
229:	learn: 0.2608764	total: 8.24s	remaining: 27.6s
230:	learn: 0.2601445	total: 8.28s	remaining: 27.6s
231:	learn: 0.2589779	total: 8.31s	remaining: 27.5s
232:	learn: 0.2582379	total: 8.35s	remaining: 27.5s
233:	learn: 0.2574146	total: 8.38s	remaining: 27.4s
234:	learn: 0.2566655	total: 8.41s	remaining: 27.4s
235:	learn: 0.2556150	total: 8.44s	remaining: 27.3s
236:	learn: 0.2548036	total: 8.48s	remaining: 27.3s
237:	learn: 0.2539324	total: 8.51s	remaining: 27.2s
238:	learn: 0.2531103	total: 8.54s	remaining: 27.2s
239:	learn: 0.2524532	total: 8.57s	remaining: 27.1s
240:	learn: 0.2514992	total: 8.61s	remaining: 27.1s
241:	learn: 0.2506367	total: 8.64s	remaining: 27.1s
242:	learn: 0.2498239	total: 8.68s	remaining: 27s
243:	learn: 0.2490031	total: 8.71s	remaining: 27s
244:	learn: 0.2482539	total: 8.75s	remaining: 27s
245:	learn: 0.2476082	total: 8.78s	remaining: 26.9s
246:	learn: 0.2469051	total: 8.81s	remaining: 26.9s
247:	learn: 0.2462034	total: 8.85s	remaining: 26.8s
248:	learn: 0.2455527	total: 8.88s	remaining: 26.8s
249:	learn: 0.2447218	total: 8.91s	remaining: 26.7s
250:	learn: 0.2436884	total: 8.95s	remaining: 26.7s
251:	learn: 0.2428931	total: 8.98s	remaining: 26.7s
252:	learn: 0.2420419	total: 9.02s	remaining: 26.6s
253:	learn: 0.2412018	total: 9.05s	remaining: 26.6s
254:	learn: 0.2404917	total: 9.08s	remaining: 26.5s
255:	learn: 0.2397021	total: 9.12s	remaining: 26.5s
256:	learn: 0.2387567	total: 9.15s	remaining: 26.5s
257:	learn: 0.2381624	total: 9.18s	remaining: 26.4s
258:	learn: 0.2372996	total: 9.21s	remaining: 26.4s
259:	learn: 0.2367247	total: 9.25s	remaining: 26.3s
260:	learn: 0.2359493	total: 9.28s	remaining: 26.3s
261:	learn: 0.2352661	total: 9.31s	remaining: 26.2s
262:	learn: 0.2342943	total: 9.35s	remaining: 26.2s
263:	learn: 0.2336964	total: 9.38s	remaining: 26.2s
264:	learn: 0.2329394	total: 9.42s	remaining: 26.1s
265:	learn: 0.2321184	total: 9.45s	remaining: 26.1s
266:	learn: 0.2311709	total: 9.49s	remaining: 26s
267:	learn: 0.2305268	total: 9.52s	remaining: 26s
268:	learn: 0.2299812	total: 9.55s	remaining: 26s
269:	learn: 0.2293090	total: 9.59s	remaining: 25.9s
270:	learn: 0.2285702	total: 9.62s	remaining: 25.9s
271:	learn: 0.2277043	total: 9.66s	remaining: 25.9s
272:	learn: 0.2270029	total: 9.7s	remaining: 25.8s
273:	learn: 0.2262805	total: 9.73s	remaining: 25.8s
274:	learn: 0.2257417	total: 9.76s	remaining: 25.7s
275:	learn: 0.2255317	total: 9.78s	remaining: 25.6s
276:	learn: 0.2244893	total: 9.81s	remaining: 25.6s
277:	learn: 0.2237967	total: 9.84s	remaining: 25.6s
278:	learn: 0.2229574	total: 9.88s	remaining: 25.5s
279:	learn: 0.2222208	total: 9.91s	remaining: 25.5s
280:	learn: 0.2214705	total: 9.94s	remaining: 25.4s
281:	learn: 0.2208833	total: 9.97s	remaining: 25.4s
282:	learn: 0.2201643	total: 10s	remaining: 25.4s
283:	learn: 0.2192655	total: 10s	remaining: 25.3s
284:	learn: 0.2184167	total: 10.1s	remaining: 25.3s
285:	learn: 0.2177205	total: 10.1s	remaining: 25.2s
286:	learn: 0.2170027	total: 10.1s	remaining: 25.2s
287:	learn: 0.2163445	total: 10.2s	remaining: 25.1s
288:	learn: 0.2153030	total: 10.2s	remaining: 25.1s
289:	learn: 0.2147540	total: 10.2s	remaining: 25.1s
290:	learn: 0.2140637	total: 10.3s	remaining: 25.1s
291:	learn: 0.2135780	total: 10.3s	remaining: 25s
292:	learn: 0.2129927	total: 10.4s	remaining: 25s
293:	learn: 0.2124321	total: 10.4s	remaining: 24.9s
294:	learn: 0.2117879	total: 10.4s	remaining: 24.9s
295:	learn: 0.2112522	total: 10.5s	remaining: 24.9s
296:	learn: 0.2105094	total: 10.5s	remaining: 24.8s
297:	learn: 0.2099499	total: 10.5s	remaining: 24.8s
298:	learn: 0.2093058	total: 10.6s	remaining: 24.8s
299:	learn: 0.2086650	total: 10.6s	remaining: 24.7s
300:	learn: 0.2079336	total: 10.6s	remaining: 24.7s
301:	learn: 0.2076965	total: 10.6s	remaining: 24.6s
302:	learn: 0.2070662	total: 10.7s	remaining: 24.6s
303:	learn: 0.2068144	total: 10.7s	remaining: 24.5s
304:	learn: 0.2062976	total: 10.8s	remaining: 24.5s
305:	learn: 0.2055199	total: 10.8s	remaining: 24.5s
306:	learn: 0.2052923	total: 10.8s	remaining: 24.4s
307:	learn: 0.2046875	total: 10.8s	remaining: 24.3s
308:	learn: 0.2041738	total: 10.9s	remaining: 24.3s
309:	learn: 0.2034911	total: 10.9s	remaining: 24.3s
310:	learn: 0.2029395	total: 10.9s	remaining: 24.2s
311:	learn: 0.2023207	total: 11s	remaining: 24.2s
312:	learn: 0.2017830	total: 11s	remaining: 24.2s
313:	learn: 0.2015510	total: 11s	remaining: 24.1s
314:	learn: 0.2005588	total: 11.1s	remaining: 24.1s
315:	learn: 0.2000095	total: 11.1s	remaining: 24s
316:	learn: 0.1998301	total: 11.2s	remaining: 24s
317:	learn: 0.1994181	total: 11.2s	remaining: 24s
318:	learn: 0.1986758	total: 11.2s	remaining: 24s
319:	learn: 0.1978699	total: 11.3s	remaining: 24s
320:	learn: 0.1971905	total: 11.3s	remaining: 23.9s
321:	learn: 0.1964243	total: 11.4s	remaining: 23.9s
322:	learn: 0.1958871	total: 11.4s	remaining: 23.9s
323:	learn: 0.1957100	total: 11.4s	remaining: 23.8s
324:	learn: 0.1951983	total: 11.5s	remaining: 23.8s
325:	learn: 0.1947341	total: 11.5s	remaining: 23.8s
326:	learn: 0.1941145	total: 11.6s	remaining: 23.8s
327:	learn: 0.1937025	total: 11.6s	remaining: 23.8s
328:	learn: 0.1931919	total: 11.6s	remaining: 23.7s
329:	learn: 0.1929711	total: 11.7s	remaining: 23.7s
330:	learn: 0.1924870	total: 11.7s	remaining: 23.6s
331:	learn: 0.1922813	total: 11.7s	remaining: 23.5s
332:	learn: 0.1920806	total: 11.7s	remaining: 23.4s
333:	learn: 0.1916192	total: 11.7s	remaining: 23.4s
334:	learn: 0.1911305	total: 11.8s	remaining: 23.4s
335:	learn: 0.1904100	total: 11.8s	remaining: 23.3s
336:	learn: 0.1902614	total: 11.8s	remaining: 23.3s
337:	learn: 0.1900459	total: 11.9s	remaining: 23.2s
338:	learn: 0.1898477	total: 11.9s	remaining: 23.2s
339:	learn: 0.1896400	total: 11.9s	remaining: 23.1s
340:	learn: 0.1894856	total: 11.9s	remaining: 23s
341:	learn: 0.1889505	total: 11.9s	remaining: 23s
342:	learn: 0.1887939	total: 11.9s	remaining: 22.9s
343:	learn: 0.1885900	total: 12s	remaining: 22.8s
344:	learn: 0.1879066	total: 12s	remaining: 22.8s
345:	learn: 0.1874782	total: 12s	remaining: 22.7s
346:	learn: 0.1870756	total: 12.1s	remaining: 22.7s
347:	learn: 0.1868776	total: 12.1s	remaining: 22.7s
348:	learn: 0.1866728	total: 12.2s	remaining: 22.7s
349:	learn: 0.1864697	total: 12.2s	remaining: 22.6s
350:	learn: 0.1862704	total: 12.2s	remaining: 22.6s
351:	learn: 0.1856971	total: 12.2s	remaining: 22.5s
352:	learn: 0.1850715	total: 12.3s	remaining: 22.5s
353:	learn: 0.1845303	total: 12.3s	remaining: 22.5s
354:	learn: 0.1843448	total: 12.4s	remaining: 22.4s
355:	learn: 0.1836036	total: 12.4s	remaining: 22.4s
356:	learn: 0.1834222	total: 12.4s	remaining: 22.4s
357:	learn: 0.1830014	total: 12.4s	remaining: 22.3s
358:	learn: 0.1828090	total: 12.5s	remaining: 22.3s
359:	learn: 0.1823333	total: 12.5s	remaining: 22.3s
360:	learn: 0.1815589	total: 12.6s	remaining: 22.2s
361:	learn: 0.1809644	total: 12.6s	remaining: 22.2s
362:	learn: 0.1807831	total: 12.6s	remaining: 22.1s
363:	learn: 0.1805844	total: 12.6s	remaining: 22.1s
364:	learn: 0.1804139	total: 12.7s	remaining: 22s
365:	learn: 0.1802063	total: 12.7s	remaining: 22s
366:	learn: 0.1800079	total: 12.7s	remaining: 21.9s
367:	learn: 0.1798255	total: 12.7s	remaining: 21.8s
368:	learn: 0.1794269	total: 12.7s	remaining: 21.8s
369:	learn: 0.1787888	total: 12.8s	remaining: 21.8s
370:	learn: 0.1785942	total: 12.8s	remaining: 21.7s
371:	learn: 0.1779589	total: 12.8s	remaining: 21.7s
372:	learn: 0.1776303	total: 12.9s	remaining: 21.7s
373:	learn: 0.1771110	total: 12.9s	remaining: 21.6s
374:	learn: 0.1764328	total: 12.9s	remaining: 21.6s
375:	learn: 0.1762971	total: 13s	remaining: 21.5s
376:	learn: 0.1761531	total: 13s	remaining: 21.5s
377:	learn: 0.1759904	total: 13s	remaining: 21.4s
378:	learn: 0.1754392	total: 13.1s	remaining: 21.4s
379:	learn: 0.1749337	total: 13.1s	remaining: 21.4s
380:	learn: 0.1744487	total: 13.1s	remaining: 21.3s
381:	learn: 0.1742720	total: 13.1s	remaining: 21.3s
382:	learn: 0.1738136	total: 13.2s	remaining: 21.2s
383:	learn: 0.1736695	total: 13.2s	remaining: 21.2s
384:	learn: 0.1733565	total: 13.2s	remaining: 21.1s
385:	learn: 0.1731857	total: 13.3s	remaining: 21.1s
386:	learn: 0.1726760	total: 13.3s	remaining: 21s
387:	learn: 0.1721295	total: 13.3s	remaining: 21s
388:	learn: 0.1719888	total: 13.3s	remaining: 21s
389:	learn: 0.1718501	total: 13.4s	remaining: 20.9s
390:	learn: 0.1716854	total: 13.4s	remaining: 20.8s
391:	learn: 0.1714790	total: 13.4s	remaining: 20.8s
392:	learn: 0.1712553	total: 13.4s	remaining: 20.7s
393:	learn: 0.1711009	total: 13.4s	remaining: 20.6s
394:	learn: 0.1705700	total: 13.4s	remaining: 20.6s
395:	learn: 0.1703980	total: 13.5s	remaining: 20.5s
396:	learn: 0.1697532	total: 13.5s	remaining: 20.5s
397:	learn: 0.1691800	total: 13.5s	remaining: 20.5s
398:	learn: 0.1690445	total: 13.6s	remaining: 20.4s
399:	learn: 0.1688744	total: 13.6s	remaining: 20.4s
400:	learn: 0.1685644	total: 13.6s	remaining: 20.4s
401:	learn: 0.1683878	total: 13.7s	remaining: 20.3s
402:	learn: 0.1678229	total: 13.7s	remaining: 20.3s
403:	learn: 0.1676389	total: 13.7s	remaining: 20.3s
404:	learn: 0.1674734	total: 13.8s	remaining: 20.2s
405:	learn: 0.1670514	total: 13.8s	remaining: 20.2s
406:	learn: 0.1669289	total: 13.8s	remaining: 20.1s
407:	learn: 0.1668009	total: 13.8s	remaining: 20.1s
408:	learn: 0.1663784	total: 13.9s	remaining: 20.1s
409:	learn: 0.1662124	total: 13.9s	remaining: 20s
410:	learn: 0.1656411	total: 14s	remaining: 20s
411:	learn: 0.1650378	total: 14s	remaining: 20s
412:	learn: 0.1645945	total: 14s	remaining: 19.9s
413:	learn: 0.1644667	total: 14.1s	remaining: 19.9s
414:	learn: 0.1639161	total: 14.1s	remaining: 19.9s
415:	learn: 0.1637527	total: 14.1s	remaining: 19.8s
416:	learn: 0.1635928	total: 14.1s	remaining: 19.8s
417:	learn: 0.1630864	total: 14.2s	remaining: 19.7s
418:	learn: 0.1629256	total: 14.2s	remaining: 19.7s
419:	learn: 0.1626674	total: 14.2s	remaining: 19.7s
420:	learn: 0.1620841	total: 14.3s	remaining: 19.6s
421:	learn: 0.1619326	total: 14.3s	remaining: 19.6s
422:	learn: 0.1618172	total: 14.3s	remaining: 19.5s
423:	learn: 0.1614253	total: 14.3s	remaining: 19.4s
424:	learn: 0.1612538	total: 14.3s	remaining: 19.4s
425:	learn: 0.1607404	total: 14.4s	remaining: 19.4s
426:	learn: 0.1606183	total: 14.4s	remaining: 19.3s
427:	learn: 0.1605617	total: 14.4s	remaining: 19.2s
428:	learn: 0.1604373	total: 14.4s	remaining: 19.2s
429:	learn: 0.1602777	total: 14.4s	remaining: 19.2s
430:	learn: 0.1599211	total: 14.5s	remaining: 19.1s
431:	learn: 0.1597342	total: 14.5s	remaining: 19.1s
432:	learn: 0.1593378	total: 14.5s	remaining: 19s
433:	learn: 0.1590989	total: 14.6s	remaining: 19s
434:	learn: 0.1588737	total: 14.6s	remaining: 19s
435:	learn: 0.1587344	total: 14.7s	remaining: 19s
436:	learn: 0.1582161	total: 14.7s	remaining: 18.9s
437:	learn: 0.1578674	total: 14.7s	remaining: 18.9s
438:	learn: 0.1577530	total: 14.8s	remaining: 18.9s
439:	learn: 0.1574914	total: 14.8s	remaining: 18.8s
440:	learn: 0.1573412	total: 14.8s	remaining: 18.8s
441:	learn: 0.1571764	total: 14.8s	remaining: 18.7s
442:	learn: 0.1570672	total: 14.9s	remaining: 18.7s
443:	learn: 0.1568507	total: 14.9s	remaining: 18.6s
444:	learn: 0.1567109	total: 14.9s	remaining: 18.6s
445:	learn: 0.1562445	total: 14.9s	remaining: 18.5s
446:	learn: 0.1558156	total: 15s	remaining: 18.5s
447:	learn: 0.1553717	total: 15s	remaining: 18.5s
448:	learn: 0.1552761	total: 15s	remaining: 18.4s
449:	learn: 0.1548121	total: 15.1s	remaining: 18.4s
450:	learn: 0.1543003	total: 15.1s	remaining: 18.4s
451:	learn: 0.1541687	total: 15.1s	remaining: 18.3s
452:	learn: 0.1540150	total: 15.1s	remaining: 18.3s
453:	learn: 0.1538784	total: 15.1s	remaining: 18.2s
454:	learn: 0.1534354	total: 15.2s	remaining: 18.2s
455:	learn: 0.1531834	total: 15.2s	remaining: 18.2s
456:	learn: 0.1527189	total: 15.3s	remaining: 18.1s
457:	learn: 0.1523851	total: 15.3s	remaining: 18.1s
458:	learn: 0.1522798	total: 15.3s	remaining: 18.1s
459:	learn: 0.1518265	total: 15.4s	remaining: 18s
460:	learn: 0.1517263	total: 15.4s	remaining: 18s
461:	learn: 0.1515304	total: 15.4s	remaining: 17.9s
462:	learn: 0.1512224	total: 15.4s	remaining: 17.9s
463:	learn: 0.1511157	total: 15.5s	remaining: 17.9s
464:	learn: 0.1510190	total: 15.5s	remaining: 17.8s
465:	learn: 0.1508839	total: 15.5s	remaining: 17.8s
466:	learn: 0.1507497	total: 15.6s	remaining: 17.8s
467:	learn: 0.1502568	total: 15.6s	remaining: 17.7s
468:	learn: 0.1498664	total: 15.6s	remaining: 17.7s
469:	learn: 0.1497676	total: 15.6s	remaining: 17.6s
470:	learn: 0.1495626	total: 15.7s	remaining: 17.6s
471:	learn: 0.1494648	total: 15.7s	remaining: 17.6s
472:	learn: 0.1493483	total: 15.7s	remaining: 17.5s
473:	learn: 0.1492169	total: 15.7s	remaining: 17.5s
474:	learn: 0.1486612	total: 15.8s	remaining: 17.4s
475:	learn: 0.1485785	total: 15.8s	remaining: 17.4s
476:	learn: 0.1484463	total: 15.8s	remaining: 17.3s
477:	learn: 0.1482019	total: 15.8s	remaining: 17.3s
478:	learn: 0.1477271	total: 15.9s	remaining: 17.2s
479:	learn: 0.1476304	total: 15.9s	remaining: 17.2s
480:	learn: 0.1473806	total: 15.9s	remaining: 17.2s
481:	learn: 0.1472868	total: 15.9s	remaining: 17.1s
482:	learn: 0.1471945	total: 16s	remaining: 17.1s
483:	learn: 0.1468955	total: 16s	remaining: 17s
484:	learn: 0.1466084	total: 16s	remaining: 17s
485:	learn: 0.1464964	total: 16s	remaining: 16.9s
486:	learn: 0.1463732	total: 16s	remaining: 16.9s
487:	learn: 0.1459775	total: 16.1s	remaining: 16.8s
488:	learn: 0.1458831	total: 16.1s	remaining: 16.8s
489:	learn: 0.1457605	total: 16.1s	remaining: 16.7s
490:	learn: 0.1456339	total: 16.1s	remaining: 16.7s
491:	learn: 0.1452193	total: 16.1s	remaining: 16.7s
492:	learn: 0.1447971	total: 16.2s	remaining: 16.6s
493:	learn: 0.1446478	total: 16.2s	remaining: 16.6s
494:	learn: 0.1441345	total: 16.2s	remaining: 16.6s
495:	learn: 0.1440123	total: 16.3s	remaining: 16.5s
496:	learn: 0.1438922	total: 16.3s	remaining: 16.5s
497:	learn: 0.1437926	total: 16.3s	remaining: 16.4s
498:	learn: 0.1436638	total: 16.3s	remaining: 16.4s
499:	learn: 0.1435593	total: 16.3s	remaining: 16.3s
500:	learn: 0.1433947	total: 16.3s	remaining: 16.3s
501:	learn: 0.1430297	total: 16.4s	remaining: 16.2s
502:	learn: 0.1427477	total: 16.4s	remaining: 16.2s
503:	learn: 0.1422238	total: 16.4s	remaining: 16.2s
504:	learn: 0.1421362	total: 16.4s	remaining: 16.1s
505:	learn: 0.1420338	total: 16.4s	remaining: 16.1s
506:	learn: 0.1419030	total: 16.5s	remaining: 16s
507:	learn: 0.1418182	total: 16.5s	remaining: 16s
508:	learn: 0.1414831	total: 16.5s	remaining: 15.9s
509:	learn: 0.1411499	total: 16.5s	remaining: 15.9s
510:	learn: 0.1407566	total: 16.6s	remaining: 15.9s
511:	learn: 0.1404086	total: 16.6s	remaining: 15.8s
512:	learn: 0.1403191	total: 16.6s	remaining: 15.8s
513:	learn: 0.1400089	total: 16.7s	remaining: 15.8s
514:	learn: 0.1395905	total: 16.7s	remaining: 15.7s
515:	learn: 0.1391676	total: 16.7s	remaining: 15.7s
516:	learn: 0.1390528	total: 16.7s	remaining: 15.6s
517:	learn: 0.1389552	total: 16.7s	remaining: 15.6s
518:	learn: 0.1388710	total: 16.8s	remaining: 15.6s
519:	learn: 0.1387714	total: 16.8s	remaining: 15.5s
520:	learn: 0.1386913	total: 16.8s	remaining: 15.5s
521:	learn: 0.1386072	total: 16.9s	remaining: 15.5s
522:	learn: 0.1385082	total: 16.9s	remaining: 15.4s
523:	learn: 0.1384028	total: 16.9s	remaining: 15.3s
524:	learn: 0.1379857	total: 16.9s	remaining: 15.3s
525:	learn: 0.1379152	total: 16.9s	remaining: 15.3s
526:	learn: 0.1375461	total: 17s	remaining: 15.2s
527:	learn: 0.1374423	total: 17s	remaining: 15.2s
528:	learn: 0.1372185	total: 17s	remaining: 15.1s
529:	learn: 0.1371232	total: 17s	remaining: 15.1s
530:	learn: 0.1370149	total: 17s	remaining: 15s
531:	learn: 0.1366154	total: 17s	remaining: 15s
532:	learn: 0.1365346	total: 17.1s	remaining: 15s
533:	learn: 0.1360939	total: 17.1s	remaining: 14.9s
534:	learn: 0.1358370	total: 17.1s	remaining: 14.9s
535:	learn: 0.1357682	total: 17.1s	remaining: 14.8s
536:	learn: 0.1356627	total: 17.2s	remaining: 14.8s
537:	learn: 0.1355977	total: 17.2s	remaining: 14.8s
538:	learn: 0.1355058	total: 17.2s	remaining: 14.7s
539:	learn: 0.1354147	total: 17.2s	remaining: 14.6s
540:	learn: 0.1353182	total: 17.2s	remaining: 14.6s
541:	learn: 0.1352221	total: 17.2s	remaining: 14.5s
542:	learn: 0.1351424	total: 17.2s	remaining: 14.5s
543:	learn: 0.1350652	total: 17.3s	remaining: 14.5s
544:	learn: 0.1349744	total: 17.3s	remaining: 14.4s
545:	learn: 0.1348835	total: 17.3s	remaining: 14.4s
546:	learn: 0.1344444	total: 17.3s	remaining: 14.3s
547:	learn: 0.1343563	total: 17.4s	remaining: 14.3s
548:	learn: 0.1341557	total: 17.4s	remaining: 14.3s
549:	learn: 0.1340297	total: 17.4s	remaining: 14.3s
550:	learn: 0.1339072	total: 17.5s	remaining: 14.2s
551:	learn: 0.1338220	total: 17.5s	remaining: 14.2s
552:	learn: 0.1337348	total: 17.5s	remaining: 14.1s
553:	learn: 0.1336496	total: 17.5s	remaining: 14.1s
554:	learn: 0.1332522	total: 17.5s	remaining: 14s
555:	learn: 0.1331567	total: 17.6s	remaining: 14s
556:	learn: 0.1327335	total: 17.6s	remaining: 14s
557:	learn: 0.1323378	total: 17.6s	remaining: 14s
558:	learn: 0.1319409	total: 17.7s	remaining: 13.9s
559:	learn: 0.1316923	total: 17.7s	remaining: 13.9s
560:	learn: 0.1312856	total: 17.7s	remaining: 13.9s
561:	learn: 0.1312041	total: 17.7s	remaining: 13.8s
562:	learn: 0.1308189	total: 17.8s	remaining: 13.8s
563:	learn: 0.1304278	total: 17.8s	remaining: 13.8s
564:	learn: 0.1303496	total: 17.8s	remaining: 13.7s
565:	learn: 0.1299843	total: 17.8s	remaining: 13.7s
566:	learn: 0.1299238	total: 17.8s	remaining: 13.6s
567:	learn: 0.1298616	total: 17.8s	remaining: 13.6s
568:	learn: 0.1294378	total: 17.9s	remaining: 13.5s
569:	learn: 0.1292085	total: 17.9s	remaining: 13.5s
570:	learn: 0.1289064	total: 17.9s	remaining: 13.5s
571:	learn: 0.1288286	total: 17.9s	remaining: 13.4s
572:	learn: 0.1287387	total: 18s	remaining: 13.4s
573:	learn: 0.1286741	total: 18s	remaining: 13.4s
574:	learn: 0.1283818	total: 18s	remaining: 13.3s
575:	learn: 0.1282996	total: 18s	remaining: 13.3s
576:	learn: 0.1279039	total: 18.1s	remaining: 13.3s
577:	learn: 0.1277160	total: 18.1s	remaining: 13.2s
578:	learn: 0.1274984	total: 18.1s	remaining: 13.2s
579:	learn: 0.1271247	total: 18.2s	remaining: 13.2s
580:	learn: 0.1269456	total: 18.2s	remaining: 13.1s
581:	learn: 0.1267043	total: 18.2s	remaining: 13.1s
582:	learn: 0.1264835	total: 18.3s	remaining: 13.1s
583:	learn: 0.1262580	total: 18.3s	remaining: 13s
584:	learn: 0.1261702	total: 18.3s	remaining: 13s
585:	learn: 0.1258063	total: 18.4s	remaining: 13s
586:	learn: 0.1255461	total: 18.4s	remaining: 12.9s
587:	learn: 0.1253802	total: 18.4s	remaining: 12.9s
588:	learn: 0.1253181	total: 18.4s	remaining: 12.9s
589:	learn: 0.1252400	total: 18.4s	remaining: 12.8s
590:	learn: 0.1248515	total: 18.5s	remaining: 12.8s
591:	learn: 0.1245616	total: 18.5s	remaining: 12.8s
592:	learn: 0.1244870	total: 18.5s	remaining: 12.7s
593:	learn: 0.1241555	total: 18.5s	remaining: 12.7s
594:	learn: 0.1240919	total: 18.6s	remaining: 12.6s
595:	learn: 0.1240090	total: 18.6s	remaining: 12.6s
596:	learn: 0.1238031	total: 18.6s	remaining: 12.6s
597:	learn: 0.1237325	total: 18.6s	remaining: 12.5s
598:	learn: 0.1233331	total: 18.7s	remaining: 12.5s
599:	learn: 0.1230283	total: 18.7s	remaining: 12.5s
600:	learn: 0.1226563	total: 18.7s	remaining: 12.4s
601:	learn: 0.1225669	total: 18.8s	remaining: 12.4s
602:	learn: 0.1225108	total: 18.8s	remaining: 12.4s
603:	learn: 0.1224398	total: 18.8s	remaining: 12.3s
604:	learn: 0.1223801	total: 18.8s	remaining: 12.3s
605:	learn: 0.1219902	total: 18.8s	remaining: 12.2s
606:	learn: 0.1215895	total: 18.9s	remaining: 12.2s
607:	learn: 0.1213310	total: 18.9s	remaining: 12.2s
608:	learn: 0.1209547	total: 18.9s	remaining: 12.2s
609:	learn: 0.1207354	total: 19s	remaining: 12.1s
610:	learn: 0.1206593	total: 19s	remaining: 12.1s
611:	learn: 0.1204622	total: 19s	remaining: 12.1s
612:	learn: 0.1203867	total: 19s	remaining: 12s
613:	learn: 0.1201947	total: 19s	remaining: 12s
614:	learn: 0.1201209	total: 19.1s	remaining: 11.9s
615:	learn: 0.1198208	total: 19.1s	remaining: 11.9s
616:	learn: 0.1197490	total: 19.1s	remaining: 11.9s
617:	learn: 0.1196949	total: 19.1s	remaining: 11.8s
618:	learn: 0.1193429	total: 19.2s	remaining: 11.8s
619:	learn: 0.1190170	total: 19.2s	remaining: 11.8s
620:	learn: 0.1186435	total: 19.2s	remaining: 11.7s
621:	learn: 0.1183418	total: 19.3s	remaining: 11.7s
622:	learn: 0.1182893	total: 19.3s	remaining: 11.7s
623:	learn: 0.1179717	total: 19.3s	remaining: 11.7s
624:	learn: 0.1179238	total: 19.4s	remaining: 11.6s
625:	learn: 0.1178494	total: 19.4s	remaining: 11.6s
626:	learn: 0.1175853	total: 19.4s	remaining: 11.6s
627:	learn: 0.1172185	total: 19.4s	remaining: 11.5s
628:	learn: 0.1169366	total: 19.5s	remaining: 11.5s
629:	learn: 0.1166321	total: 19.5s	remaining: 11.5s
630:	learn: 0.1165565	total: 19.5s	remaining: 11.4s
631:	learn: 0.1164545	total: 19.6s	remaining: 11.4s
632:	learn: 0.1161721	total: 19.6s	remaining: 11.4s
633:	learn: 0.1161292	total: 19.6s	remaining: 11.3s
634:	learn: 0.1160778	total: 19.6s	remaining: 11.3s
635:	learn: 0.1160275	total: 19.6s	remaining: 11.2s
636:	learn: 0.1159800	total: 19.7s	remaining: 11.2s
637:	learn: 0.1159109	total: 19.7s	remaining: 11.2s
638:	learn: 0.1158616	total: 19.7s	remaining: 11.2s
639:	learn: 0.1156605	total: 19.8s	remaining: 11.1s
640:	learn: 0.1156105	total: 19.8s	remaining: 11.1s
641:	learn: 0.1155648	total: 19.8s	remaining: 11.1s
642:	learn: 0.1152437	total: 19.9s	remaining: 11s
643:	learn: 0.1151940	total: 19.9s	remaining: 11s
644:	learn: 0.1148000	total: 19.9s	remaining: 11s
645:	learn: 0.1144569	total: 20s	remaining: 10.9s
646:	learn: 0.1141567	total: 20s	remaining: 10.9s
647:	learn: 0.1138780	total: 20s	remaining: 10.9s
648:	learn: 0.1138193	total: 20s	remaining: 10.8s
649:	learn: 0.1136538	total: 20s	remaining: 10.8s
650:	learn: 0.1134305	total: 20s	remaining: 10.7s
651:	learn: 0.1131915	total: 20.1s	remaining: 10.7s
652:	learn: 0.1127791	total: 20.1s	remaining: 10.7s
653:	learn: 0.1127358	total: 20.1s	remaining: 10.7s
654:	learn: 0.1124032	total: 20.2s	remaining: 10.6s
655:	learn: 0.1120589	total: 20.2s	remaining: 10.6s
656:	learn: 0.1118635	total: 20.2s	remaining: 10.6s
657:	learn: 0.1118128	total: 20.3s	remaining: 10.5s
658:	learn: 0.1117449	total: 20.3s	remaining: 10.5s
659:	learn: 0.1114521	total: 20.3s	remaining: 10.5s
660:	learn: 0.1114074	total: 20.4s	remaining: 10.4s
661:	learn: 0.1112179	total: 20.4s	remaining: 10.4s
662:	learn: 0.1109747	total: 20.4s	remaining: 10.4s
663:	learn: 0.1109292	total: 20.4s	remaining: 10.3s
664:	learn: 0.1108837	total: 20.5s	remaining: 10.3s
665:	learn: 0.1108362	total: 20.5s	remaining: 10.3s
666:	learn: 0.1106892	total: 20.5s	remaining: 10.3s
667:	learn: 0.1106424	total: 20.6s	remaining: 10.2s
668:	learn: 0.1105916	total: 20.6s	remaining: 10.2s
669:	learn: 0.1104133	total: 20.6s	remaining: 10.2s
670:	learn: 0.1101994	total: 20.7s	remaining: 10.1s
671:	learn: 0.1101453	total: 20.7s	remaining: 10.1s
672:	learn: 0.1097681	total: 20.7s	remaining: 10.1s
673:	learn: 0.1097232	total: 20.7s	remaining: 10s
674:	learn: 0.1096762	total: 20.8s	remaining: 10s
675:	learn: 0.1093346	total: 20.8s	remaining: 9.98s
676:	learn: 0.1092901	total: 20.8s	remaining: 9.95s
677:	learn: 0.1090007	total: 20.9s	remaining: 9.92s
678:	learn: 0.1089566	total: 20.9s	remaining: 9.89s
679:	learn: 0.1087911	total: 20.9s	remaining: 9.86s
680:	learn: 0.1086176	total: 21s	remaining: 9.83s
681:	learn: 0.1084320	total: 21s	remaining: 9.8s
682:	learn: 0.1081892	total: 21.1s	remaining: 9.77s
683:	learn: 0.1079649	total: 21.1s	remaining: 9.74s
684:	learn: 0.1076372	total: 21.1s	remaining: 9.71s
685:	learn: 0.1075937	total: 21.2s	remaining: 9.68s
686:	learn: 0.1072978	total: 21.2s	remaining: 9.65s
687:	learn: 0.1069825	total: 21.2s	remaining: 9.62s
688:	learn: 0.1069180	total: 21.3s	remaining: 9.59s
689:	learn: 0.1068679	total: 21.3s	remaining: 9.55s
690:	learn: 0.1068258	total: 21.3s	remaining: 9.53s
691:	learn: 0.1067818	total: 21.3s	remaining: 9.5s
692:	learn: 0.1064297	total: 21.4s	remaining: 9.47s
693:	learn: 0.1063872	total: 21.4s	remaining: 9.44s
694:	learn: 0.1062130	total: 21.4s	remaining: 9.41s
695:	learn: 0.1060741	total: 21.5s	remaining: 9.38s
696:	learn: 0.1057402	total: 21.5s	remaining: 9.35s
697:	learn: 0.1057013	total: 21.5s	remaining: 9.32s
698:	learn: 0.1055258	total: 21.6s	remaining: 9.29s
699:	learn: 0.1054916	total: 21.6s	remaining: 9.25s
700:	learn: 0.1053090	total: 21.6s	remaining: 9.22s
701:	learn: 0.1052528	total: 21.6s	remaining: 9.18s
702:	learn: 0.1049608	total: 21.6s	remaining: 9.14s
703:	learn: 0.1046585	total: 21.7s	remaining: 9.12s
704:	learn: 0.1044795	total: 21.7s	remaining: 9.08s
705:	learn: 0.1043271	total: 21.7s	remaining: 9.05s
706:	learn: 0.1041902	total: 21.8s	remaining: 9.02s
707:	learn: 0.1039118	total: 21.8s	remaining: 8.98s
708:	learn: 0.1037453	total: 21.8s	remaining: 8.96s
709:	learn: 0.1037017	total: 21.9s	remaining: 8.93s
710:	learn: 0.1034006	total: 21.9s	remaining: 8.89s
711:	learn: 0.1033625	total: 21.9s	remaining: 8.87s
712:	learn: 0.1030535	total: 22s	remaining: 8.84s
713:	learn: 0.1027343	total: 22s	remaining: 8.81s
714:	learn: 0.1025639	total: 22s	remaining: 8.77s
715:	learn: 0.1024072	total: 22s	remaining: 8.74s
716:	learn: 0.1022751	total: 22.1s	remaining: 8.71s
717:	learn: 0.1020976	total: 22.1s	remaining: 8.69s
718:	learn: 0.1018379	total: 22.1s	remaining: 8.66s
719:	learn: 0.1018014	total: 22.2s	remaining: 8.62s
720:	learn: 0.1017448	total: 22.2s	remaining: 8.58s
721:	learn: 0.1014837	total: 22.2s	remaining: 8.55s
722:	learn: 0.1013028	total: 22.2s	remaining: 8.52s
723:	learn: 0.1009811	total: 22.3s	remaining: 8.49s
724:	learn: 0.1009420	total: 22.3s	remaining: 8.46s
725:	learn: 0.1006861	total: 22.3s	remaining: 8.43s
726:	learn: 0.1006507	total: 22.4s	remaining: 8.4s
727:	learn: 0.1004165	total: 22.4s	remaining: 8.38s
728:	learn: 0.1003704	total: 22.5s	remaining: 8.35s
729:	learn: 0.1003267	total: 22.5s	remaining: 8.32s
730:	learn: 0.1002823	total: 22.5s	remaining: 8.29s
731:	learn: 0.1000403	total: 22.6s	remaining: 8.27s
732:	learn: 0.0999700	total: 22.6s	remaining: 8.24s
733:	learn: 0.0996587	total: 22.7s	remaining: 8.22s
734:	learn: 0.0995040	total: 22.7s	remaining: 8.19s
735:	learn: 0.0993754	total: 22.8s	remaining: 8.16s
736:	learn: 0.0990649	total: 22.8s	remaining: 8.13s
737:	learn: 0.0990264	total: 22.8s	remaining: 8.11s
738:	learn: 0.0988674	total: 22.9s	remaining: 8.08s
739:	learn: 0.0988194	total: 22.9s	remaining: 8.04s
740:	learn: 0.0985645	total: 22.9s	remaining: 8.01s
741:	learn: 0.0982741	total: 23s	remaining: 7.98s
742:	learn: 0.0980803	total: 23s	remaining: 7.95s
743:	learn: 0.0980421	total: 23s	remaining: 7.92s
744:	learn: 0.0978453	total: 23.1s	remaining: 7.89s
745:	learn: 0.0978236	total: 23.1s	remaining: 7.85s
746:	learn: 0.0977881	total: 23.1s	remaining: 7.81s
747:	learn: 0.0975667	total: 23.1s	remaining: 7.78s
748:	learn: 0.0972812	total: 23.1s	remaining: 7.75s
749:	learn: 0.0969865	total: 23.2s	remaining: 7.72s
750:	learn: 0.0967952	total: 23.2s	remaining: 7.7s
751:	learn: 0.0967409	total: 23.3s	remaining: 7.68s
752:	learn: 0.0965003	total: 23.3s	remaining: 7.66s
753:	learn: 0.0964646	total: 23.4s	remaining: 7.63s
754:	learn: 0.0961449	total: 23.4s	remaining: 7.6s
755:	learn: 0.0958857	total: 23.5s	remaining: 7.57s
756:	learn: 0.0958487	total: 23.5s	remaining: 7.54s
757:	learn: 0.0956617	total: 23.5s	remaining: 7.51s
758:	learn: 0.0955032	total: 23.6s	remaining: 7.48s
759:	learn: 0.0953421	total: 23.6s	remaining: 7.45s
760:	learn: 0.0950671	total: 23.6s	remaining: 7.42s
761:	learn: 0.0949025	total: 23.7s	remaining: 7.39s
762:	learn: 0.0946473	total: 23.7s	remaining: 7.36s
763:	learn: 0.0946130	total: 23.7s	remaining: 7.33s
764:	learn: 0.0943567	total: 23.8s	remaining: 7.3s
765:	learn: 0.0942494	total: 23.8s	remaining: 7.27s
766:	learn: 0.0940438	total: 23.8s	remaining: 7.24s
767:	learn: 0.0938651	total: 23.9s	remaining: 7.21s
768:	learn: 0.0936689	total: 24s	remaining: 7.2s
769:	learn: 0.0934451	total: 24s	remaining: 7.17s
770:	learn: 0.0933168	total: 24.1s	remaining: 7.15s
771:	learn: 0.0930123	total: 24.1s	remaining: 7.12s
772:	learn: 0.0927706	total: 24.2s	remaining: 7.09s
773:	learn: 0.0925686	total: 24.2s	remaining: 7.07s
774:	learn: 0.0925320	total: 24.3s	remaining: 7.04s
775:	learn: 0.0923487	total: 24.3s	remaining: 7.02s
776:	learn: 0.0921214	total: 24.4s	remaining: 7.01s
777:	learn: 0.0918055	total: 24.5s	remaining: 6.99s
778:	learn: 0.0915272	total: 24.6s	remaining: 6.97s
779:	learn: 0.0913561	total: 24.6s	remaining: 6.95s
780:	learn: 0.0913268	total: 24.7s	remaining: 6.92s
781:	learn: 0.0911214	total: 24.8s	remaining: 6.9s
782:	learn: 0.0910904	total: 24.8s	remaining: 6.87s
783:	learn: 0.0909337	total: 24.9s	remaining: 6.85s
784:	learn: 0.0908115	total: 24.9s	remaining: 6.82s
785:	learn: 0.0907146	total: 24.9s	remaining: 6.79s
786:	learn: 0.0906885	total: 25s	remaining: 6.76s
787:	learn: 0.0904917	total: 25s	remaining: 6.73s
788:	learn: 0.0903324	total: 25.1s	remaining: 6.71s
789:	learn: 0.0902801	total: 25.1s	remaining: 6.68s
790:	learn: 0.0901107	total: 25.2s	remaining: 6.65s
791:	learn: 0.0897713	total: 25.2s	remaining: 6.61s
792:	learn: 0.0894948	total: 25.2s	remaining: 6.59s
793:	learn: 0.0894621	total: 25.3s	remaining: 6.56s
794:	learn: 0.0892934	total: 25.3s	remaining: 6.53s
795:	learn: 0.0892615	total: 25.4s	remaining: 6.5s
796:	learn: 0.0891438	total: 25.4s	remaining: 6.47s
797:	learn: 0.0888726	total: 25.5s	remaining: 6.45s
798:	learn: 0.0887671	total: 25.5s	remaining: 6.41s
799:	learn: 0.0884610	total: 25.5s	remaining: 6.38s
800:	learn: 0.0884007	total: 25.6s	remaining: 6.35s
801:	learn: 0.0883340	total: 25.6s	remaining: 6.32s
802:	learn: 0.0881057	total: 25.7s	remaining: 6.29s
803:	learn: 0.0879711	total: 25.7s	remaining: 6.27s
804:	learn: 0.0879169	total: 25.8s	remaining: 6.24s
805:	learn: 0.0876916	total: 25.8s	remaining: 6.21s
806:	learn: 0.0875089	total: 25.9s	remaining: 6.18s
807:	learn: 0.0873379	total: 25.9s	remaining: 6.15s
808:	learn: 0.0871259	total: 25.9s	remaining: 6.12s
809:	learn: 0.0870897	total: 26s	remaining: 6.09s
810:	learn: 0.0870622	total: 26s	remaining: 6.06s
811:	learn: 0.0869346	total: 26.1s	remaining: 6.03s
812:	learn: 0.0867965	total: 26.1s	remaining: 6s
813:	learn: 0.0865925	total: 26.1s	remaining: 5.97s
814:	learn: 0.0865636	total: 26.2s	remaining: 5.94s
815:	learn: 0.0865340	total: 26.2s	remaining: 5.91s
816:	learn: 0.0864582	total: 26.3s	remaining: 5.88s
817:	learn: 0.0863570	total: 26.3s	remaining: 5.86s
818:	learn: 0.0861015	total: 26.4s	remaining: 5.83s
819:	learn: 0.0859783	total: 26.4s	remaining: 5.8s
820:	learn: 0.0857954	total: 26.5s	remaining: 5.77s
821:	learn: 0.0856630	total: 26.5s	remaining: 5.75s
822:	learn: 0.0855285	total: 26.6s	remaining: 5.72s
823:	learn: 0.0853402	total: 26.7s	remaining: 5.69s
824:	learn: 0.0852331	total: 26.7s	remaining: 5.66s
825:	learn: 0.0850664	total: 26.7s	remaining: 5.63s
826:	learn: 0.0850396	total: 26.8s	remaining: 5.6s
827:	learn: 0.0850065	total: 26.8s	remaining: 5.58s
828:	learn: 0.0849817	total: 26.9s	remaining: 5.55s
829:	learn: 0.0849317	total: 26.9s	remaining: 5.52s
830:	learn: 0.0848684	total: 27s	remaining: 5.49s
831:	learn: 0.0847628	total: 27s	remaining: 5.46s
832:	learn: 0.0844531	total: 27.1s	remaining: 5.43s
833:	learn: 0.0844257	total: 27.1s	remaining: 5.4s
834:	learn: 0.0843980	total: 27.2s	remaining: 5.37s
835:	learn: 0.0843674	total: 27.2s	remaining: 5.34s
836:	learn: 0.0841561	total: 27.3s	remaining: 5.31s
837:	learn: 0.0841265	total: 27.3s	remaining: 5.27s
838:	learn: 0.0838458	total: 27.3s	remaining: 5.24s
839:	learn: 0.0838171	total: 27.4s	remaining: 5.21s
840:	learn: 0.0837908	total: 27.4s	remaining: 5.18s
841:	learn: 0.0837606	total: 27.4s	remaining: 5.15s
842:	learn: 0.0837326	total: 27.4s	remaining: 5.11s
843:	learn: 0.0834888	total: 27.5s	remaining: 5.08s
844:	learn: 0.0833457	total: 27.5s	remaining: 5.05s
845:	learn: 0.0831930	total: 27.6s	remaining: 5.02s
846:	learn: 0.0831418	total: 27.6s	remaining: 4.99s
847:	learn: 0.0829466	total: 27.7s	remaining: 4.96s
848:	learn: 0.0829293	total: 27.7s	remaining: 4.93s
849:	learn: 0.0828933	total: 27.7s	remaining: 4.89s
850:	learn: 0.0826303	total: 27.8s	remaining: 4.86s
851:	learn: 0.0824762	total: 27.8s	remaining: 4.83s
852:	learn: 0.0822726	total: 27.8s	remaining: 4.8s
853:	learn: 0.0820051	total: 27.9s	remaining: 4.76s
854:	learn: 0.0818628	total: 27.9s	remaining: 4.73s
855:	learn: 0.0816386	total: 28s	remaining: 4.7s
856:	learn: 0.0814311	total: 28s	remaining: 4.67s
857:	learn: 0.0814068	total: 28.1s	remaining: 4.64s
858:	learn: 0.0811884	total: 28.1s	remaining: 4.61s
859:	learn: 0.0809186	total: 28.1s	remaining: 4.58s
860:	learn: 0.0806897	total: 28.2s	remaining: 4.55s
861:	learn: 0.0804261	total: 28.2s	remaining: 4.52s
862:	learn: 0.0803752	total: 28.3s	remaining: 4.49s
863:	learn: 0.0803447	total: 28.3s	remaining: 4.45s
864:	learn: 0.0801095	total: 28.3s	remaining: 4.42s
865:	learn: 0.0800084	total: 28.3s	remaining: 4.38s
866:	learn: 0.0799129	total: 28.4s	remaining: 4.36s
867:	learn: 0.0797995	total: 28.4s	remaining: 4.33s
868:	learn: 0.0795593	total: 28.5s	remaining: 4.3s
869:	learn: 0.0793227	total: 28.6s	remaining: 4.27s
870:	learn: 0.0791690	total: 28.6s	remaining: 4.24s
871:	learn: 0.0790169	total: 28.6s	remaining: 4.2s
872:	learn: 0.0787778	total: 28.7s	remaining: 4.17s
873:	learn: 0.0785018	total: 28.7s	remaining: 4.14s
874:	learn: 0.0782792	total: 28.8s	remaining: 4.11s
875:	learn: 0.0782217	total: 28.8s	remaining: 4.08s
876:	learn: 0.0780246	total: 28.8s	remaining: 4.04s
877:	learn: 0.0779629	total: 28.9s	remaining: 4.01s
878:	learn: 0.0776771	total: 28.9s	remaining: 3.98s
879:	learn: 0.0774763	total: 28.9s	remaining: 3.94s
880:	learn: 0.0774551	total: 29s	remaining: 3.91s
881:	learn: 0.0772274	total: 29s	remaining: 3.88s
882:	learn: 0.0770529	total: 29.1s	remaining: 3.85s
883:	learn: 0.0769243	total: 29.1s	remaining: 3.82s
884:	learn: 0.0767812	total: 29.1s	remaining: 3.79s
885:	learn: 0.0766654	total: 29.2s	remaining: 3.75s
886:	learn: 0.0766438	total: 29.2s	remaining: 3.72s
887:	learn: 0.0765328	total: 29.3s	remaining: 3.69s
888:	learn: 0.0763097	total: 29.3s	remaining: 3.66s
889:	learn: 0.0760622	total: 29.3s	remaining: 3.63s
890:	learn: 0.0759801	total: 29.4s	remaining: 3.59s
891:	learn: 0.0759383	total: 29.4s	remaining: 3.56s
892:	learn: 0.0757543	total: 29.4s	remaining: 3.52s
893:	learn: 0.0757314	total: 29.5s	remaining: 3.49s
894:	learn: 0.0755428	total: 29.5s	remaining: 3.46s
895:	learn: 0.0753291	total: 29.5s	remaining: 3.43s
896:	learn: 0.0751282	total: 29.6s	remaining: 3.4s
897:	learn: 0.0749896	total: 29.6s	remaining: 3.37s
898:	learn: 0.0749078	total: 29.7s	remaining: 3.34s
899:	learn: 0.0747424	total: 29.7s	remaining: 3.31s
900:	learn: 0.0746003	total: 29.8s	remaining: 3.27s
901:	learn: 0.0743870	total: 29.8s	remaining: 3.24s
902:	learn: 0.0742192	total: 29.9s	remaining: 3.21s
903:	learn: 0.0741951	total: 29.9s	remaining: 3.18s
904:	learn: 0.0741726	total: 29.9s	remaining: 3.14s
905:	learn: 0.0739767	total: 30s	remaining: 3.11s
906:	learn: 0.0737590	total: 30s	remaining: 3.08s
907:	learn: 0.0737438	total: 30s	remaining: 3.04s
908:	learn: 0.0736439	total: 30.1s	remaining: 3.01s
909:	learn: 0.0734493	total: 30.1s	remaining: 2.98s
910:	learn: 0.0733510	total: 30.2s	remaining: 2.95s
911:	learn: 0.0733267	total: 30.2s	remaining: 2.92s
912:	learn: 0.0730990	total: 30.3s	remaining: 2.88s
913:	learn: 0.0729940	total: 30.3s	remaining: 2.85s
914:	learn: 0.0729553	total: 30.3s	remaining: 2.82s
915:	learn: 0.0729131	total: 30.4s	remaining: 2.78s
916:	learn: 0.0727024	total: 30.4s	remaining: 2.75s
917:	learn: 0.0726814	total: 30.4s	remaining: 2.71s
918:	learn: 0.0726592	total: 30.4s	remaining: 2.68s
919:	learn: 0.0724617	total: 30.5s	remaining: 2.65s
920:	learn: 0.0723061	total: 30.5s	remaining: 2.62s
921:	learn: 0.0721748	total: 30.6s	remaining: 2.59s
922:	learn: 0.0720782	total: 30.7s	remaining: 2.56s
923:	learn: 0.0720555	total: 30.7s	remaining: 2.53s
924:	learn: 0.0719125	total: 30.7s	remaining: 2.49s
925:	learn: 0.0718305	total: 30.8s	remaining: 2.46s
926:	learn: 0.0716909	total: 30.8s	remaining: 2.43s
927:	learn: 0.0716294	total: 30.9s	remaining: 2.4s
928:	learn: 0.0716107	total: 30.9s	remaining: 2.36s
929:	learn: 0.0714324	total: 31s	remaining: 2.33s
930:	learn: 0.0711985	total: 31s	remaining: 2.3s
931:	learn: 0.0711692	total: 31s	remaining: 2.26s
932:	learn: 0.0710628	total: 31.1s	remaining: 2.23s
933:	learn: 0.0710180	total: 31.1s	remaining: 2.2s
934:	learn: 0.0708332	total: 31.1s	remaining: 2.16s
935:	learn: 0.0707873	total: 31.2s	remaining: 2.13s
936:	learn: 0.0707680	total: 31.2s	remaining: 2.1s
937:	learn: 0.0706252	total: 31.3s	remaining: 2.07s
938:	learn: 0.0706068	total: 31.4s	remaining: 2.04s
939:	learn: 0.0704741	total: 31.4s	remaining: 2s
940:	learn: 0.0704559	total: 31.4s	remaining: 1.97s
941:	learn: 0.0702494	total: 31.5s	remaining: 1.94s
942:	learn: 0.0702325	total: 31.5s	remaining: 1.9s
943:	learn: 0.0700853	total: 31.5s	remaining: 1.87s
944:	learn: 0.0699016	total: 31.6s	remaining: 1.84s
945:	learn: 0.0697887	total: 31.6s	remaining: 1.81s
946:	learn: 0.0696612	total: 31.7s	remaining: 1.77s
947:	learn: 0.0693998	total: 31.7s	remaining: 1.74s
948:	learn: 0.0692188	total: 31.8s	remaining: 1.71s
949:	learn: 0.0692016	total: 31.8s	remaining: 1.68s
950:	learn: 0.0690779	total: 31.9s	remaining: 1.64s
951:	learn: 0.0689358	total: 31.9s	remaining: 1.61s
952:	learn: 0.0689186	total: 32s	remaining: 1.58s
953:	learn: 0.0687125	total: 32s	remaining: 1.54s
954:	learn: 0.0686199	total: 32.1s	remaining: 1.51s
955:	learn: 0.0685102	total: 32.1s	remaining: 1.48s
956:	learn: 0.0682817	total: 32.2s	remaining: 1.45s
957:	learn: 0.0681249	total: 32.2s	remaining: 1.41s
958:	learn: 0.0679884	total: 32.3s	remaining: 1.38s
959:	learn: 0.0678716	total: 32.3s	remaining: 1.35s
960:	learn: 0.0676548	total: 32.4s	remaining: 1.31s
961:	learn: 0.0675018	total: 32.4s	remaining: 1.28s
962:	learn: 0.0673705	total: 32.5s	remaining: 1.25s
963:	learn: 0.0672757	total: 32.5s	remaining: 1.21s
964:	learn: 0.0672534	total: 32.6s	remaining: 1.18s
965:	learn: 0.0671703	total: 32.6s	remaining: 1.15s
966:	learn: 0.0670848	total: 32.6s	remaining: 1.11s
967:	learn: 0.0669405	total: 32.7s	remaining: 1.08s
968:	learn: 0.0667120	total: 32.7s	remaining: 1.05s
969:	learn: 0.0665284	total: 32.8s	remaining: 1.01s
970:	learn: 0.0664158	total: 32.8s	remaining: 980ms
971:	learn: 0.0663227	total: 32.9s	remaining: 947ms
972:	learn: 0.0662463	total: 32.9s	remaining: 913ms
973:	learn: 0.0661408	total: 33s	remaining: 880ms
974:	learn: 0.0660143	total: 33s	remaining: 846ms
975:	learn: 0.0659963	total: 33s	remaining: 813ms
976:	learn: 0.0657603	total: 33.1s	remaining: 779ms
977:	learn: 0.0656578	total: 33.1s	remaining: 746ms
978:	learn: 0.0655151	total: 33.2s	remaining: 712ms
979:	learn: 0.0654965	total: 33.2s	remaining: 678ms
980:	learn: 0.0653468	total: 33.3s	remaining: 645ms
981:	learn: 0.0652447	total: 33.3s	remaining: 611ms
982:	learn: 0.0650818	total: 33.4s	remaining: 577ms
983:	learn: 0.0649844	total: 33.4s	remaining: 543ms
984:	learn: 0.0646930	total: 33.5s	remaining: 510ms
985:	learn: 0.0645372	total: 33.5s	remaining: 476ms
986:	learn: 0.0645205	total: 33.6s	remaining: 442ms
987:	learn: 0.0644973	total: 33.6s	remaining: 408ms
988:	learn: 0.0644207	total: 33.6s	remaining: 374ms
989:	learn: 0.0641894	total: 33.7s	remaining: 340ms
990:	learn: 0.0640477	total: 33.7s	remaining: 306ms
991:	learn: 0.0639664	total: 33.8s	remaining: 272ms
992:	learn: 0.0639408	total: 33.8s	remaining: 238ms
993:	learn: 0.0637676	total: 33.8s	remaining: 204ms
994:	learn: 0.0637502	total: 33.8s	remaining: 170ms
995:	learn: 0.0636735	total: 33.9s	remaining: 136ms
996:	learn: 0.0635850	total: 33.9s	remaining: 102ms
997:	learn: 0.0635014	total: 34s	remaining: 68.1ms
998:	learn: 0.0633658	total: 34s	remaining: 34ms
999:	learn: 0.0632629	total: 34s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=9, depth=10, total=  35.1s
[CV] learning_rate=0.03, l2_leaf_reg=5, depth=10 .....................
0:	learn: 0.8884726	total: 64.1ms	remaining: 1m 4s
1:	learn: 0.8785176	total: 100ms	remaining: 50.1s
2:	learn: 0.8701253	total: 143ms	remaining: 47.5s
3:	learn: 0.8629739	total: 183ms	remaining: 45.5s
4:	learn: 0.8513471	total: 225ms	remaining: 44.8s
5:	learn: 0.8433574	total: 277ms	remaining: 45.9s
6:	learn: 0.8332673	total: 322ms	remaining: 45.7s
7:	learn: 0.8235685	total: 364ms	remaining: 45.1s
8:	learn: 0.8151549	total: 416ms	remaining: 45.8s
9:	learn: 0.8059334	total: 432ms	remaining: 42.8s
10:	learn: 0.7946840	total: 473ms	remaining: 42.6s
11:	learn: 0.7862357	total: 510ms	remaining: 42s
12:	learn: 0.7781963	total: 547ms	remaining: 41.5s
13:	learn: 0.7681806	total: 562ms	remaining: 39.6s
14:	learn: 0.7596201	total: 597ms	remaining: 39.2s
15:	learn: 0.7502024	total: 637ms	remaining: 39.2s
16:	learn: 0.7416451	total: 672ms	remaining: 38.9s
17:	learn: 0.7340170	total: 710ms	remaining: 38.8s
18:	learn: 0.7273723	total: 756ms	remaining: 39s
19:	learn: 0.7173764	total: 799ms	remaining: 39.2s
20:	learn: 0.7090284	total: 835ms	remaining: 38.9s
21:	learn: 0.7012061	total: 872ms	remaining: 38.8s
22:	learn: 0.6927773	total: 909ms	remaining: 38.6s
23:	learn: 0.6854356	total: 949ms	remaining: 38.6s
24:	learn: 0.6800432	total: 984ms	remaining: 38.4s
25:	learn: 0.6724860	total: 1.02s	remaining: 38.3s
26:	learn: 0.6660534	total: 1.06s	remaining: 38.3s
27:	learn: 0.6601360	total: 1.1s	remaining: 38.1s
28:	learn: 0.6529535	total: 1.13s	remaining: 38s
29:	learn: 0.6465585	total: 1.17s	remaining: 37.8s
30:	learn: 0.6409781	total: 1.2s	remaining: 37.7s
31:	learn: 0.6335318	total: 1.24s	remaining: 37.6s
32:	learn: 0.6262662	total: 1.28s	remaining: 37.5s
33:	learn: 0.6220425	total: 1.31s	remaining: 37.3s
34:	learn: 0.6153034	total: 1.35s	remaining: 37.3s
35:	learn: 0.6084217	total: 1.39s	remaining: 37.2s
36:	learn: 0.6011982	total: 1.41s	remaining: 36.6s
37:	learn: 0.5970272	total: 1.44s	remaining: 36.5s
38:	learn: 0.5923181	total: 1.48s	remaining: 36.4s
39:	learn: 0.5869616	total: 1.51s	remaining: 36.3s
40:	learn: 0.5819329	total: 1.55s	remaining: 36.2s
41:	learn: 0.5756218	total: 1.59s	remaining: 36.2s
42:	learn: 0.5699413	total: 1.66s	remaining: 37s
43:	learn: 0.5632606	total: 1.76s	remaining: 38.2s
44:	learn: 0.5574516	total: 1.82s	remaining: 38.6s
45:	learn: 0.5533800	total: 1.87s	remaining: 38.9s
46:	learn: 0.5488920	total: 1.94s	remaining: 39.4s
47:	learn: 0.5436487	total: 1.99s	remaining: 39.4s
48:	learn: 0.5389505	total: 2.03s	remaining: 39.3s
49:	learn: 0.5349971	total: 2.04s	remaining: 38.8s
50:	learn: 0.5308468	total: 2.08s	remaining: 38.7s
51:	learn: 0.5258078	total: 2.12s	remaining: 38.6s
52:	learn: 0.5222598	total: 2.18s	remaining: 38.9s
53:	learn: 0.5176810	total: 2.22s	remaining: 38.9s
54:	learn: 0.5138161	total: 2.26s	remaining: 38.8s
55:	learn: 0.5096531	total: 2.29s	remaining: 38.7s
56:	learn: 0.5054313	total: 2.33s	remaining: 38.5s
57:	learn: 0.5005836	total: 2.37s	remaining: 38.5s
58:	learn: 0.4961567	total: 2.41s	remaining: 38.4s
59:	learn: 0.4914377	total: 2.44s	remaining: 38.3s
60:	learn: 0.4883363	total: 2.48s	remaining: 38.2s
61:	learn: 0.4845486	total: 2.52s	remaining: 38.1s
62:	learn: 0.4807381	total: 2.55s	remaining: 38s
63:	learn: 0.4773099	total: 2.59s	remaining: 37.8s
64:	learn: 0.4729976	total: 2.62s	remaining: 37.7s
65:	learn: 0.4688124	total: 2.66s	remaining: 37.7s
66:	learn: 0.4647451	total: 2.7s	remaining: 37.6s
67:	learn: 0.4616615	total: 2.73s	remaining: 37.5s
68:	learn: 0.4587594	total: 2.77s	remaining: 37.3s
69:	learn: 0.4556723	total: 2.8s	remaining: 37.2s
70:	learn: 0.4525271	total: 2.84s	remaining: 37.2s
71:	learn: 0.4492093	total: 2.88s	remaining: 37.1s
72:	learn: 0.4450575	total: 2.92s	remaining: 37s
73:	learn: 0.4423962	total: 2.95s	remaining: 36.9s
74:	learn: 0.4397712	total: 2.99s	remaining: 36.9s
75:	learn: 0.4357726	total: 3.03s	remaining: 36.8s
76:	learn: 0.4323382	total: 3.06s	remaining: 36.7s
77:	learn: 0.4294524	total: 3.1s	remaining: 36.7s
78:	learn: 0.4260496	total: 3.14s	remaining: 36.6s
79:	learn: 0.4232173	total: 3.17s	remaining: 36.5s
80:	learn: 0.4204428	total: 3.21s	remaining: 36.4s
81:	learn: 0.4175199	total: 3.25s	remaining: 36.3s
82:	learn: 0.4149303	total: 3.28s	remaining: 36.3s
83:	learn: 0.4118595	total: 3.29s	remaining: 35.8s
84:	learn: 0.4085128	total: 3.32s	remaining: 35.8s
85:	learn: 0.4060256	total: 3.36s	remaining: 35.7s
86:	learn: 0.4023478	total: 3.4s	remaining: 35.7s
87:	learn: 0.3994285	total: 3.43s	remaining: 35.6s
88:	learn: 0.3973876	total: 3.47s	remaining: 35.5s
89:	learn: 0.3948097	total: 3.51s	remaining: 35.5s
90:	learn: 0.3918283	total: 3.54s	remaining: 35.4s
91:	learn: 0.3894612	total: 3.58s	remaining: 35.3s
92:	learn: 0.3869137	total: 3.62s	remaining: 35.3s
93:	learn: 0.3844804	total: 3.65s	remaining: 35.2s
94:	learn: 0.3820426	total: 3.69s	remaining: 35.2s
95:	learn: 0.3800017	total: 3.74s	remaining: 35.2s
96:	learn: 0.3774067	total: 3.79s	remaining: 35.3s
97:	learn: 0.3752739	total: 3.83s	remaining: 35.3s
98:	learn: 0.3729184	total: 3.87s	remaining: 35.2s
99:	learn: 0.3706014	total: 3.9s	remaining: 35.1s
100:	learn: 0.3683030	total: 3.94s	remaining: 35s
101:	learn: 0.3656546	total: 3.97s	remaining: 35s
102:	learn: 0.3635088	total: 4.01s	remaining: 35s
103:	learn: 0.3612855	total: 4.05s	remaining: 34.9s
104:	learn: 0.3595289	total: 4.09s	remaining: 34.8s
105:	learn: 0.3573116	total: 4.13s	remaining: 34.8s
106:	learn: 0.3547817	total: 4.16s	remaining: 34.7s
107:	learn: 0.3530394	total: 4.2s	remaining: 34.7s
108:	learn: 0.3510465	total: 4.24s	remaining: 34.7s
109:	learn: 0.3489965	total: 4.28s	remaining: 34.6s
110:	learn: 0.3467783	total: 4.32s	remaining: 34.6s
111:	learn: 0.3450752	total: 4.37s	remaining: 34.6s
112:	learn: 0.3433100	total: 4.41s	remaining: 34.6s
113:	learn: 0.3410503	total: 4.45s	remaining: 34.6s
114:	learn: 0.3394146	total: 4.45s	remaining: 34.2s
115:	learn: 0.3376225	total: 4.53s	remaining: 34.6s
116:	learn: 0.3354767	total: 4.61s	remaining: 34.8s
117:	learn: 0.3337718	total: 4.71s	remaining: 35.2s
118:	learn: 0.3321199	total: 4.78s	remaining: 35.4s
119:	learn: 0.3304886	total: 4.83s	remaining: 35.5s
120:	learn: 0.3289464	total: 4.88s	remaining: 35.5s
121:	learn: 0.3272307	total: 4.93s	remaining: 35.5s
122:	learn: 0.3254734	total: 4.97s	remaining: 35.4s
123:	learn: 0.3235634	total: 5.02s	remaining: 35.5s
124:	learn: 0.3217218	total: 5.06s	remaining: 35.4s
125:	learn: 0.3201026	total: 5.07s	remaining: 35.2s
126:	learn: 0.3185031	total: 5.11s	remaining: 35.1s
127:	learn: 0.3167500	total: 5.15s	remaining: 35.1s
128:	learn: 0.3150772	total: 5.19s	remaining: 35s
129:	learn: 0.3132838	total: 5.23s	remaining: 35s
130:	learn: 0.3117642	total: 5.27s	remaining: 35s
131:	learn: 0.3104902	total: 5.31s	remaining: 34.9s
132:	learn: 0.3090565	total: 5.35s	remaining: 34.9s
133:	learn: 0.3074325	total: 5.39s	remaining: 34.8s
134:	learn: 0.3056784	total: 5.42s	remaining: 34.8s
135:	learn: 0.3041955	total: 5.46s	remaining: 34.7s
136:	learn: 0.3026787	total: 5.49s	remaining: 34.6s
137:	learn: 0.3010849	total: 5.53s	remaining: 34.6s
138:	learn: 0.2998803	total: 5.57s	remaining: 34.5s
139:	learn: 0.2984397	total: 5.6s	remaining: 34.4s
140:	learn: 0.2970588	total: 5.61s	remaining: 34.1s
141:	learn: 0.2954863	total: 5.64s	remaining: 34.1s
142:	learn: 0.2941501	total: 5.68s	remaining: 34s
143:	learn: 0.2932160	total: 5.68s	remaining: 33.8s
144:	learn: 0.2921650	total: 5.68s	remaining: 33.5s
145:	learn: 0.2906432	total: 5.72s	remaining: 33.5s
146:	learn: 0.2893321	total: 5.75s	remaining: 33.4s
147:	learn: 0.2881092	total: 5.79s	remaining: 33.3s
148:	learn: 0.2868774	total: 5.82s	remaining: 33.3s
149:	learn: 0.2853060	total: 5.86s	remaining: 33.2s
150:	learn: 0.2839546	total: 5.89s	remaining: 33.1s
151:	learn: 0.2824204	total: 5.93s	remaining: 33.1s
152:	learn: 0.2812434	total: 5.98s	remaining: 33.1s
153:	learn: 0.2803014	total: 5.98s	remaining: 32.8s
154:	learn: 0.2789297	total: 6.02s	remaining: 32.8s
155:	learn: 0.2776265	total: 6.05s	remaining: 32.8s
156:	learn: 0.2759037	total: 6.09s	remaining: 32.7s
157:	learn: 0.2744108	total: 6.13s	remaining: 32.6s
158:	learn: 0.2730886	total: 6.16s	remaining: 32.6s
159:	learn: 0.2724828	total: 6.17s	remaining: 32.4s
160:	learn: 0.2709410	total: 6.2s	remaining: 32.3s
161:	learn: 0.2699639	total: 6.23s	remaining: 32.2s
162:	learn: 0.2695921	total: 6.23s	remaining: 32s
163:	learn: 0.2684651	total: 6.27s	remaining: 31.9s
164:	learn: 0.2670625	total: 6.3s	remaining: 31.9s
165:	learn: 0.2657165	total: 6.34s	remaining: 31.8s
166:	learn: 0.2646257	total: 6.37s	remaining: 31.8s
167:	learn: 0.2635019	total: 6.41s	remaining: 31.7s
168:	learn: 0.2624704	total: 6.44s	remaining: 31.7s
169:	learn: 0.2611500	total: 6.48s	remaining: 31.7s
170:	learn: 0.2599713	total: 6.52s	remaining: 31.6s
171:	learn: 0.2597669	total: 6.53s	remaining: 31.4s
172:	learn: 0.2586329	total: 6.54s	remaining: 31.3s
173:	learn: 0.2575786	total: 6.58s	remaining: 31.2s
174:	learn: 0.2571855	total: 6.58s	remaining: 31s
175:	learn: 0.2560915	total: 6.62s	remaining: 31s
176:	learn: 0.2546690	total: 6.65s	remaining: 30.9s
177:	learn: 0.2532904	total: 6.69s	remaining: 30.9s
178:	learn: 0.2521884	total: 6.72s	remaining: 30.8s
179:	learn: 0.2509016	total: 6.75s	remaining: 30.8s
180:	learn: 0.2499663	total: 6.79s	remaining: 30.7s
181:	learn: 0.2486452	total: 6.83s	remaining: 30.7s
182:	learn: 0.2482941	total: 6.86s	remaining: 30.6s
183:	learn: 0.2468678	total: 6.9s	remaining: 30.6s
184:	learn: 0.2466924	total: 6.9s	remaining: 30.4s
185:	learn: 0.2460122	total: 6.94s	remaining: 30.4s
186:	learn: 0.2449186	total: 6.98s	remaining: 30.3s
187:	learn: 0.2444094	total: 7.01s	remaining: 30.3s
188:	learn: 0.2441324	total: 7.01s	remaining: 30.1s
189:	learn: 0.2437182	total: 7.05s	remaining: 30s
190:	learn: 0.2431987	total: 7.05s	remaining: 29.9s
191:	learn: 0.2428697	total: 7.09s	remaining: 29.8s
192:	learn: 0.2418952	total: 7.13s	remaining: 29.8s
193:	learn: 0.2415264	total: 7.13s	remaining: 29.6s
194:	learn: 0.2402646	total: 7.17s	remaining: 29.6s
195:	learn: 0.2399768	total: 7.18s	remaining: 29.4s
196:	learn: 0.2387402	total: 7.21s	remaining: 29.4s
197:	learn: 0.2383259	total: 7.21s	remaining: 29.2s
198:	learn: 0.2371522	total: 7.25s	remaining: 29.2s
199:	learn: 0.2361491	total: 7.28s	remaining: 29.1s
200:	learn: 0.2360005	total: 7.28s	remaining: 29s
201:	learn: 0.2347495	total: 7.32s	remaining: 28.9s
202:	learn: 0.2344002	total: 7.36s	remaining: 28.9s
203:	learn: 0.2334304	total: 7.41s	remaining: 28.9s
204:	learn: 0.2333304	total: 7.41s	remaining: 28.7s
205:	learn: 0.2329194	total: 7.45s	remaining: 28.7s
206:	learn: 0.2326604	total: 7.45s	remaining: 28.5s
207:	learn: 0.2316879	total: 7.49s	remaining: 28.5s
208:	learn: 0.2305902	total: 7.52s	remaining: 28.5s
209:	learn: 0.2292601	total: 7.56s	remaining: 28.4s
210:	learn: 0.2289686	total: 7.59s	remaining: 28.4s
211:	learn: 0.2280278	total: 7.63s	remaining: 28.3s
212:	learn: 0.2276414	total: 7.64s	remaining: 28.2s
213:	learn: 0.2272481	total: 7.67s	remaining: 28.2s
214:	learn: 0.2267670	total: 7.71s	remaining: 28.1s
215:	learn: 0.2264508	total: 7.75s	remaining: 28.1s
216:	learn: 0.2262100	total: 7.77s	remaining: 28s
217:	learn: 0.2259581	total: 7.77s	remaining: 27.9s
218:	learn: 0.2247949	total: 7.82s	remaining: 27.9s
219:	learn: 0.2245633	total: 7.82s	remaining: 27.7s
220:	learn: 0.2242112	total: 7.86s	remaining: 27.7s
221:	learn: 0.2229337	total: 7.9s	remaining: 27.7s
222:	learn: 0.2218815	total: 7.94s	remaining: 27.7s
223:	learn: 0.2216650	total: 7.95s	remaining: 27.5s
224:	learn: 0.2213508	total: 7.95s	remaining: 27.4s
225:	learn: 0.2203233	total: 7.99s	remaining: 27.3s
226:	learn: 0.2200265	total: 7.99s	remaining: 27.2s
227:	learn: 0.2197398	total: 8.03s	remaining: 27.2s
228:	learn: 0.2184767	total: 8.08s	remaining: 27.2s
229:	learn: 0.2171954	total: 8.16s	remaining: 27.3s
230:	learn: 0.2167429	total: 8.22s	remaining: 27.4s
231:	learn: 0.2164424	total: 8.27s	remaining: 27.4s
232:	learn: 0.2162052	total: 8.28s	remaining: 27.3s
233:	learn: 0.2151816	total: 8.32s	remaining: 27.2s
234:	learn: 0.2148775	total: 8.36s	remaining: 27.2s
235:	learn: 0.2142857	total: 8.42s	remaining: 27.3s
236:	learn: 0.2132640	total: 8.45s	remaining: 27.2s
237:	learn: 0.2130527	total: 8.49s	remaining: 27.2s
238:	learn: 0.2126862	total: 8.53s	remaining: 27.1s
239:	learn: 0.2122883	total: 8.56s	remaining: 27.1s
240:	learn: 0.2112708	total: 8.59s	remaining: 27.1s
241:	learn: 0.2110573	total: 8.6s	remaining: 26.9s
242:	learn: 0.2107831	total: 8.63s	remaining: 26.9s
243:	learn: 0.2099786	total: 8.66s	remaining: 26.8s
244:	learn: 0.2088976	total: 8.7s	remaining: 26.8s
245:	learn: 0.2083424	total: 8.73s	remaining: 26.8s
246:	learn: 0.2080862	total: 8.75s	remaining: 26.7s
247:	learn: 0.2073391	total: 8.79s	remaining: 26.7s
248:	learn: 0.2071360	total: 8.8s	remaining: 26.5s
249:	learn: 0.2069419	total: 8.8s	remaining: 26.4s
250:	learn: 0.2061746	total: 8.84s	remaining: 26.4s
251:	learn: 0.2058796	total: 8.88s	remaining: 26.4s
252:	learn: 0.2056443	total: 8.91s	remaining: 26.3s
253:	learn: 0.2053115	total: 8.92s	remaining: 26.2s
254:	learn: 0.2050267	total: 8.93s	remaining: 26.1s
255:	learn: 0.2038847	total: 8.96s	remaining: 26s
256:	learn: 0.2026909	total: 9s	remaining: 26s
257:	learn: 0.2024906	total: 9.01s	remaining: 25.9s
258:	learn: 0.2013768	total: 9.04s	remaining: 25.9s
259:	learn: 0.2002820	total: 9.08s	remaining: 25.9s
260:	learn: 0.1993104	total: 9.15s	remaining: 25.9s
261:	learn: 0.1991145	total: 9.19s	remaining: 25.9s
262:	learn: 0.1979547	total: 9.22s	remaining: 25.8s
263:	learn: 0.1970807	total: 9.26s	remaining: 25.8s
264:	learn: 0.1961993	total: 9.3s	remaining: 25.8s
265:	learn: 0.1954047	total: 9.36s	remaining: 25.8s
266:	learn: 0.1951250	total: 9.4s	remaining: 25.8s
267:	learn: 0.1939912	total: 9.45s	remaining: 25.8s
268:	learn: 0.1937972	total: 9.48s	remaining: 25.8s
269:	learn: 0.1936207	total: 9.49s	remaining: 25.7s
270:	learn: 0.1927444	total: 9.53s	remaining: 25.6s
271:	learn: 0.1921418	total: 9.58s	remaining: 25.6s
272:	learn: 0.1919452	total: 9.58s	remaining: 25.5s
273:	learn: 0.1912642	total: 9.59s	remaining: 25.4s
274:	learn: 0.1910022	total: 9.61s	remaining: 25.3s
275:	learn: 0.1900475	total: 9.67s	remaining: 25.4s
276:	learn: 0.1898689	total: 9.67s	remaining: 25.2s
277:	learn: 0.1896773	total: 9.68s	remaining: 25.1s
278:	learn: 0.1894089	total: 9.73s	remaining: 25.2s
279:	learn: 0.1885962	total: 9.8s	remaining: 25.2s
280:	learn: 0.1880653	total: 9.8s	remaining: 25.1s
281:	learn: 0.1873692	total: 9.86s	remaining: 25.1s
282:	learn: 0.1868953	total: 9.91s	remaining: 25.1s
283:	learn: 0.1861668	total: 9.96s	remaining: 25.1s
284:	learn: 0.1857729	total: 9.98s	remaining: 25s
285:	learn: 0.1851676	total: 10s	remaining: 25s
286:	learn: 0.1849786	total: 10s	remaining: 24.9s
287:	learn: 0.1839477	total: 10.1s	remaining: 24.9s
288:	learn: 0.1829191	total: 10.1s	remaining: 24.9s
289:	learn: 0.1826383	total: 10.1s	remaining: 24.8s
290:	learn: 0.1824049	total: 10.1s	remaining: 24.7s
291:	learn: 0.1822305	total: 10.1s	remaining: 24.6s
292:	learn: 0.1812658	total: 10.2s	remaining: 24.5s
293:	learn: 0.1805572	total: 10.2s	remaining: 24.5s
294:	learn: 0.1803827	total: 10.2s	remaining: 24.4s
295:	learn: 0.1798605	total: 10.3s	remaining: 24.4s
296:	learn: 0.1796500	total: 10.3s	remaining: 24.4s
297:	learn: 0.1794663	total: 10.4s	remaining: 24.5s
298:	learn: 0.1789789	total: 10.4s	remaining: 24.4s
299:	learn: 0.1783100	total: 10.4s	remaining: 24.3s
300:	learn: 0.1781465	total: 10.4s	remaining: 24.2s
301:	learn: 0.1779699	total: 10.5s	remaining: 24.2s
302:	learn: 0.1777458	total: 10.5s	remaining: 24.2s
303:	learn: 0.1771575	total: 10.6s	remaining: 24.2s
304:	learn: 0.1761931	total: 10.6s	remaining: 24.2s
305:	learn: 0.1759648	total: 10.7s	remaining: 24.2s
306:	learn: 0.1758195	total: 10.7s	remaining: 24.1s
307:	learn: 0.1756554	total: 10.7s	remaining: 24s
308:	learn: 0.1753910	total: 10.8s	remaining: 24s
309:	learn: 0.1751901	total: 10.8s	remaining: 23.9s
310:	learn: 0.1741162	total: 10.8s	remaining: 23.9s
311:	learn: 0.1732713	total: 10.9s	remaining: 23.9s
312:	learn: 0.1723819	total: 10.9s	remaining: 23.9s
313:	learn: 0.1720875	total: 10.9s	remaining: 23.9s
314:	learn: 0.1713608	total: 11s	remaining: 23.9s
315:	learn: 0.1711487	total: 11s	remaining: 23.9s
316:	learn: 0.1709173	total: 11.1s	remaining: 23.9s
317:	learn: 0.1706350	total: 11.1s	remaining: 23.8s
318:	learn: 0.1704112	total: 11.1s	remaining: 23.8s
319:	learn: 0.1697547	total: 11.1s	remaining: 23.7s
320:	learn: 0.1696317	total: 11.1s	remaining: 23.6s
321:	learn: 0.1695498	total: 11.1s	remaining: 23.5s
322:	learn: 0.1692176	total: 11.2s	remaining: 23.4s
323:	learn: 0.1690087	total: 11.2s	remaining: 23.4s
324:	learn: 0.1683509	total: 11.2s	remaining: 23.4s
325:	learn: 0.1682097	total: 11.3s	remaining: 23.4s
326:	learn: 0.1673877	total: 11.3s	remaining: 23.3s
327:	learn: 0.1669422	total: 11.3s	remaining: 23.2s
328:	learn: 0.1667826	total: 11.3s	remaining: 23.1s
329:	learn: 0.1661211	total: 11.4s	remaining: 23.1s
330:	learn: 0.1659038	total: 11.4s	remaining: 23.1s
331:	learn: 0.1652849	total: 11.5s	remaining: 23.1s
332:	learn: 0.1651621	total: 11.5s	remaining: 23s
333:	learn: 0.1646988	total: 11.5s	remaining: 23s
334:	learn: 0.1640135	total: 11.6s	remaining: 23s
335:	learn: 0.1639093	total: 11.6s	remaining: 22.9s
336:	learn: 0.1635491	total: 11.6s	remaining: 22.9s
337:	learn: 0.1633580	total: 11.6s	remaining: 22.8s
338:	learn: 0.1629643	total: 11.7s	remaining: 22.7s
339:	learn: 0.1623434	total: 11.7s	remaining: 22.7s
340:	learn: 0.1615502	total: 11.7s	remaining: 22.7s
341:	learn: 0.1609045	total: 11.8s	remaining: 22.6s
342:	learn: 0.1603446	total: 11.8s	remaining: 22.6s
343:	learn: 0.1601713	total: 11.8s	remaining: 22.5s
344:	learn: 0.1599986	total: 11.8s	remaining: 22.4s
345:	learn: 0.1598188	total: 11.8s	remaining: 22.4s
346:	learn: 0.1596850	total: 11.8s	remaining: 22.3s
347:	learn: 0.1593409	total: 11.9s	remaining: 22.3s
348:	learn: 0.1588782	total: 11.9s	remaining: 22.2s
349:	learn: 0.1583971	total: 11.9s	remaining: 22.2s
350:	learn: 0.1576156	total: 12s	remaining: 22.1s
351:	learn: 0.1572960	total: 12s	remaining: 22.1s
352:	learn: 0.1567497	total: 12s	remaining: 22.1s
353:	learn: 0.1561128	total: 12.1s	remaining: 22.1s
354:	learn: 0.1558957	total: 12.1s	remaining: 22s
355:	learn: 0.1551277	total: 12.2s	remaining: 22s
356:	learn: 0.1547109	total: 12.2s	remaining: 22s
357:	learn: 0.1542664	total: 12.2s	remaining: 21.9s
358:	learn: 0.1536092	total: 12.3s	remaining: 21.9s
359:	learn: 0.1531172	total: 12.3s	remaining: 21.9s
360:	learn: 0.1526521	total: 12.3s	remaining: 21.9s
361:	learn: 0.1521597	total: 12.4s	remaining: 21.8s
362:	learn: 0.1515268	total: 12.4s	remaining: 21.8s
363:	learn: 0.1513711	total: 12.4s	remaining: 21.7s
364:	learn: 0.1512125	total: 12.4s	remaining: 21.6s
365:	learn: 0.1510354	total: 12.5s	remaining: 21.6s
366:	learn: 0.1503083	total: 12.5s	remaining: 21.6s
367:	learn: 0.1495289	total: 12.6s	remaining: 21.6s
368:	learn: 0.1493809	total: 12.6s	remaining: 21.5s
369:	learn: 0.1492395	total: 12.6s	remaining: 21.4s
370:	learn: 0.1486285	total: 12.6s	remaining: 21.4s
371:	learn: 0.1485169	total: 12.6s	remaining: 21.3s
372:	learn: 0.1481850	total: 12.6s	remaining: 21.2s
373:	learn: 0.1475614	total: 12.6s	remaining: 21.2s
374:	learn: 0.1468059	total: 12.7s	remaining: 21.1s
375:	learn: 0.1467048	total: 12.7s	remaining: 21.1s
376:	learn: 0.1466039	total: 12.7s	remaining: 21s
377:	learn: 0.1460304	total: 12.7s	remaining: 21s
378:	learn: 0.1456613	total: 12.8s	remaining: 20.9s
379:	learn: 0.1451533	total: 12.8s	remaining: 20.9s
380:	learn: 0.1446260	total: 12.8s	remaining: 20.9s
381:	learn: 0.1442595	total: 12.9s	remaining: 20.8s
382:	learn: 0.1436030	total: 12.9s	remaining: 20.8s
383:	learn: 0.1434746	total: 12.9s	remaining: 20.7s
384:	learn: 0.1432888	total: 13s	remaining: 20.7s
385:	learn: 0.1429968	total: 13s	remaining: 20.7s
386:	learn: 0.1425442	total: 13s	remaining: 20.6s
387:	learn: 0.1422937	total: 13s	remaining: 20.6s
388:	learn: 0.1419387	total: 13.1s	remaining: 20.5s
389:	learn: 0.1416869	total: 13.1s	remaining: 20.5s
390:	learn: 0.1415456	total: 13.1s	remaining: 20.4s
391:	learn: 0.1408138	total: 13.1s	remaining: 20.4s
392:	learn: 0.1401345	total: 13.2s	remaining: 20.3s
393:	learn: 0.1395497	total: 13.2s	remaining: 20.3s
394:	learn: 0.1390062	total: 13.2s	remaining: 20.3s
395:	learn: 0.1388545	total: 13.3s	remaining: 20.3s
396:	learn: 0.1383260	total: 13.3s	remaining: 20.2s
397:	learn: 0.1382060	total: 13.3s	remaining: 20.1s
398:	learn: 0.1376615	total: 13.4s	remaining: 20.1s
399:	learn: 0.1374633	total: 13.4s	remaining: 20s
400:	learn: 0.1369482	total: 13.4s	remaining: 20.1s
401:	learn: 0.1364039	total: 13.5s	remaining: 20.1s
402:	learn: 0.1361405	total: 13.6s	remaining: 20.1s
403:	learn: 0.1354794	total: 13.6s	remaining: 20.1s
404:	learn: 0.1349710	total: 13.7s	remaining: 20.1s
405:	learn: 0.1348307	total: 13.7s	remaining: 20.1s
406:	learn: 0.1346783	total: 13.8s	remaining: 20.1s
407:	learn: 0.1345822	total: 13.8s	remaining: 20.1s
408:	learn: 0.1340468	total: 13.9s	remaining: 20.1s
409:	learn: 0.1336447	total: 13.9s	remaining: 20s
410:	learn: 0.1334269	total: 13.9s	remaining: 20s
411:	learn: 0.1333434	total: 14s	remaining: 19.9s
412:	learn: 0.1332019	total: 14s	remaining: 19.9s
413:	learn: 0.1330598	total: 14.1s	remaining: 19.9s
414:	learn: 0.1329079	total: 14.1s	remaining: 19.9s
415:	learn: 0.1322072	total: 14.2s	remaining: 19.9s
416:	learn: 0.1318177	total: 14.2s	remaining: 19.8s
417:	learn: 0.1314995	total: 14.2s	remaining: 19.8s
418:	learn: 0.1308482	total: 14.3s	remaining: 19.8s
419:	learn: 0.1305878	total: 14.3s	remaining: 19.8s
420:	learn: 0.1304536	total: 14.4s	remaining: 19.8s
421:	learn: 0.1298983	total: 14.4s	remaining: 19.8s
422:	learn: 0.1294195	total: 14.5s	remaining: 19.8s
423:	learn: 0.1289313	total: 14.6s	remaining: 19.8s
424:	learn: 0.1286515	total: 14.6s	remaining: 19.8s
425:	learn: 0.1283738	total: 14.7s	remaining: 19.7s
426:	learn: 0.1281094	total: 14.7s	remaining: 19.8s
427:	learn: 0.1279658	total: 14.8s	remaining: 19.7s
428:	learn: 0.1274018	total: 14.8s	remaining: 19.7s
429:	learn: 0.1269592	total: 14.9s	remaining: 19.7s
430:	learn: 0.1266748	total: 15s	remaining: 19.7s
431:	learn: 0.1263222	total: 15s	remaining: 19.7s
432:	learn: 0.1257607	total: 15s	remaining: 19.7s
433:	learn: 0.1256466	total: 15.1s	remaining: 19.6s
434:	learn: 0.1250971	total: 15.1s	remaining: 19.6s
435:	learn: 0.1245345	total: 15.1s	remaining: 19.6s
436:	learn: 0.1243249	total: 15.2s	remaining: 19.6s
437:	learn: 0.1240640	total: 15.2s	remaining: 19.6s
438:	learn: 0.1237061	total: 15.3s	remaining: 19.5s
439:	learn: 0.1231833	total: 15.3s	remaining: 19.5s
440:	learn: 0.1227835	total: 15.4s	remaining: 19.5s
441:	learn: 0.1222630	total: 15.4s	remaining: 19.5s
442:	learn: 0.1218283	total: 15.4s	remaining: 19.4s
443:	learn: 0.1213621	total: 15.5s	remaining: 19.4s
444:	learn: 0.1210957	total: 15.5s	remaining: 19.3s
445:	learn: 0.1205819	total: 15.6s	remaining: 19.3s
446:	learn: 0.1203353	total: 15.6s	remaining: 19.3s
447:	learn: 0.1198148	total: 15.7s	remaining: 19.3s
448:	learn: 0.1196068	total: 15.7s	remaining: 19.2s
449:	learn: 0.1194445	total: 15.7s	remaining: 19.2s
450:	learn: 0.1193167	total: 15.7s	remaining: 19.2s
451:	learn: 0.1189898	total: 15.8s	remaining: 19.1s
452:	learn: 0.1188232	total: 15.8s	remaining: 19.1s
453:	learn: 0.1185085	total: 15.9s	remaining: 19.1s
454:	learn: 0.1184243	total: 15.9s	remaining: 19.1s
455:	learn: 0.1179530	total: 16s	remaining: 19.1s
456:	learn: 0.1178308	total: 16s	remaining: 19s
457:	learn: 0.1175332	total: 16s	remaining: 19s
458:	learn: 0.1172008	total: 16.1s	remaining: 18.9s
459:	learn: 0.1166795	total: 16.1s	remaining: 18.9s
460:	learn: 0.1164146	total: 16.1s	remaining: 18.9s
461:	learn: 0.1162968	total: 16.2s	remaining: 18.8s
462:	learn: 0.1159643	total: 16.2s	remaining: 18.8s
463:	learn: 0.1158303	total: 16.2s	remaining: 18.8s
464:	learn: 0.1153130	total: 16.3s	remaining: 18.7s
465:	learn: 0.1147687	total: 16.3s	remaining: 18.7s
466:	learn: 0.1143510	total: 16.4s	remaining: 18.7s
467:	learn: 0.1142738	total: 16.4s	remaining: 18.7s
468:	learn: 0.1141962	total: 16.4s	remaining: 18.6s
469:	learn: 0.1139830	total: 16.5s	remaining: 18.6s
470:	learn: 0.1137449	total: 16.5s	remaining: 18.6s
471:	learn: 0.1136703	total: 16.5s	remaining: 18.5s
472:	learn: 0.1131821	total: 16.6s	remaining: 18.5s
473:	learn: 0.1131142	total: 16.6s	remaining: 18.4s
474:	learn: 0.1129417	total: 16.7s	remaining: 18.5s
475:	learn: 0.1125843	total: 16.8s	remaining: 18.5s
476:	learn: 0.1124769	total: 16.9s	remaining: 18.5s
477:	learn: 0.1123700	total: 16.9s	remaining: 18.5s
478:	learn: 0.1119047	total: 17s	remaining: 18.5s
479:	learn: 0.1117204	total: 17s	remaining: 18.4s
480:	learn: 0.1114047	total: 17.1s	remaining: 18.4s
481:	learn: 0.1112863	total: 17.1s	remaining: 18.4s
482:	learn: 0.1107614	total: 17.2s	remaining: 18.4s
483:	learn: 0.1105607	total: 17.3s	remaining: 18.4s
484:	learn: 0.1104392	total: 17.3s	remaining: 18.4s
485:	learn: 0.1098347	total: 17.3s	remaining: 18.3s
486:	learn: 0.1097128	total: 17.4s	remaining: 18.3s
487:	learn: 0.1095105	total: 17.4s	remaining: 18.3s
488:	learn: 0.1093481	total: 17.5s	remaining: 18.2s
489:	learn: 0.1092554	total: 17.5s	remaining: 18.2s
490:	learn: 0.1086843	total: 17.6s	remaining: 18.2s
491:	learn: 0.1085706	total: 17.6s	remaining: 18.2s
492:	learn: 0.1084282	total: 17.7s	remaining: 18.2s
493:	learn: 0.1082446	total: 17.7s	remaining: 18.2s
494:	learn: 0.1078705	total: 17.8s	remaining: 18.1s
495:	learn: 0.1074342	total: 17.8s	remaining: 18.1s
496:	learn: 0.1073655	total: 17.9s	remaining: 18.1s
497:	learn: 0.1069993	total: 17.9s	remaining: 18.1s
498:	learn: 0.1065428	total: 18s	remaining: 18.1s
499:	learn: 0.1064297	total: 18s	remaining: 18s
500:	learn: 0.1059273	total: 18.1s	remaining: 18s
501:	learn: 0.1058320	total: 18.1s	remaining: 17.9s
502:	learn: 0.1054482	total: 18.1s	remaining: 17.9s
503:	learn: 0.1053580	total: 18.2s	remaining: 17.9s
504:	learn: 0.1051183	total: 18.3s	remaining: 17.9s
505:	learn: 0.1046115	total: 18.3s	remaining: 17.9s
506:	learn: 0.1043611	total: 18.3s	remaining: 17.8s
507:	learn: 0.1042986	total: 18.4s	remaining: 17.8s
508:	learn: 0.1038556	total: 18.4s	remaining: 17.8s
509:	learn: 0.1037246	total: 18.5s	remaining: 17.7s
510:	learn: 0.1035468	total: 18.5s	remaining: 17.7s
511:	learn: 0.1030325	total: 18.5s	remaining: 17.7s
512:	learn: 0.1026203	total: 18.6s	remaining: 17.6s
513:	learn: 0.1025342	total: 18.6s	remaining: 17.6s
514:	learn: 0.1022617	total: 18.7s	remaining: 17.6s
515:	learn: 0.1017905	total: 18.8s	remaining: 17.6s
516:	learn: 0.1012988	total: 18.8s	remaining: 17.6s
517:	learn: 0.1008028	total: 18.8s	remaining: 17.5s
518:	learn: 0.1006441	total: 18.9s	remaining: 17.5s
519:	learn: 0.1001597	total: 18.9s	remaining: 17.4s
520:	learn: 0.1000736	total: 18.9s	remaining: 17.4s
521:	learn: 0.0996679	total: 19s	remaining: 17.4s
522:	learn: 0.0995847	total: 19s	remaining: 17.3s
523:	learn: 0.0992569	total: 19.1s	remaining: 17.3s
524:	learn: 0.0991372	total: 19.1s	remaining: 17.3s
525:	learn: 0.0988440	total: 19.2s	remaining: 17.3s
526:	learn: 0.0985686	total: 19.2s	remaining: 17.3s
527:	learn: 0.0981881	total: 19.3s	remaining: 17.2s
528:	learn: 0.0978570	total: 19.3s	remaining: 17.2s
529:	learn: 0.0976582	total: 19.3s	remaining: 17.1s
530:	learn: 0.0975164	total: 19.4s	remaining: 17.1s
531:	learn: 0.0972902	total: 19.4s	remaining: 17.1s
532:	learn: 0.0968373	total: 19.5s	remaining: 17.1s
533:	learn: 0.0964382	total: 19.5s	remaining: 17s
534:	learn: 0.0961853	total: 19.6s	remaining: 17s
535:	learn: 0.0961070	total: 19.6s	remaining: 17s
536:	learn: 0.0958500	total: 19.7s	remaining: 17s
537:	learn: 0.0954271	total: 19.7s	remaining: 16.9s
538:	learn: 0.0950441	total: 19.8s	remaining: 16.9s
539:	learn: 0.0947231	total: 19.8s	remaining: 16.9s
540:	learn: 0.0946255	total: 19.9s	remaining: 16.9s
541:	learn: 0.0945352	total: 19.9s	remaining: 16.8s
542:	learn: 0.0942251	total: 20s	remaining: 16.8s
543:	learn: 0.0941424	total: 20.1s	remaining: 16.8s
544:	learn: 0.0937460	total: 20.1s	remaining: 16.8s
545:	learn: 0.0935601	total: 20.2s	remaining: 16.8s
546:	learn: 0.0931917	total: 20.2s	remaining: 16.8s
547:	learn: 0.0928849	total: 20.3s	remaining: 16.7s
548:	learn: 0.0927555	total: 20.3s	remaining: 16.7s
549:	learn: 0.0926584	total: 20.3s	remaining: 16.6s
550:	learn: 0.0921666	total: 20.4s	remaining: 16.6s
551:	learn: 0.0918239	total: 20.4s	remaining: 16.6s
552:	learn: 0.0913835	total: 20.4s	remaining: 16.5s
553:	learn: 0.0908843	total: 20.5s	remaining: 16.5s
554:	learn: 0.0907225	total: 20.5s	remaining: 16.5s
555:	learn: 0.0902666	total: 20.6s	remaining: 16.4s
556:	learn: 0.0899625	total: 20.6s	remaining: 16.4s
557:	learn: 0.0897264	total: 20.6s	remaining: 16.3s
558:	learn: 0.0893983	total: 20.7s	remaining: 16.3s
559:	learn: 0.0891757	total: 20.7s	remaining: 16.3s
560:	learn: 0.0888674	total: 20.8s	remaining: 16.2s
561:	learn: 0.0885092	total: 20.8s	remaining: 16.2s
562:	learn: 0.0884503	total: 20.8s	remaining: 16.2s
563:	learn: 0.0881376	total: 20.9s	remaining: 16.2s
564:	learn: 0.0877861	total: 21s	remaining: 16.2s
565:	learn: 0.0873075	total: 21s	remaining: 16.1s
566:	learn: 0.0870838	total: 21.1s	remaining: 16.1s
567:	learn: 0.0866474	total: 21.2s	remaining: 16.1s
568:	learn: 0.0864027	total: 21.2s	remaining: 16.1s
569:	learn: 0.0861455	total: 21.2s	remaining: 16s
570:	learn: 0.0859216	total: 21.3s	remaining: 16s
571:	learn: 0.0857291	total: 21.3s	remaining: 16s
572:	learn: 0.0854606	total: 21.4s	remaining: 15.9s
573:	learn: 0.0851792	total: 21.4s	remaining: 15.9s
574:	learn: 0.0848397	total: 21.5s	remaining: 15.9s
575:	learn: 0.0844286	total: 21.5s	remaining: 15.9s
576:	learn: 0.0842031	total: 21.6s	remaining: 15.8s
577:	learn: 0.0841328	total: 21.6s	remaining: 15.8s
578:	learn: 0.0837804	total: 21.7s	remaining: 15.8s
579:	learn: 0.0834319	total: 21.7s	remaining: 15.7s
580:	learn: 0.0833580	total: 21.8s	remaining: 15.7s
581:	learn: 0.0832828	total: 21.9s	remaining: 15.7s
582:	learn: 0.0831954	total: 21.9s	remaining: 15.7s
583:	learn: 0.0830435	total: 22s	remaining: 15.7s
584:	learn: 0.0827602	total: 22.1s	remaining: 15.7s
585:	learn: 0.0826520	total: 22.1s	remaining: 15.6s
586:	learn: 0.0823605	total: 22.2s	remaining: 15.6s
587:	learn: 0.0823130	total: 22.2s	remaining: 15.6s
588:	learn: 0.0820840	total: 22.3s	remaining: 15.5s
589:	learn: 0.0819065	total: 22.3s	remaining: 15.5s
590:	learn: 0.0815597	total: 22.4s	remaining: 15.5s
591:	learn: 0.0812233	total: 22.4s	remaining: 15.5s
592:	learn: 0.0811159	total: 22.5s	remaining: 15.4s
593:	learn: 0.0809038	total: 22.5s	remaining: 15.4s
594:	learn: 0.0807503	total: 22.6s	remaining: 15.4s
595:	learn: 0.0803712	total: 22.6s	remaining: 15.3s
596:	learn: 0.0803225	total: 22.6s	remaining: 15.3s
597:	learn: 0.0799654	total: 22.7s	remaining: 15.3s
598:	learn: 0.0797825	total: 22.7s	remaining: 15.2s
599:	learn: 0.0795239	total: 22.8s	remaining: 15.2s
600:	learn: 0.0790826	total: 22.8s	remaining: 15.1s
601:	learn: 0.0786748	total: 22.8s	remaining: 15.1s
602:	learn: 0.0785066	total: 22.9s	remaining: 15.1s
603:	learn: 0.0781067	total: 22.9s	remaining: 15s
604:	learn: 0.0779746	total: 22.9s	remaining: 15s
605:	learn: 0.0776912	total: 23s	remaining: 14.9s
606:	learn: 0.0774424	total: 23s	remaining: 14.9s
607:	learn: 0.0771978	total: 23.1s	remaining: 14.9s
608:	learn: 0.0769373	total: 23.1s	remaining: 14.8s
609:	learn: 0.0765600	total: 23.2s	remaining: 14.8s
610:	learn: 0.0761824	total: 23.2s	remaining: 14.8s
611:	learn: 0.0760799	total: 23.2s	remaining: 14.7s
612:	learn: 0.0759828	total: 23.3s	remaining: 14.7s
613:	learn: 0.0757706	total: 23.3s	remaining: 14.7s
614:	learn: 0.0754757	total: 23.3s	remaining: 14.6s
615:	learn: 0.0752543	total: 23.4s	remaining: 14.6s
616:	learn: 0.0749740	total: 23.4s	remaining: 14.5s
617:	learn: 0.0747128	total: 23.5s	remaining: 14.5s
618:	learn: 0.0745569	total: 23.5s	remaining: 14.5s
619:	learn: 0.0743987	total: 23.5s	remaining: 14.4s
620:	learn: 0.0742199	total: 23.6s	remaining: 14.4s
621:	learn: 0.0741632	total: 23.6s	remaining: 14.3s
622:	learn: 0.0737770	total: 23.6s	remaining: 14.3s
623:	learn: 0.0736164	total: 23.7s	remaining: 14.3s
624:	learn: 0.0734481	total: 23.7s	remaining: 14.2s
625:	learn: 0.0731641	total: 23.7s	remaining: 14.2s
626:	learn: 0.0727923	total: 23.8s	remaining: 14.1s
627:	learn: 0.0727395	total: 23.8s	remaining: 14.1s
628:	learn: 0.0725997	total: 23.8s	remaining: 14.1s
629:	learn: 0.0725015	total: 23.9s	remaining: 14s
630:	learn: 0.0724174	total: 23.9s	remaining: 14s
631:	learn: 0.0723436	total: 23.9s	remaining: 13.9s
632:	learn: 0.0721236	total: 24s	remaining: 13.9s
633:	learn: 0.0720115	total: 24s	remaining: 13.9s
634:	learn: 0.0717408	total: 24.1s	remaining: 13.8s
635:	learn: 0.0716874	total: 24.1s	remaining: 13.8s
636:	learn: 0.0716488	total: 24.1s	remaining: 13.7s
637:	learn: 0.0713291	total: 24.2s	remaining: 13.7s
638:	learn: 0.0711580	total: 24.2s	remaining: 13.7s
639:	learn: 0.0710244	total: 24.2s	remaining: 13.6s
640:	learn: 0.0709650	total: 24.3s	remaining: 13.6s
641:	learn: 0.0706191	total: 24.3s	remaining: 13.6s
642:	learn: 0.0705727	total: 24.3s	remaining: 13.5s
643:	learn: 0.0703039	total: 24.3s	remaining: 13.5s
644:	learn: 0.0699517	total: 24.4s	remaining: 13.4s
645:	learn: 0.0696169	total: 24.4s	remaining: 13.4s
646:	learn: 0.0693625	total: 24.5s	remaining: 13.3s
647:	learn: 0.0691132	total: 24.5s	remaining: 13.3s
648:	learn: 0.0688341	total: 24.5s	remaining: 13.3s
649:	learn: 0.0687040	total: 24.6s	remaining: 13.2s
650:	learn: 0.0686365	total: 24.6s	remaining: 13.2s
651:	learn: 0.0685849	total: 24.6s	remaining: 13.2s
652:	learn: 0.0683465	total: 24.7s	remaining: 13.1s
653:	learn: 0.0680441	total: 24.7s	remaining: 13.1s
654:	learn: 0.0679211	total: 24.8s	remaining: 13s
655:	learn: 0.0677203	total: 24.8s	remaining: 13s
656:	learn: 0.0674594	total: 24.8s	remaining: 13s
657:	learn: 0.0673989	total: 24.9s	remaining: 12.9s
658:	learn: 0.0673174	total: 24.9s	remaining: 12.9s
659:	learn: 0.0670219	total: 24.9s	remaining: 12.8s
660:	learn: 0.0667520	total: 25s	remaining: 12.8s
661:	learn: 0.0664450	total: 25s	remaining: 12.8s
662:	learn: 0.0660852	total: 25.1s	remaining: 12.7s
663:	learn: 0.0658546	total: 25.1s	remaining: 12.7s
664:	learn: 0.0656781	total: 25.1s	remaining: 12.7s
665:	learn: 0.0655036	total: 25.2s	remaining: 12.6s
666:	learn: 0.0652730	total: 25.2s	remaining: 12.6s
667:	learn: 0.0652258	total: 25.2s	remaining: 12.5s
668:	learn: 0.0651679	total: 25.3s	remaining: 12.5s
669:	learn: 0.0649893	total: 25.3s	remaining: 12.5s
670:	learn: 0.0649263	total: 25.3s	remaining: 12.4s
671:	learn: 0.0648255	total: 25.4s	remaining: 12.4s
672:	learn: 0.0645290	total: 25.4s	remaining: 12.3s
673:	learn: 0.0644478	total: 25.4s	remaining: 12.3s
674:	learn: 0.0642808	total: 25.5s	remaining: 12.3s
675:	learn: 0.0641319	total: 25.5s	remaining: 12.2s
676:	learn: 0.0640880	total: 25.5s	remaining: 12.2s
677:	learn: 0.0637672	total: 25.6s	remaining: 12.1s
678:	learn: 0.0634691	total: 25.6s	remaining: 12.1s
679:	learn: 0.0634148	total: 25.7s	remaining: 12.1s
680:	learn: 0.0631334	total: 25.7s	remaining: 12s
681:	learn: 0.0628761	total: 25.7s	remaining: 12s
682:	learn: 0.0625959	total: 25.8s	remaining: 12s
683:	learn: 0.0622413	total: 25.8s	remaining: 11.9s
684:	learn: 0.0621620	total: 25.8s	remaining: 11.9s
685:	learn: 0.0620488	total: 25.9s	remaining: 11.8s
686:	learn: 0.0617378	total: 25.9s	remaining: 11.8s
687:	learn: 0.0616677	total: 25.9s	remaining: 11.8s
688:	learn: 0.0616209	total: 26s	remaining: 11.7s
689:	learn: 0.0613830	total: 26s	remaining: 11.7s
690:	learn: 0.0611193	total: 26s	remaining: 11.6s
691:	learn: 0.0610444	total: 26.1s	remaining: 11.6s
692:	learn: 0.0609756	total: 26.1s	remaining: 11.6s
693:	learn: 0.0607019	total: 26.1s	remaining: 11.5s
694:	learn: 0.0604370	total: 26.2s	remaining: 11.5s
695:	learn: 0.0603718	total: 26.2s	remaining: 11.4s
696:	learn: 0.0600704	total: 26.2s	remaining: 11.4s
697:	learn: 0.0597710	total: 26.3s	remaining: 11.4s
698:	learn: 0.0596048	total: 26.3s	remaining: 11.3s
699:	learn: 0.0593681	total: 26.3s	remaining: 11.3s
700:	learn: 0.0592784	total: 26.4s	remaining: 11.2s
701:	learn: 0.0591767	total: 26.4s	remaining: 11.2s
702:	learn: 0.0589023	total: 26.4s	remaining: 11.2s
703:	learn: 0.0587305	total: 26.5s	remaining: 11.1s
704:	learn: 0.0587037	total: 26.5s	remaining: 11.1s
705:	learn: 0.0584806	total: 26.5s	remaining: 11.1s
706:	learn: 0.0582830	total: 26.6s	remaining: 11s
707:	learn: 0.0581831	total: 26.6s	remaining: 11s
708:	learn: 0.0580281	total: 26.7s	remaining: 10.9s
709:	learn: 0.0579022	total: 26.7s	remaining: 10.9s
710:	learn: 0.0577480	total: 26.7s	remaining: 10.9s
711:	learn: 0.0574894	total: 26.8s	remaining: 10.8s
712:	learn: 0.0573573	total: 26.8s	remaining: 10.8s
713:	learn: 0.0571069	total: 26.8s	remaining: 10.8s
714:	learn: 0.0570029	total: 26.9s	remaining: 10.7s
715:	learn: 0.0567236	total: 26.9s	remaining: 10.7s
716:	learn: 0.0565124	total: 27s	remaining: 10.6s
717:	learn: 0.0564684	total: 27s	remaining: 10.6s
718:	learn: 0.0563546	total: 27s	remaining: 10.6s
719:	learn: 0.0562353	total: 27.1s	remaining: 10.5s
720:	learn: 0.0559835	total: 27.1s	remaining: 10.5s
721:	learn: 0.0556823	total: 27.1s	remaining: 10.5s
722:	learn: 0.0556509	total: 27.2s	remaining: 10.4s
723:	learn: 0.0554234	total: 27.2s	remaining: 10.4s
724:	learn: 0.0551980	total: 27.3s	remaining: 10.3s
725:	learn: 0.0549651	total: 27.3s	remaining: 10.3s
726:	learn: 0.0549201	total: 27.3s	remaining: 10.3s
727:	learn: 0.0548663	total: 27.4s	remaining: 10.2s
728:	learn: 0.0545652	total: 27.4s	remaining: 10.2s
729:	learn: 0.0543237	total: 27.4s	remaining: 10.2s
730:	learn: 0.0542017	total: 27.5s	remaining: 10.1s
731:	learn: 0.0540062	total: 27.5s	remaining: 10.1s
732:	learn: 0.0538442	total: 27.6s	remaining: 10s
733:	learn: 0.0536476	total: 27.6s	remaining: 10s
734:	learn: 0.0534579	total: 27.6s	remaining: 9.96s
735:	learn: 0.0532783	total: 27.7s	remaining: 9.93s
736:	learn: 0.0530958	total: 27.7s	remaining: 9.89s
737:	learn: 0.0529197	total: 27.8s	remaining: 9.85s
738:	learn: 0.0527690	total: 27.8s	remaining: 9.81s
739:	learn: 0.0525053	total: 27.8s	remaining: 9.78s
740:	learn: 0.0523899	total: 27.9s	remaining: 9.74s
741:	learn: 0.0521569	total: 27.9s	remaining: 9.7s
742:	learn: 0.0519601	total: 27.9s	remaining: 9.66s
743:	learn: 0.0517342	total: 28s	remaining: 9.63s
744:	learn: 0.0515056	total: 28s	remaining: 9.59s
745:	learn: 0.0512835	total: 28.1s	remaining: 9.55s
746:	learn: 0.0510221	total: 28.1s	remaining: 9.51s
747:	learn: 0.0509671	total: 28.1s	remaining: 9.47s
748:	learn: 0.0508127	total: 28.2s	remaining: 9.43s
749:	learn: 0.0506491	total: 28.2s	remaining: 9.4s
750:	learn: 0.0504982	total: 28.4s	remaining: 9.41s
751:	learn: 0.0502779	total: 28.4s	remaining: 9.38s
752:	learn: 0.0500763	total: 28.5s	remaining: 9.35s
753:	learn: 0.0498818	total: 28.6s	remaining: 9.32s
754:	learn: 0.0497254	total: 28.6s	remaining: 9.29s
755:	learn: 0.0494772	total: 28.7s	remaining: 9.25s
756:	learn: 0.0492280	total: 28.7s	remaining: 9.22s
757:	learn: 0.0490510	total: 28.8s	remaining: 9.18s
758:	learn: 0.0487988	total: 28.8s	remaining: 9.15s
759:	learn: 0.0485589	total: 28.8s	remaining: 9.11s
760:	learn: 0.0484451	total: 28.9s	remaining: 9.07s
761:	learn: 0.0484149	total: 28.9s	remaining: 9.03s
762:	learn: 0.0482398	total: 29s	remaining: 9s
763:	learn: 0.0480672	total: 29s	remaining: 8.96s
764:	learn: 0.0479496	total: 29s	remaining: 8.92s
765:	learn: 0.0477530	total: 29.1s	remaining: 8.88s
766:	learn: 0.0475501	total: 29.1s	remaining: 8.85s
767:	learn: 0.0473987	total: 29.2s	remaining: 8.81s
768:	learn: 0.0473017	total: 29.2s	remaining: 8.77s
769:	learn: 0.0471993	total: 29.2s	remaining: 8.73s
770:	learn: 0.0470959	total: 29.3s	remaining: 8.69s
771:	learn: 0.0469439	total: 29.3s	remaining: 8.65s
772:	learn: 0.0468919	total: 29.3s	remaining: 8.61s
773:	learn: 0.0466558	total: 29.4s	remaining: 8.57s
774:	learn: 0.0466335	total: 29.4s	remaining: 8.53s
775:	learn: 0.0464270	total: 29.4s	remaining: 8.49s
776:	learn: 0.0463994	total: 29.5s	remaining: 8.46s
777:	learn: 0.0462527	total: 29.5s	remaining: 8.42s
778:	learn: 0.0460292	total: 29.5s	remaining: 8.38s
779:	learn: 0.0458076	total: 29.6s	remaining: 8.34s
780:	learn: 0.0456785	total: 29.6s	remaining: 8.3s
781:	learn: 0.0455900	total: 29.6s	remaining: 8.26s
782:	learn: 0.0455096	total: 29.7s	remaining: 8.22s
783:	learn: 0.0453213	total: 29.7s	remaining: 8.18s
784:	learn: 0.0453012	total: 29.7s	remaining: 8.14s
785:	learn: 0.0451605	total: 29.8s	remaining: 8.11s
786:	learn: 0.0449796	total: 29.8s	remaining: 8.07s
787:	learn: 0.0448984	total: 29.9s	remaining: 8.03s
788:	learn: 0.0447051	total: 29.9s	remaining: 7.99s
789:	learn: 0.0446773	total: 29.9s	remaining: 7.95s
790:	learn: 0.0444564	total: 30s	remaining: 7.92s
791:	learn: 0.0443550	total: 30s	remaining: 7.88s
792:	learn: 0.0442653	total: 30s	remaining: 7.84s
793:	learn: 0.0440801	total: 30.1s	remaining: 7.8s
794:	learn: 0.0438876	total: 30.1s	remaining: 7.76s
795:	learn: 0.0438683	total: 30.1s	remaining: 7.73s
796:	learn: 0.0437342	total: 30.2s	remaining: 7.69s
797:	learn: 0.0436284	total: 30.2s	remaining: 7.65s
798:	learn: 0.0435921	total: 30.3s	remaining: 7.61s
799:	learn: 0.0433785	total: 30.3s	remaining: 7.58s
800:	learn: 0.0432599	total: 30.3s	remaining: 7.53s
801:	learn: 0.0431401	total: 30.3s	remaining: 7.49s
802:	learn: 0.0429996	total: 30.4s	remaining: 7.45s
803:	learn: 0.0429803	total: 30.4s	remaining: 7.42s
804:	learn: 0.0427503	total: 30.5s	remaining: 7.38s
805:	learn: 0.0426307	total: 30.5s	remaining: 7.34s
806:	learn: 0.0424528	total: 30.5s	remaining: 7.3s
807:	learn: 0.0422949	total: 30.6s	remaining: 7.26s
808:	learn: 0.0421543	total: 30.6s	remaining: 7.23s
809:	learn: 0.0420142	total: 30.7s	remaining: 7.19s
810:	learn: 0.0419268	total: 30.7s	remaining: 7.16s
811:	learn: 0.0417607	total: 30.8s	remaining: 7.12s
812:	learn: 0.0416175	total: 30.8s	remaining: 7.08s
813:	learn: 0.0415287	total: 30.8s	remaining: 7.05s
814:	learn: 0.0414896	total: 30.9s	remaining: 7.01s
815:	learn: 0.0413896	total: 30.9s	remaining: 6.97s
816:	learn: 0.0413022	total: 30.9s	remaining: 6.92s
817:	learn: 0.0411071	total: 30.9s	remaining: 6.88s
818:	learn: 0.0409921	total: 31s	remaining: 6.85s
819:	learn: 0.0408176	total: 31s	remaining: 6.81s
820:	learn: 0.0406354	total: 31.1s	remaining: 6.78s
821:	learn: 0.0404461	total: 31.1s	remaining: 6.74s
822:	learn: 0.0402559	total: 31.2s	remaining: 6.7s
823:	learn: 0.0400354	total: 31.2s	remaining: 6.66s
824:	learn: 0.0399097	total: 31.2s	remaining: 6.62s
825:	learn: 0.0398464	total: 31.3s	remaining: 6.58s
826:	learn: 0.0396747	total: 31.3s	remaining: 6.54s
827:	learn: 0.0396450	total: 31.3s	remaining: 6.5s
828:	learn: 0.0395046	total: 31.4s	remaining: 6.47s
829:	learn: 0.0393189	total: 31.4s	remaining: 6.43s
830:	learn: 0.0392795	total: 31.4s	remaining: 6.38s
831:	learn: 0.0391474	total: 31.4s	remaining: 6.34s
832:	learn: 0.0389714	total: 31.5s	remaining: 6.31s
833:	learn: 0.0389482	total: 31.5s	remaining: 6.27s
834:	learn: 0.0388591	total: 31.5s	remaining: 6.23s
835:	learn: 0.0388032	total: 31.6s	remaining: 6.19s
836:	learn: 0.0386891	total: 31.6s	remaining: 6.16s
837:	learn: 0.0386640	total: 31.6s	remaining: 6.12s
838:	learn: 0.0386432	total: 31.7s	remaining: 6.08s
839:	learn: 0.0385968	total: 31.7s	remaining: 6.04s
840:	learn: 0.0384285	total: 31.7s	remaining: 6s
841:	learn: 0.0383229	total: 31.8s	remaining: 5.96s
842:	learn: 0.0381589	total: 31.8s	remaining: 5.92s
843:	learn: 0.0380929	total: 31.8s	remaining: 5.89s
844:	learn: 0.0380328	total: 31.9s	remaining: 5.85s
845:	learn: 0.0378706	total: 31.9s	remaining: 5.81s
846:	learn: 0.0378139	total: 31.9s	remaining: 5.77s
847:	learn: 0.0377555	total: 32s	remaining: 5.73s
848:	learn: 0.0376657	total: 32s	remaining: 5.69s
849:	learn: 0.0375340	total: 32s	remaining: 5.65s
850:	learn: 0.0373420	total: 32.1s	remaining: 5.61s
851:	learn: 0.0371462	total: 32.1s	remaining: 5.57s
852:	learn: 0.0369786	total: 32.1s	remaining: 5.54s
853:	learn: 0.0368701	total: 32.2s	remaining: 5.5s
854:	learn: 0.0367581	total: 32.2s	remaining: 5.46s
855:	learn: 0.0367203	total: 32.2s	remaining: 5.42s
856:	learn: 0.0365787	total: 32.3s	remaining: 5.38s
857:	learn: 0.0364440	total: 32.3s	remaining: 5.34s
858:	learn: 0.0364091	total: 32.3s	remaining: 5.31s
859:	learn: 0.0362828	total: 32.4s	remaining: 5.27s
860:	learn: 0.0361478	total: 32.4s	remaining: 5.23s
861:	learn: 0.0361028	total: 32.4s	remaining: 5.19s
862:	learn: 0.0360557	total: 32.5s	remaining: 5.16s
863:	learn: 0.0360075	total: 32.5s	remaining: 5.12s
864:	learn: 0.0358439	total: 32.6s	remaining: 5.08s
865:	learn: 0.0357598	total: 32.6s	remaining: 5.05s
866:	learn: 0.0357341	total: 32.6s	remaining: 5.01s
867:	learn: 0.0356912	total: 32.7s	remaining: 4.97s
868:	learn: 0.0356028	total: 32.7s	remaining: 4.93s
869:	learn: 0.0354714	total: 32.8s	remaining: 4.9s
870:	learn: 0.0352904	total: 32.8s	remaining: 4.86s
871:	learn: 0.0351436	total: 32.9s	remaining: 4.82s
872:	learn: 0.0349750	total: 32.9s	remaining: 4.79s
873:	learn: 0.0348091	total: 32.9s	remaining: 4.75s
874:	learn: 0.0346635	total: 33s	remaining: 4.71s
875:	learn: 0.0345112	total: 33s	remaining: 4.67s
876:	learn: 0.0344313	total: 33s	remaining: 4.63s
877:	learn: 0.0342899	total: 33.1s	remaining: 4.59s
878:	learn: 0.0342022	total: 33.1s	remaining: 4.56s
879:	learn: 0.0340615	total: 33.1s	remaining: 4.52s
880:	learn: 0.0339008	total: 33.2s	remaining: 4.48s
881:	learn: 0.0337461	total: 33.2s	remaining: 4.45s
882:	learn: 0.0335715	total: 33.3s	remaining: 4.41s
883:	learn: 0.0335603	total: 33.3s	remaining: 4.37s
884:	learn: 0.0334609	total: 33.4s	remaining: 4.34s
885:	learn: 0.0333281	total: 33.4s	remaining: 4.3s
886:	learn: 0.0332022	total: 33.5s	remaining: 4.26s
887:	learn: 0.0331145	total: 33.5s	remaining: 4.22s
888:	learn: 0.0330622	total: 33.5s	remaining: 4.19s
889:	learn: 0.0329882	total: 33.6s	remaining: 4.15s
890:	learn: 0.0328494	total: 33.6s	remaining: 4.11s
891:	learn: 0.0327074	total: 33.6s	remaining: 4.07s
892:	learn: 0.0326851	total: 33.7s	remaining: 4.04s
893:	learn: 0.0325164	total: 33.7s	remaining: 4s
894:	learn: 0.0324209	total: 33.8s	remaining: 3.96s
895:	learn: 0.0322665	total: 33.8s	remaining: 3.92s
896:	learn: 0.0321777	total: 33.8s	remaining: 3.88s
897:	learn: 0.0320581	total: 33.9s	remaining: 3.85s
898:	learn: 0.0319456	total: 33.9s	remaining: 3.81s
899:	learn: 0.0318135	total: 33.9s	remaining: 3.77s
900:	learn: 0.0316718	total: 34s	remaining: 3.73s
901:	learn: 0.0315634	total: 34s	remaining: 3.69s
902:	learn: 0.0314076	total: 34s	remaining: 3.65s
903:	learn: 0.0312732	total: 34.1s	remaining: 3.62s
904:	learn: 0.0311186	total: 34.1s	remaining: 3.58s
905:	learn: 0.0310090	total: 34.1s	remaining: 3.54s
906:	learn: 0.0308976	total: 34.2s	remaining: 3.5s
907:	learn: 0.0307704	total: 34.2s	remaining: 3.46s
908:	learn: 0.0307062	total: 34.2s	remaining: 3.42s
909:	learn: 0.0305352	total: 34.3s	remaining: 3.39s
910:	learn: 0.0304935	total: 34.3s	remaining: 3.35s
911:	learn: 0.0304569	total: 34.3s	remaining: 3.31s
912:	learn: 0.0303644	total: 34.4s	remaining: 3.27s
913:	learn: 0.0302259	total: 34.4s	remaining: 3.23s
914:	learn: 0.0301225	total: 34.4s	remaining: 3.2s
915:	learn: 0.0300730	total: 34.5s	remaining: 3.16s
916:	learn: 0.0300047	total: 34.5s	remaining: 3.12s
917:	learn: 0.0298577	total: 34.5s	remaining: 3.08s
918:	learn: 0.0297265	total: 34.6s	remaining: 3.04s
919:	learn: 0.0296315	total: 34.6s	remaining: 3.01s
920:	learn: 0.0295428	total: 34.6s	remaining: 2.97s
921:	learn: 0.0295126	total: 34.6s	remaining: 2.93s
922:	learn: 0.0293655	total: 34.7s	remaining: 2.89s
923:	learn: 0.0292468	total: 34.7s	remaining: 2.85s
924:	learn: 0.0291690	total: 34.7s	remaining: 2.82s
925:	learn: 0.0290662	total: 34.8s	remaining: 2.78s
926:	learn: 0.0289646	total: 34.8s	remaining: 2.74s
927:	learn: 0.0288421	total: 34.8s	remaining: 2.7s
928:	learn: 0.0287673	total: 34.9s	remaining: 2.66s
929:	learn: 0.0285806	total: 34.9s	remaining: 2.63s
930:	learn: 0.0285026	total: 34.9s	remaining: 2.59s
931:	learn: 0.0284567	total: 35s	remaining: 2.55s
932:	learn: 0.0284008	total: 35s	remaining: 2.51s
933:	learn: 0.0283169	total: 35s	remaining: 2.48s
934:	learn: 0.0282449	total: 35.1s	remaining: 2.44s
935:	learn: 0.0282324	total: 35.1s	remaining: 2.4s
936:	learn: 0.0282088	total: 35.1s	remaining: 2.36s
937:	learn: 0.0280928	total: 35.2s	remaining: 2.32s
938:	learn: 0.0279861	total: 35.2s	remaining: 2.29s
939:	learn: 0.0278841	total: 35.2s	remaining: 2.25s
940:	learn: 0.0277374	total: 35.3s	remaining: 2.21s
941:	learn: 0.0276660	total: 35.3s	remaining: 2.17s
942:	learn: 0.0275535	total: 35.3s	remaining: 2.13s
943:	learn: 0.0274609	total: 35.3s	remaining: 2.1s
944:	learn: 0.0273921	total: 35.4s	remaining: 2.06s
945:	learn: 0.0273371	total: 35.4s	remaining: 2.02s
946:	learn: 0.0272592	total: 35.4s	remaining: 1.98s
947:	learn: 0.0272238	total: 35.5s	remaining: 1.95s
948:	learn: 0.0271630	total: 35.5s	remaining: 1.91s
949:	learn: 0.0271047	total: 35.5s	remaining: 1.87s
950:	learn: 0.0270322	total: 35.6s	remaining: 1.83s
951:	learn: 0.0268968	total: 35.6s	remaining: 1.79s
952:	learn: 0.0268700	total: 35.6s	remaining: 1.76s
953:	learn: 0.0267527	total: 35.7s	remaining: 1.72s
954:	learn: 0.0266505	total: 35.7s	remaining: 1.68s
955:	learn: 0.0265458	total: 35.7s	remaining: 1.64s
956:	learn: 0.0264779	total: 35.7s	remaining: 1.61s
957:	learn: 0.0264211	total: 35.8s	remaining: 1.57s
958:	learn: 0.0263768	total: 35.8s	remaining: 1.53s
959:	learn: 0.0263632	total: 35.8s	remaining: 1.49s
960:	learn: 0.0263221	total: 35.9s	remaining: 1.46s
961:	learn: 0.0263057	total: 35.9s	remaining: 1.42s
962:	learn: 0.0261991	total: 35.9s	remaining: 1.38s
963:	learn: 0.0261429	total: 36s	remaining: 1.34s
964:	learn: 0.0261076	total: 36s	remaining: 1.3s
965:	learn: 0.0259905	total: 36s	remaining: 1.27s
966:	learn: 0.0259549	total: 36.1s	remaining: 1.23s
967:	learn: 0.0258448	total: 36.1s	remaining: 1.19s
968:	learn: 0.0257213	total: 36.1s	remaining: 1.16s
969:	learn: 0.0256015	total: 36.1s	remaining: 1.12s
970:	learn: 0.0254891	total: 36.2s	remaining: 1.08s
971:	learn: 0.0254332	total: 36.2s	remaining: 1.04s
972:	learn: 0.0254036	total: 36.2s	remaining: 1s
973:	learn: 0.0253630	total: 36.3s	remaining: 968ms
974:	learn: 0.0252400	total: 36.3s	remaining: 931ms
975:	learn: 0.0252333	total: 36.3s	remaining: 893ms
976:	learn: 0.0251313	total: 36.3s	remaining: 855ms
977:	learn: 0.0250169	total: 36.4s	remaining: 818ms
978:	learn: 0.0249911	total: 36.4s	remaining: 781ms
979:	learn: 0.0248817	total: 36.4s	remaining: 743ms
980:	learn: 0.0247607	total: 36.5s	remaining: 706ms
981:	learn: 0.0247363	total: 36.5s	remaining: 670ms
982:	learn: 0.0246655	total: 36.6s	remaining: 633ms
983:	learn: 0.0245911	total: 36.6s	remaining: 596ms
984:	learn: 0.0245768	total: 36.7s	remaining: 558ms
985:	learn: 0.0244869	total: 36.7s	remaining: 521ms
986:	learn: 0.0244063	total: 36.7s	remaining: 484ms
987:	learn: 0.0242830	total: 36.8s	remaining: 447ms
988:	learn: 0.0242404	total: 36.8s	remaining: 409ms
989:	learn: 0.0241561	total: 36.9s	remaining: 372ms
990:	learn: 0.0240428	total: 36.9s	remaining: 335ms
991:	learn: 0.0240319	total: 36.9s	remaining: 298ms
992:	learn: 0.0240197	total: 37s	remaining: 261ms
993:	learn: 0.0239089	total: 37s	remaining: 223ms
994:	learn: 0.0237946	total: 37.1s	remaining: 186ms
995:	learn: 0.0237336	total: 37.1s	remaining: 149ms
996:	learn: 0.0237100	total: 37.1s	remaining: 112ms
997:	learn: 0.0236130	total: 37.2s	remaining: 74.5ms
998:	learn: 0.0235895	total: 37.2s	remaining: 37.3ms
999:	learn: 0.0235776	total: 37.3s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=5, depth=10, total=  38.5s
[CV] learning_rate=0.03, l2_leaf_reg=5, depth=10 .....................
0:	learn: 0.8756262	total: 35.9ms	remaining: 35.9s
1:	learn: 0.8636333	total: 70.4ms	remaining: 35.1s
2:	learn: 0.8556320	total: 103ms	remaining: 34.1s
3:	learn: 0.8473468	total: 133ms	remaining: 33.2s
4:	learn: 0.8351554	total: 165ms	remaining: 32.9s
5:	learn: 0.8261987	total: 200ms	remaining: 33.2s
6:	learn: 0.8184077	total: 232ms	remaining: 32.9s
7:	learn: 0.8093746	total: 267ms	remaining: 33.1s
8:	learn: 0.8018493	total: 339ms	remaining: 37.3s
9:	learn: 0.7920432	total: 355ms	remaining: 35.1s
10:	learn: 0.7801376	total: 453ms	remaining: 40.8s
11:	learn: 0.7717791	total: 498ms	remaining: 41s
12:	learn: 0.7637708	total: 541ms	remaining: 41.1s
13:	learn: 0.7539946	total: 584ms	remaining: 41.1s
14:	learn: 0.7457928	total: 624ms	remaining: 41s
15:	learn: 0.7381201	total: 670ms	remaining: 41.2s
16:	learn: 0.7294884	total: 712ms	remaining: 41.1s
17:	learn: 0.7198602	total: 754ms	remaining: 41.1s
18:	learn: 0.7124339	total: 795ms	remaining: 41.1s
19:	learn: 0.7059258	total: 838ms	remaining: 41.1s
20:	learn: 0.6993377	total: 876ms	remaining: 40.8s
21:	learn: 0.6934816	total: 920ms	remaining: 40.9s
22:	learn: 0.6837292	total: 969ms	remaining: 41.1s
23:	learn: 0.6775541	total: 1.02s	remaining: 41.5s
24:	learn: 0.6702473	total: 1.06s	remaining: 41.4s
25:	learn: 0.6635502	total: 1.1s	remaining: 41.2s
26:	learn: 0.6554650	total: 1.13s	remaining: 40.8s
27:	learn: 0.6488130	total: 1.17s	remaining: 40.7s
28:	learn: 0.6433979	total: 1.21s	remaining: 40.4s
29:	learn: 0.6370501	total: 1.24s	remaining: 40.2s
30:	learn: 0.6285959	total: 1.28s	remaining: 40s
31:	learn: 0.6237413	total: 1.31s	remaining: 39.7s
32:	learn: 0.6182490	total: 1.34s	remaining: 39.4s
33:	learn: 0.6116465	total: 1.38s	remaining: 39.1s
34:	learn: 0.6063721	total: 1.41s	remaining: 38.9s
35:	learn: 0.5999817	total: 1.44s	remaining: 38.6s
36:	learn: 0.5949795	total: 1.48s	remaining: 38.4s
37:	learn: 0.5893066	total: 1.51s	remaining: 38.2s
38:	learn: 0.5826385	total: 1.54s	remaining: 37.9s
39:	learn: 0.5779867	total: 1.57s	remaining: 37.8s
40:	learn: 0.5718026	total: 1.61s	remaining: 37.6s
41:	learn: 0.5664028	total: 1.64s	remaining: 37.4s
42:	learn: 0.5596967	total: 1.67s	remaining: 37.2s
43:	learn: 0.5549585	total: 1.71s	remaining: 37.1s
44:	learn: 0.5500493	total: 1.74s	remaining: 36.9s
45:	learn: 0.5444805	total: 1.77s	remaining: 36.7s
46:	learn: 0.5400077	total: 1.8s	remaining: 36.5s
47:	learn: 0.5357701	total: 1.83s	remaining: 36.3s
48:	learn: 0.5309297	total: 1.85s	remaining: 35.9s
49:	learn: 0.5261531	total: 1.88s	remaining: 35.7s
50:	learn: 0.5209244	total: 1.88s	remaining: 35.1s
51:	learn: 0.5160567	total: 1.92s	remaining: 35s
52:	learn: 0.5117683	total: 1.95s	remaining: 34.8s
53:	learn: 0.5078624	total: 1.98s	remaining: 34.7s
54:	learn: 0.5017320	total: 2.01s	remaining: 34.6s
55:	learn: 0.4973223	total: 2.04s	remaining: 34.4s
56:	learn: 0.4925389	total: 2.07s	remaining: 34.3s
57:	learn: 0.4868768	total: 2.11s	remaining: 34.2s
58:	learn: 0.4828738	total: 2.14s	remaining: 34.1s
59:	learn: 0.4792990	total: 2.17s	remaining: 34s
60:	learn: 0.4757637	total: 2.2s	remaining: 33.9s
61:	learn: 0.4721123	total: 2.23s	remaining: 33.8s
62:	learn: 0.4679937	total: 2.26s	remaining: 33.7s
63:	learn: 0.4631560	total: 2.29s	remaining: 33.6s
64:	learn: 0.4590279	total: 2.33s	remaining: 33.5s
65:	learn: 0.4549580	total: 2.36s	remaining: 33.4s
66:	learn: 0.4517758	total: 2.39s	remaining: 33.2s
67:	learn: 0.4479486	total: 2.42s	remaining: 33.1s
68:	learn: 0.4444735	total: 2.45s	remaining: 33s
69:	learn: 0.4410933	total: 2.48s	remaining: 32.9s
70:	learn: 0.4375637	total: 2.51s	remaining: 32.8s
71:	learn: 0.4338624	total: 2.54s	remaining: 32.7s
72:	learn: 0.4301611	total: 2.57s	remaining: 32.7s
73:	learn: 0.4262099	total: 2.6s	remaining: 32.6s
74:	learn: 0.4223890	total: 2.64s	remaining: 32.5s
75:	learn: 0.4194985	total: 2.67s	remaining: 32.4s
76:	learn: 0.4162020	total: 2.7s	remaining: 32.3s
77:	learn: 0.4130539	total: 2.73s	remaining: 32.3s
78:	learn: 0.4095763	total: 2.76s	remaining: 32.2s
79:	learn: 0.4066909	total: 2.79s	remaining: 32.1s
80:	learn: 0.4042640	total: 2.82s	remaining: 32s
81:	learn: 0.4014805	total: 2.86s	remaining: 32s
82:	learn: 0.3983192	total: 2.89s	remaining: 31.9s
83:	learn: 0.3951207	total: 2.92s	remaining: 31.9s
84:	learn: 0.3919084	total: 2.96s	remaining: 31.8s
85:	learn: 0.3895855	total: 2.99s	remaining: 31.8s
86:	learn: 0.3858598	total: 3.02s	remaining: 31.7s
87:	learn: 0.3834554	total: 3.05s	remaining: 31.6s
88:	learn: 0.3809025	total: 3.08s	remaining: 31.6s
89:	learn: 0.3781568	total: 3.12s	remaining: 31.5s
90:	learn: 0.3755144	total: 3.15s	remaining: 31.5s
91:	learn: 0.3728825	total: 3.18s	remaining: 31.4s
92:	learn: 0.3701535	total: 3.21s	remaining: 31.4s
93:	learn: 0.3677176	total: 3.25s	remaining: 31.3s
94:	learn: 0.3651904	total: 3.28s	remaining: 31.2s
95:	learn: 0.3628696	total: 3.31s	remaining: 31.1s
96:	learn: 0.3601891	total: 3.34s	remaining: 31.1s
97:	learn: 0.3575633	total: 3.37s	remaining: 31s
98:	learn: 0.3554236	total: 3.4s	remaining: 31s
99:	learn: 0.3524095	total: 3.42s	remaining: 30.7s
100:	learn: 0.3505179	total: 3.45s	remaining: 30.7s
101:	learn: 0.3486968	total: 3.48s	remaining: 30.6s
102:	learn: 0.3457200	total: 3.51s	remaining: 30.6s
103:	learn: 0.3434779	total: 3.54s	remaining: 30.5s
104:	learn: 0.3414058	total: 3.57s	remaining: 30.4s
105:	learn: 0.3391216	total: 3.6s	remaining: 30.4s
106:	learn: 0.3366038	total: 3.63s	remaining: 30.3s
107:	learn: 0.3343177	total: 3.67s	remaining: 30.3s
108:	learn: 0.3320080	total: 3.69s	remaining: 30.2s
109:	learn: 0.3298015	total: 3.73s	remaining: 30.2s
110:	learn: 0.3269323	total: 3.76s	remaining: 30.1s
111:	learn: 0.3249662	total: 3.79s	remaining: 30.1s
112:	learn: 0.3227517	total: 3.82s	remaining: 30s
113:	learn: 0.3210138	total: 3.86s	remaining: 30s
114:	learn: 0.3187711	total: 3.89s	remaining: 29.9s
115:	learn: 0.3168649	total: 3.92s	remaining: 29.9s
116:	learn: 0.3150634	total: 3.95s	remaining: 29.8s
117:	learn: 0.3134917	total: 3.99s	remaining: 29.8s
118:	learn: 0.3116386	total: 4.02s	remaining: 29.8s
119:	learn: 0.3099148	total: 4.05s	remaining: 29.7s
120:	learn: 0.3079300	total: 4.06s	remaining: 29.5s
121:	learn: 0.3063898	total: 4.09s	remaining: 29.4s
122:	learn: 0.3040445	total: 4.12s	remaining: 29.4s
123:	learn: 0.3023591	total: 4.15s	remaining: 29.3s
124:	learn: 0.3006553	total: 4.18s	remaining: 29.3s
125:	learn: 0.2989279	total: 4.21s	remaining: 29.2s
126:	learn: 0.2971490	total: 4.24s	remaining: 29.2s
127:	learn: 0.2953309	total: 4.28s	remaining: 29.1s
128:	learn: 0.2936978	total: 4.31s	remaining: 29.1s
129:	learn: 0.2920971	total: 4.34s	remaining: 29s
130:	learn: 0.2901852	total: 4.37s	remaining: 29s
131:	learn: 0.2887902	total: 4.4s	remaining: 28.9s
132:	learn: 0.2870717	total: 4.43s	remaining: 28.9s
133:	learn: 0.2857455	total: 4.46s	remaining: 28.9s
134:	learn: 0.2838472	total: 4.5s	remaining: 28.8s
135:	learn: 0.2823558	total: 4.53s	remaining: 28.8s
136:	learn: 0.2809646	total: 4.56s	remaining: 28.7s
137:	learn: 0.2794126	total: 4.59s	remaining: 28.7s
138:	learn: 0.2779494	total: 4.62s	remaining: 28.6s
139:	learn: 0.2764137	total: 4.66s	remaining: 28.6s
140:	learn: 0.2748630	total: 4.69s	remaining: 28.6s
141:	learn: 0.2732635	total: 4.72s	remaining: 28.5s
142:	learn: 0.2717265	total: 4.76s	remaining: 28.5s
143:	learn: 0.2703865	total: 4.79s	remaining: 28.5s
144:	learn: 0.2691155	total: 4.82s	remaining: 28.4s
145:	learn: 0.2673679	total: 4.86s	remaining: 28.4s
146:	learn: 0.2658483	total: 4.89s	remaining: 28.4s
147:	learn: 0.2642909	total: 4.92s	remaining: 28.3s
148:	learn: 0.2631508	total: 4.96s	remaining: 28.3s
149:	learn: 0.2616222	total: 4.99s	remaining: 28.3s
150:	learn: 0.2602142	total: 5.02s	remaining: 28.2s
151:	learn: 0.2590526	total: 5.05s	remaining: 28.2s
152:	learn: 0.2579943	total: 5.08s	remaining: 28.1s
153:	learn: 0.2568650	total: 5.11s	remaining: 28.1s
154:	learn: 0.2556170	total: 5.14s	remaining: 28s
155:	learn: 0.2541749	total: 5.18s	remaining: 28s
156:	learn: 0.2527816	total: 5.21s	remaining: 28s
157:	learn: 0.2513898	total: 5.24s	remaining: 27.9s
158:	learn: 0.2503799	total: 5.27s	remaining: 27.9s
159:	learn: 0.2491193	total: 5.3s	remaining: 27.8s
160:	learn: 0.2475831	total: 5.34s	remaining: 27.8s
161:	learn: 0.2458493	total: 5.37s	remaining: 27.8s
162:	learn: 0.2444313	total: 5.4s	remaining: 27.7s
163:	learn: 0.2432609	total: 5.43s	remaining: 27.7s
164:	learn: 0.2421903	total: 5.46s	remaining: 27.7s
165:	learn: 0.2414364	total: 5.47s	remaining: 27.5s
166:	learn: 0.2401731	total: 5.5s	remaining: 27.4s
167:	learn: 0.2391332	total: 5.53s	remaining: 27.4s
168:	learn: 0.2382271	total: 5.53s	remaining: 27.2s
169:	learn: 0.2370386	total: 5.57s	remaining: 27.2s
170:	learn: 0.2359404	total: 5.6s	remaining: 27.1s
171:	learn: 0.2347697	total: 5.63s	remaining: 27.1s
172:	learn: 0.2334132	total: 5.67s	remaining: 27.1s
173:	learn: 0.2322461	total: 5.7s	remaining: 27.1s
174:	learn: 0.2312938	total: 5.74s	remaining: 27.1s
175:	learn: 0.2299946	total: 5.77s	remaining: 27s
176:	learn: 0.2291043	total: 5.81s	remaining: 27s
177:	learn: 0.2278874	total: 5.85s	remaining: 27s
178:	learn: 0.2267598	total: 5.88s	remaining: 27s
179:	learn: 0.2254920	total: 5.91s	remaining: 26.9s
180:	learn: 0.2246738	total: 5.94s	remaining: 26.9s
181:	learn: 0.2237277	total: 5.95s	remaining: 26.7s
182:	learn: 0.2226436	total: 5.98s	remaining: 26.7s
183:	learn: 0.2215567	total: 6.02s	remaining: 26.7s
184:	learn: 0.2204197	total: 6.05s	remaining: 26.7s
185:	learn: 0.2192234	total: 6.08s	remaining: 26.6s
186:	learn: 0.2180562	total: 6.12s	remaining: 26.6s
187:	learn: 0.2171520	total: 6.15s	remaining: 26.6s
188:	learn: 0.2163261	total: 6.18s	remaining: 26.5s
189:	learn: 0.2152345	total: 6.22s	remaining: 26.5s
190:	learn: 0.2143648	total: 6.25s	remaining: 26.5s
191:	learn: 0.2130927	total: 6.28s	remaining: 26.4s
192:	learn: 0.2127364	total: 6.32s	remaining: 26.4s
193:	learn: 0.2119102	total: 6.35s	remaining: 26.4s
194:	learn: 0.2108519	total: 6.36s	remaining: 26.2s
195:	learn: 0.2099416	total: 6.39s	remaining: 26.2s
196:	learn: 0.2089778	total: 6.43s	remaining: 26.2s
197:	learn: 0.2088082	total: 6.44s	remaining: 26.1s
198:	learn: 0.2077974	total: 6.47s	remaining: 26s
199:	learn: 0.2065225	total: 6.51s	remaining: 26s
200:	learn: 0.2052495	total: 6.54s	remaining: 26s
201:	learn: 0.2049350	total: 6.57s	remaining: 26s
202:	learn: 0.2041137	total: 6.61s	remaining: 26s
203:	learn: 0.2030434	total: 6.65s	remaining: 25.9s
204:	learn: 0.2024552	total: 6.68s	remaining: 25.9s
205:	learn: 0.2015202	total: 6.71s	remaining: 25.9s
206:	learn: 0.2005768	total: 6.75s	remaining: 25.9s
207:	learn: 0.1995432	total: 6.78s	remaining: 25.8s
208:	learn: 0.1987597	total: 6.82s	remaining: 25.8s
209:	learn: 0.1981575	total: 6.85s	remaining: 25.8s
210:	learn: 0.1979653	total: 6.85s	remaining: 25.6s
211:	learn: 0.1977229	total: 6.88s	remaining: 25.6s
212:	learn: 0.1966840	total: 6.91s	remaining: 25.5s
213:	learn: 0.1964587	total: 6.95s	remaining: 25.5s
214:	learn: 0.1961648	total: 6.98s	remaining: 25.5s
215:	learn: 0.1958816	total: 7.01s	remaining: 25.4s
216:	learn: 0.1955437	total: 7.04s	remaining: 25.4s
217:	learn: 0.1949049	total: 7.04s	remaining: 25.3s
218:	learn: 0.1946395	total: 7.06s	remaining: 25.2s
219:	learn: 0.1942433	total: 7.09s	remaining: 25.2s
220:	learn: 0.1931955	total: 7.13s	remaining: 25.1s
221:	learn: 0.1920930	total: 7.16s	remaining: 25.1s
222:	learn: 0.1919031	total: 7.17s	remaining: 25s
223:	learn: 0.1917248	total: 7.17s	remaining: 24.8s
224:	learn: 0.1907220	total: 7.2s	remaining: 24.8s
225:	learn: 0.1900016	total: 7.24s	remaining: 24.8s
226:	learn: 0.1897246	total: 7.25s	remaining: 24.7s
227:	learn: 0.1894926	total: 7.29s	remaining: 24.7s
228:	learn: 0.1892279	total: 7.3s	remaining: 24.6s
229:	learn: 0.1885082	total: 7.34s	remaining: 24.6s
230:	learn: 0.1882219	total: 7.37s	remaining: 24.6s
231:	learn: 0.1878107	total: 7.41s	remaining: 24.5s
232:	learn: 0.1874107	total: 7.45s	remaining: 24.5s
233:	learn: 0.1870340	total: 7.49s	remaining: 24.5s
234:	learn: 0.1867790	total: 7.53s	remaining: 24.5s
235:	learn: 0.1865474	total: 7.54s	remaining: 24.4s
236:	learn: 0.1855828	total: 7.58s	remaining: 24.4s
237:	learn: 0.1846414	total: 7.61s	remaining: 24.4s
238:	learn: 0.1839321	total: 7.63s	remaining: 24.3s
239:	learn: 0.1829918	total: 7.67s	remaining: 24.3s
240:	learn: 0.1823869	total: 7.67s	remaining: 24.2s
241:	learn: 0.1822030	total: 7.69s	remaining: 24.1s
242:	learn: 0.1819977	total: 7.73s	remaining: 24.1s
243:	learn: 0.1816555	total: 7.76s	remaining: 24.1s
244:	learn: 0.1813700	total: 7.8s	remaining: 24s
245:	learn: 0.1804106	total: 7.83s	remaining: 24s
246:	learn: 0.1802463	total: 7.84s	remaining: 23.9s
247:	learn: 0.1800569	total: 7.87s	remaining: 23.9s
248:	learn: 0.1797383	total: 7.9s	remaining: 23.8s
249:	learn: 0.1795275	total: 7.91s	remaining: 23.7s
250:	learn: 0.1792600	total: 7.94s	remaining: 23.7s
251:	learn: 0.1791335	total: 7.94s	remaining: 23.6s
252:	learn: 0.1789320	total: 7.95s	remaining: 23.5s
253:	learn: 0.1780407	total: 7.98s	remaining: 23.4s
254:	learn: 0.1772448	total: 7.99s	remaining: 23.3s
255:	learn: 0.1761823	total: 8.02s	remaining: 23.3s
256:	learn: 0.1760276	total: 8.02s	remaining: 23.2s
257:	learn: 0.1758297	total: 8.03s	remaining: 23.1s
258:	learn: 0.1756418	total: 8.03s	remaining: 23s
259:	learn: 0.1746750	total: 8.06s	remaining: 23s
260:	learn: 0.1744919	total: 8.11s	remaining: 23s
261:	learn: 0.1738526	total: 8.16s	remaining: 23s
262:	learn: 0.1736518	total: 8.32s	remaining: 23.3s
263:	learn: 0.1734390	total: 8.38s	remaining: 23.4s
264:	learn: 0.1732867	total: 8.45s	remaining: 23.4s
265:	learn: 0.1731059	total: 8.5s	remaining: 23.5s
266:	learn: 0.1723395	total: 8.55s	remaining: 23.5s
267:	learn: 0.1721805	total: 8.61s	remaining: 23.5s
268:	learn: 0.1712857	total: 8.68s	remaining: 23.6s
269:	learn: 0.1703410	total: 8.74s	remaining: 23.6s
270:	learn: 0.1693049	total: 8.81s	remaining: 23.7s
271:	learn: 0.1683614	total: 8.86s	remaining: 23.7s
272:	learn: 0.1681438	total: 8.92s	remaining: 23.8s
273:	learn: 0.1675474	total: 8.96s	remaining: 23.7s
274:	learn: 0.1665668	total: 9s	remaining: 23.7s
275:	learn: 0.1661430	total: 9.06s	remaining: 23.8s
276:	learn: 0.1658741	total: 9.12s	remaining: 23.8s
277:	learn: 0.1656624	total: 9.13s	remaining: 23.7s
278:	learn: 0.1654740	total: 9.13s	remaining: 23.6s
279:	learn: 0.1647188	total: 9.2s	remaining: 23.7s
280:	learn: 0.1641490	total: 9.24s	remaining: 23.7s
281:	learn: 0.1639977	total: 9.3s	remaining: 23.7s
282:	learn: 0.1635275	total: 9.35s	remaining: 23.7s
283:	learn: 0.1633733	total: 9.39s	remaining: 23.7s
284:	learn: 0.1627379	total: 9.43s	remaining: 23.7s
285:	learn: 0.1617912	total: 9.46s	remaining: 23.6s
286:	learn: 0.1610190	total: 9.5s	remaining: 23.6s
287:	learn: 0.1607557	total: 9.51s	remaining: 23.5s
288:	learn: 0.1599040	total: 9.55s	remaining: 23.5s
289:	learn: 0.1597534	total: 9.57s	remaining: 23.4s
290:	learn: 0.1595969	total: 9.63s	remaining: 23.5s
291:	learn: 0.1593499	total: 9.69s	remaining: 23.5s
292:	learn: 0.1592345	total: 9.71s	remaining: 23.4s
293:	learn: 0.1590786	total: 9.71s	remaining: 23.3s
294:	learn: 0.1588629	total: 9.81s	remaining: 23.4s
295:	learn: 0.1582748	total: 9.82s	remaining: 23.4s
296:	learn: 0.1578946	total: 9.87s	remaining: 23.4s
297:	learn: 0.1575092	total: 9.92s	remaining: 23.4s
298:	learn: 0.1568353	total: 9.96s	remaining: 23.4s
299:	learn: 0.1566244	total: 10s	remaining: 23.4s
300:	learn: 0.1560503	total: 10.1s	remaining: 23.3s
301:	learn: 0.1554454	total: 10.1s	remaining: 23.4s
302:	learn: 0.1547096	total: 10.1s	remaining: 23.3s
303:	learn: 0.1543812	total: 10.2s	remaining: 23.4s
304:	learn: 0.1542410	total: 10.2s	remaining: 23.3s
305:	learn: 0.1541092	total: 10.3s	remaining: 23.4s
306:	learn: 0.1539697	total: 10.4s	remaining: 23.5s
307:	learn: 0.1537893	total: 10.4s	remaining: 23.4s
308:	learn: 0.1536853	total: 10.4s	remaining: 23.3s
309:	learn: 0.1528675	total: 10.5s	remaining: 23.3s
310:	learn: 0.1527033	total: 10.5s	remaining: 23.3s
311:	learn: 0.1520573	total: 10.6s	remaining: 23.3s
312:	learn: 0.1513414	total: 10.6s	remaining: 23.3s
313:	learn: 0.1509763	total: 10.6s	remaining: 23.2s
314:	learn: 0.1508534	total: 10.7s	remaining: 23.2s
315:	learn: 0.1507210	total: 10.7s	remaining: 23.2s
316:	learn: 0.1506287	total: 10.7s	remaining: 23.1s
317:	learn: 0.1504680	total: 10.7s	remaining: 23s
318:	learn: 0.1503292	total: 10.8s	remaining: 23s
319:	learn: 0.1494883	total: 10.8s	remaining: 23s
320:	learn: 0.1493852	total: 10.9s	remaining: 23s
321:	learn: 0.1486341	total: 10.9s	remaining: 23s
322:	learn: 0.1484831	total: 10.9s	remaining: 22.9s
323:	learn: 0.1477661	total: 10.9s	remaining: 22.8s
324:	learn: 0.1476298	total: 11s	remaining: 22.8s
325:	learn: 0.1471821	total: 11s	remaining: 22.8s
326:	learn: 0.1469616	total: 11.1s	remaining: 22.8s
327:	learn: 0.1468415	total: 11.1s	remaining: 22.7s
328:	learn: 0.1466766	total: 11.1s	remaining: 22.7s
329:	learn: 0.1465249	total: 11.1s	remaining: 22.6s
330:	learn: 0.1458723	total: 11.2s	remaining: 22.6s
331:	learn: 0.1452766	total: 11.2s	remaining: 22.5s
332:	learn: 0.1447796	total: 11.2s	remaining: 22.5s
333:	learn: 0.1446833	total: 11.3s	remaining: 22.5s
334:	learn: 0.1445024	total: 11.3s	remaining: 22.4s
335:	learn: 0.1443955	total: 11.3s	remaining: 22.4s
336:	learn: 0.1443110	total: 11.3s	remaining: 22.3s
337:	learn: 0.1441891	total: 11.3s	remaining: 22.2s
338:	learn: 0.1440662	total: 11.4s	remaining: 22.1s
339:	learn: 0.1438878	total: 11.4s	remaining: 22.1s
340:	learn: 0.1437506	total: 11.4s	remaining: 22s
341:	learn: 0.1436024	total: 11.4s	remaining: 22s
342:	learn: 0.1435050	total: 11.4s	remaining: 21.9s
343:	learn: 0.1434081	total: 11.5s	remaining: 21.9s
344:	learn: 0.1432428	total: 11.5s	remaining: 21.8s
345:	learn: 0.1431496	total: 11.5s	remaining: 21.8s
346:	learn: 0.1430500	total: 11.6s	remaining: 21.8s
347:	learn: 0.1429248	total: 11.6s	remaining: 21.8s
348:	learn: 0.1428493	total: 11.6s	remaining: 21.7s
349:	learn: 0.1422982	total: 11.6s	remaining: 21.6s
350:	learn: 0.1421990	total: 11.6s	remaining: 21.5s
351:	learn: 0.1420604	total: 11.7s	remaining: 21.5s
352:	learn: 0.1414096	total: 11.7s	remaining: 21.5s
353:	learn: 0.1413144	total: 11.7s	remaining: 21.4s
354:	learn: 0.1407889	total: 11.8s	remaining: 21.4s
355:	learn: 0.1406630	total: 11.8s	remaining: 21.3s
356:	learn: 0.1405339	total: 11.8s	remaining: 21.2s
357:	learn: 0.1401885	total: 11.8s	remaining: 21.2s
358:	learn: 0.1399106	total: 11.9s	remaining: 21.2s
359:	learn: 0.1398084	total: 11.9s	remaining: 21.1s
360:	learn: 0.1392392	total: 11.9s	remaining: 21.1s
361:	learn: 0.1391208	total: 11.9s	remaining: 21s
362:	learn: 0.1389654	total: 12s	remaining: 21s
363:	learn: 0.1382972	total: 12s	remaining: 21s
364:	learn: 0.1378372	total: 12s	remaining: 20.9s
365:	learn: 0.1377361	total: 12.1s	remaining: 20.9s
366:	learn: 0.1370992	total: 12.1s	remaining: 20.9s
367:	learn: 0.1370074	total: 12.1s	remaining: 20.8s
368:	learn: 0.1369084	total: 12.2s	remaining: 20.8s
369:	learn: 0.1362964	total: 12.2s	remaining: 20.8s
370:	learn: 0.1361826	total: 12.2s	remaining: 20.7s
371:	learn: 0.1357087	total: 12.2s	remaining: 20.7s
372:	learn: 0.1350808	total: 12.3s	remaining: 20.6s
373:	learn: 0.1344342	total: 12.3s	remaining: 20.6s
374:	learn: 0.1343580	total: 12.3s	remaining: 20.6s
375:	learn: 0.1337284	total: 12.4s	remaining: 20.5s
376:	learn: 0.1331371	total: 12.4s	remaining: 20.5s
377:	learn: 0.1326349	total: 12.4s	remaining: 20.5s
378:	learn: 0.1324932	total: 12.5s	remaining: 20.4s
379:	learn: 0.1320528	total: 12.5s	remaining: 20.4s
380:	learn: 0.1313427	total: 12.5s	remaining: 20.4s
381:	learn: 0.1307564	total: 12.6s	remaining: 20.4s
382:	learn: 0.1301462	total: 12.6s	remaining: 20.3s
383:	learn: 0.1300712	total: 12.7s	remaining: 20.3s
384:	learn: 0.1296050	total: 12.7s	remaining: 20.3s
385:	learn: 0.1289860	total: 12.7s	remaining: 20.3s
386:	learn: 0.1289127	total: 12.8s	remaining: 20.2s
387:	learn: 0.1282994	total: 12.8s	remaining: 20.2s
388:	learn: 0.1282470	total: 12.8s	remaining: 20.1s
389:	learn: 0.1279277	total: 12.8s	remaining: 20.1s
390:	learn: 0.1275695	total: 12.9s	remaining: 20.1s
391:	learn: 0.1273366	total: 12.9s	remaining: 20s
392:	learn: 0.1267798	total: 12.9s	remaining: 20s
393:	learn: 0.1261062	total: 13s	remaining: 20s
394:	learn: 0.1254767	total: 13s	remaining: 19.9s
395:	learn: 0.1248530	total: 13s	remaining: 19.9s
396:	learn: 0.1242989	total: 13.1s	remaining: 19.9s
397:	learn: 0.1238240	total: 13.1s	remaining: 19.8s
398:	learn: 0.1235642	total: 13.2s	remaining: 19.8s
399:	learn: 0.1231585	total: 13.2s	remaining: 19.8s
400:	learn: 0.1225449	total: 13.2s	remaining: 19.7s
401:	learn: 0.1218631	total: 13.2s	remaining: 19.7s
402:	learn: 0.1213894	total: 13.3s	remaining: 19.7s
403:	learn: 0.1206076	total: 13.3s	remaining: 19.6s
404:	learn: 0.1199005	total: 13.3s	remaining: 19.6s
405:	learn: 0.1193083	total: 13.4s	remaining: 19.6s
406:	learn: 0.1190590	total: 13.4s	remaining: 19.5s
407:	learn: 0.1190087	total: 13.4s	remaining: 19.5s
408:	learn: 0.1186004	total: 13.4s	remaining: 19.4s
409:	learn: 0.1181922	total: 13.5s	remaining: 19.4s
410:	learn: 0.1176474	total: 13.5s	remaining: 19.4s
411:	learn: 0.1172862	total: 13.5s	remaining: 19.3s
412:	learn: 0.1169457	total: 13.6s	remaining: 19.3s
413:	learn: 0.1166997	total: 13.6s	remaining: 19.3s
414:	learn: 0.1166042	total: 13.6s	remaining: 19.2s
415:	learn: 0.1160156	total: 13.7s	remaining: 19.2s
416:	learn: 0.1153942	total: 13.7s	remaining: 19.1s
417:	learn: 0.1150939	total: 13.7s	remaining: 19.1s
418:	learn: 0.1146939	total: 13.8s	remaining: 19.1s
419:	learn: 0.1141536	total: 13.8s	remaining: 19.1s
420:	learn: 0.1140563	total: 13.8s	remaining: 19s
421:	learn: 0.1135735	total: 13.9s	remaining: 19s
422:	learn: 0.1130804	total: 13.9s	remaining: 19s
423:	learn: 0.1130114	total: 13.9s	remaining: 18.9s
424:	learn: 0.1125729	total: 14s	remaining: 18.9s
425:	learn: 0.1121928	total: 14s	remaining: 18.9s
426:	learn: 0.1119406	total: 14s	remaining: 18.8s
427:	learn: 0.1115859	total: 14.1s	remaining: 18.8s
428:	learn: 0.1115325	total: 14.1s	remaining: 18.7s
429:	learn: 0.1113787	total: 14.1s	remaining: 18.7s
430:	learn: 0.1112957	total: 14.1s	remaining: 18.7s
431:	learn: 0.1108246	total: 14.2s	remaining: 18.6s
432:	learn: 0.1105340	total: 14.2s	remaining: 18.6s
433:	learn: 0.1103399	total: 14.2s	remaining: 18.6s
434:	learn: 0.1102038	total: 14.3s	remaining: 18.5s
435:	learn: 0.1100668	total: 14.3s	remaining: 18.5s
436:	learn: 0.1094998	total: 14.3s	remaining: 18.5s
437:	learn: 0.1094383	total: 14.4s	remaining: 18.4s
438:	learn: 0.1093889	total: 14.4s	remaining: 18.4s
439:	learn: 0.1088761	total: 14.4s	remaining: 18.3s
440:	learn: 0.1083403	total: 14.4s	remaining: 18.3s
441:	learn: 0.1081637	total: 14.5s	remaining: 18.3s
442:	learn: 0.1076083	total: 14.5s	remaining: 18.2s
443:	learn: 0.1075264	total: 14.5s	remaining: 18.2s
444:	learn: 0.1072573	total: 14.6s	remaining: 18.2s
445:	learn: 0.1072138	total: 14.6s	remaining: 18.1s
446:	learn: 0.1068555	total: 14.6s	remaining: 18.1s
447:	learn: 0.1065629	total: 14.6s	remaining: 18s
448:	learn: 0.1060103	total: 14.7s	remaining: 18s
449:	learn: 0.1055511	total: 14.7s	remaining: 18s
450:	learn: 0.1050082	total: 14.8s	remaining: 18s
451:	learn: 0.1046730	total: 14.8s	remaining: 17.9s
452:	learn: 0.1040925	total: 14.8s	remaining: 17.9s
453:	learn: 0.1037140	total: 14.9s	remaining: 17.9s
454:	learn: 0.1033212	total: 14.9s	remaining: 17.8s
455:	learn: 0.1029949	total: 14.9s	remaining: 17.8s
456:	learn: 0.1024900	total: 15s	remaining: 17.8s
457:	learn: 0.1020644	total: 15s	remaining: 17.7s
458:	learn: 0.1017163	total: 15s	remaining: 17.7s
459:	learn: 0.1015910	total: 15s	remaining: 17.6s
460:	learn: 0.1011688	total: 15.1s	remaining: 17.6s
461:	learn: 0.1011216	total: 15.1s	remaining: 17.6s
462:	learn: 0.1007007	total: 15.1s	remaining: 17.5s
463:	learn: 0.1002035	total: 15.2s	remaining: 17.5s
464:	learn: 0.0996692	total: 15.2s	remaining: 17.5s
465:	learn: 0.0992160	total: 15.2s	remaining: 17.4s
466:	learn: 0.0991552	total: 15.2s	remaining: 17.4s
467:	learn: 0.0990308	total: 15.3s	remaining: 17.3s
468:	learn: 0.0987509	total: 15.3s	remaining: 17.3s
469:	learn: 0.0983086	total: 15.3s	remaining: 17.3s
470:	learn: 0.0978653	total: 15.4s	remaining: 17.2s
471:	learn: 0.0978172	total: 15.4s	remaining: 17.2s
472:	learn: 0.0973885	total: 15.4s	remaining: 17.2s
473:	learn: 0.0970938	total: 15.5s	remaining: 17.2s
474:	learn: 0.0966535	total: 15.5s	remaining: 17.1s
475:	learn: 0.0962539	total: 15.5s	remaining: 17.1s
476:	learn: 0.0959396	total: 15.6s	remaining: 17.1s
477:	learn: 0.0958860	total: 15.6s	remaining: 17s
478:	learn: 0.0957760	total: 15.6s	remaining: 17s
479:	learn: 0.0954107	total: 15.6s	remaining: 16.9s
480:	learn: 0.0953522	total: 15.6s	remaining: 16.9s
481:	learn: 0.0951446	total: 15.7s	remaining: 16.8s
482:	learn: 0.0947332	total: 15.7s	remaining: 16.8s
483:	learn: 0.0943185	total: 15.7s	remaining: 16.8s
484:	learn: 0.0939233	total: 15.8s	remaining: 16.7s
485:	learn: 0.0933954	total: 15.8s	remaining: 16.7s
486:	learn: 0.0930977	total: 15.8s	remaining: 16.7s
487:	learn: 0.0926699	total: 15.9s	remaining: 16.6s
488:	learn: 0.0925617	total: 15.9s	remaining: 16.6s
489:	learn: 0.0922060	total: 15.9s	remaining: 16.6s
490:	learn: 0.0918919	total: 16s	remaining: 16.5s
491:	learn: 0.0914910	total: 16s	remaining: 16.5s
492:	learn: 0.0911933	total: 16s	remaining: 16.5s
493:	learn: 0.0908034	total: 16.1s	remaining: 16.4s
494:	learn: 0.0906734	total: 16.1s	remaining: 16.4s
495:	learn: 0.0903799	total: 16.1s	remaining: 16.4s
496:	learn: 0.0900614	total: 16.2s	remaining: 16.4s
497:	learn: 0.0897789	total: 16.2s	remaining: 16.3s
498:	learn: 0.0896624	total: 16.2s	remaining: 16.3s
499:	learn: 0.0893405	total: 16.3s	remaining: 16.3s
500:	learn: 0.0890047	total: 16.3s	remaining: 16.2s
501:	learn: 0.0889650	total: 16.3s	remaining: 16.2s
502:	learn: 0.0886692	total: 16.4s	remaining: 16.2s
503:	learn: 0.0884646	total: 16.4s	remaining: 16.1s
504:	learn: 0.0881123	total: 16.4s	remaining: 16.1s
505:	learn: 0.0877872	total: 16.5s	remaining: 16.1s
506:	learn: 0.0876563	total: 16.5s	remaining: 16s
507:	learn: 0.0872783	total: 16.5s	remaining: 16s
508:	learn: 0.0868228	total: 16.6s	remaining: 16s
509:	learn: 0.0867271	total: 16.6s	remaining: 15.9s
510:	learn: 0.0863803	total: 16.6s	remaining: 15.9s
511:	learn: 0.0859863	total: 16.7s	remaining: 15.9s
512:	learn: 0.0856952	total: 16.7s	remaining: 15.9s
513:	learn: 0.0855655	total: 16.7s	remaining: 15.8s
514:	learn: 0.0853303	total: 16.8s	remaining: 15.8s
515:	learn: 0.0850620	total: 16.8s	remaining: 15.8s
516:	learn: 0.0848121	total: 16.8s	remaining: 15.7s
517:	learn: 0.0845507	total: 16.9s	remaining: 15.7s
518:	learn: 0.0842094	total: 16.9s	remaining: 15.7s
519:	learn: 0.0838327	total: 16.9s	remaining: 15.6s
520:	learn: 0.0835248	total: 17s	remaining: 15.6s
521:	learn: 0.0834320	total: 17s	remaining: 15.6s
522:	learn: 0.0833089	total: 17.1s	remaining: 15.6s
523:	learn: 0.0828607	total: 17.1s	remaining: 15.5s
524:	learn: 0.0825318	total: 17.1s	remaining: 15.5s
525:	learn: 0.0824851	total: 17.1s	remaining: 15.4s
526:	learn: 0.0822183	total: 17.2s	remaining: 15.4s
527:	learn: 0.0818856	total: 17.2s	remaining: 15.4s
528:	learn: 0.0816289	total: 17.2s	remaining: 15.3s
529:	learn: 0.0812877	total: 17.3s	remaining: 15.3s
530:	learn: 0.0808426	total: 17.3s	remaining: 15.3s
531:	learn: 0.0805585	total: 17.3s	remaining: 15.3s
532:	learn: 0.0801819	total: 17.4s	remaining: 15.2s
533:	learn: 0.0797967	total: 17.4s	remaining: 15.2s
534:	learn: 0.0794594	total: 17.4s	remaining: 15.2s
535:	learn: 0.0792352	total: 17.5s	remaining: 15.1s
536:	learn: 0.0789863	total: 17.5s	remaining: 15.1s
537:	learn: 0.0788911	total: 17.5s	remaining: 15s
538:	learn: 0.0786114	total: 17.5s	remaining: 15s
539:	learn: 0.0783421	total: 17.6s	remaining: 15s
540:	learn: 0.0781369	total: 17.6s	remaining: 14.9s
541:	learn: 0.0778677	total: 17.6s	remaining: 14.9s
542:	learn: 0.0777777	total: 17.6s	remaining: 14.8s
543:	learn: 0.0774816	total: 17.7s	remaining: 14.8s
544:	learn: 0.0774515	total: 17.7s	remaining: 14.8s
545:	learn: 0.0770330	total: 17.7s	remaining: 14.8s
546:	learn: 0.0766910	total: 17.8s	remaining: 14.7s
547:	learn: 0.0763377	total: 17.8s	remaining: 14.7s
548:	learn: 0.0760151	total: 17.8s	remaining: 14.7s
549:	learn: 0.0757007	total: 17.9s	remaining: 14.6s
550:	learn: 0.0754882	total: 17.9s	remaining: 14.6s
551:	learn: 0.0754034	total: 17.9s	remaining: 14.6s
552:	learn: 0.0751565	total: 18s	remaining: 14.5s
553:	learn: 0.0750069	total: 18s	remaining: 14.5s
554:	learn: 0.0746815	total: 18.1s	remaining: 14.5s
555:	learn: 0.0743338	total: 18.1s	remaining: 14.4s
556:	learn: 0.0740970	total: 18.1s	remaining: 14.4s
557:	learn: 0.0740598	total: 18.2s	remaining: 14.4s
558:	learn: 0.0738038	total: 18.2s	remaining: 14.4s
559:	learn: 0.0735689	total: 18.2s	remaining: 14.3s
560:	learn: 0.0735171	total: 18.2s	remaining: 14.3s
561:	learn: 0.0734792	total: 18.2s	remaining: 14.2s
562:	learn: 0.0732208	total: 18.3s	remaining: 14.2s
563:	learn: 0.0728683	total: 18.3s	remaining: 14.2s
564:	learn: 0.0725546	total: 18.3s	remaining: 14.1s
565:	learn: 0.0723387	total: 18.4s	remaining: 14.1s
566:	learn: 0.0721202	total: 18.4s	remaining: 14.1s
567:	learn: 0.0718697	total: 18.4s	remaining: 14s
568:	learn: 0.0717234	total: 18.5s	remaining: 14s
569:	learn: 0.0716996	total: 18.5s	remaining: 13.9s
570:	learn: 0.0716456	total: 18.5s	remaining: 13.9s
571:	learn: 0.0715612	total: 18.5s	remaining: 13.9s
572:	learn: 0.0712402	total: 18.6s	remaining: 13.8s
573:	learn: 0.0709983	total: 18.6s	remaining: 13.8s
574:	learn: 0.0707081	total: 18.6s	remaining: 13.8s
575:	learn: 0.0704156	total: 18.7s	remaining: 13.7s
576:	learn: 0.0700977	total: 18.7s	remaining: 13.7s
577:	learn: 0.0697544	total: 18.7s	remaining: 13.7s
578:	learn: 0.0695171	total: 18.8s	remaining: 13.7s
579:	learn: 0.0692878	total: 18.8s	remaining: 13.6s
580:	learn: 0.0691600	total: 18.8s	remaining: 13.6s
581:	learn: 0.0688295	total: 18.9s	remaining: 13.5s
582:	learn: 0.0685356	total: 18.9s	remaining: 13.5s
583:	learn: 0.0682301	total: 18.9s	remaining: 13.5s
584:	learn: 0.0679931	total: 19s	remaining: 13.4s
585:	learn: 0.0677283	total: 19s	remaining: 13.4s
586:	learn: 0.0676196	total: 19s	remaining: 13.4s
587:	learn: 0.0675497	total: 19s	remaining: 13.3s
588:	learn: 0.0672029	total: 19.1s	remaining: 13.3s
589:	learn: 0.0671329	total: 19.1s	remaining: 13.2s
590:	learn: 0.0667859	total: 19.1s	remaining: 13.2s
591:	learn: 0.0666346	total: 19.1s	remaining: 13.2s
592:	learn: 0.0665022	total: 19.1s	remaining: 13.1s
593:	learn: 0.0663151	total: 19.2s	remaining: 13.1s
594:	learn: 0.0660477	total: 19.2s	remaining: 13.1s
595:	learn: 0.0657580	total: 19.2s	remaining: 13s
596:	learn: 0.0655252	total: 19.3s	remaining: 13s
597:	learn: 0.0653735	total: 19.3s	remaining: 13s
598:	learn: 0.0650708	total: 19.3s	remaining: 12.9s
599:	learn: 0.0648925	total: 19.4s	remaining: 12.9s
600:	learn: 0.0646434	total: 19.4s	remaining: 12.9s
601:	learn: 0.0646078	total: 19.4s	remaining: 12.8s
602:	learn: 0.0643302	total: 19.4s	remaining: 12.8s
603:	learn: 0.0640402	total: 19.5s	remaining: 12.8s
604:	learn: 0.0638731	total: 19.5s	remaining: 12.7s
605:	learn: 0.0635711	total: 19.5s	remaining: 12.7s
606:	learn: 0.0633930	total: 19.6s	remaining: 12.7s
607:	learn: 0.0631883	total: 19.6s	remaining: 12.6s
608:	learn: 0.0630661	total: 19.6s	remaining: 12.6s
609:	learn: 0.0628958	total: 19.7s	remaining: 12.6s
610:	learn: 0.0628152	total: 19.7s	remaining: 12.5s
611:	learn: 0.0626124	total: 19.7s	remaining: 12.5s
612:	learn: 0.0623891	total: 19.8s	remaining: 12.5s
613:	learn: 0.0623662	total: 19.8s	remaining: 12.4s
614:	learn: 0.0621009	total: 19.8s	remaining: 12.4s
615:	learn: 0.0620443	total: 19.8s	remaining: 12.4s
616:	learn: 0.0618250	total: 19.9s	remaining: 12.3s
617:	learn: 0.0615163	total: 19.9s	remaining: 12.3s
618:	learn: 0.0612932	total: 19.9s	remaining: 12.3s
619:	learn: 0.0610131	total: 20s	remaining: 12.2s
620:	learn: 0.0608110	total: 20s	remaining: 12.2s
621:	learn: 0.0606096	total: 20s	remaining: 12.2s
622:	learn: 0.0603510	total: 20.1s	remaining: 12.1s
623:	learn: 0.0602965	total: 20.1s	remaining: 12.1s
624:	learn: 0.0601039	total: 20.1s	remaining: 12.1s
625:	learn: 0.0599066	total: 20.1s	remaining: 12s
626:	learn: 0.0596221	total: 20.2s	remaining: 12s
627:	learn: 0.0593708	total: 20.2s	remaining: 12s
628:	learn: 0.0591219	total: 20.2s	remaining: 11.9s
629:	learn: 0.0587940	total: 20.3s	remaining: 11.9s
630:	learn: 0.0586148	total: 20.3s	remaining: 11.9s
631:	learn: 0.0585550	total: 20.3s	remaining: 11.8s
632:	learn: 0.0582181	total: 20.4s	remaining: 11.8s
633:	learn: 0.0580566	total: 20.4s	remaining: 11.8s
634:	learn: 0.0579708	total: 20.4s	remaining: 11.7s
635:	learn: 0.0577718	total: 20.5s	remaining: 11.7s
636:	learn: 0.0575527	total: 20.5s	remaining: 11.7s
637:	learn: 0.0572890	total: 20.5s	remaining: 11.6s
638:	learn: 0.0571145	total: 20.6s	remaining: 11.6s
639:	learn: 0.0568311	total: 20.6s	remaining: 11.6s
640:	learn: 0.0566683	total: 20.6s	remaining: 11.6s
641:	learn: 0.0564119	total: 20.7s	remaining: 11.5s
642:	learn: 0.0561325	total: 20.7s	remaining: 11.5s
643:	learn: 0.0558700	total: 20.7s	remaining: 11.5s
644:	learn: 0.0556785	total: 20.8s	remaining: 11.4s
645:	learn: 0.0554765	total: 20.8s	remaining: 11.4s
646:	learn: 0.0552790	total: 20.8s	remaining: 11.4s
647:	learn: 0.0550107	total: 20.9s	remaining: 11.3s
648:	learn: 0.0547672	total: 20.9s	remaining: 11.3s
649:	learn: 0.0545376	total: 20.9s	remaining: 11.3s
650:	learn: 0.0543551	total: 21s	remaining: 11.2s
651:	learn: 0.0541235	total: 21s	remaining: 11.2s
652:	learn: 0.0540370	total: 21s	remaining: 11.2s
653:	learn: 0.0538854	total: 21.1s	remaining: 11.1s
654:	learn: 0.0535984	total: 21.1s	remaining: 11.1s
655:	learn: 0.0535211	total: 21.1s	remaining: 11.1s
656:	learn: 0.0533839	total: 21.2s	remaining: 11s
657:	learn: 0.0532493	total: 21.2s	remaining: 11s
658:	learn: 0.0532243	total: 21.2s	remaining: 11s
659:	learn: 0.0529638	total: 21.2s	remaining: 10.9s
660:	learn: 0.0527685	total: 21.3s	remaining: 10.9s
661:	learn: 0.0526515	total: 21.3s	remaining: 10.9s
662:	learn: 0.0525875	total: 21.3s	remaining: 10.8s
663:	learn: 0.0524122	total: 21.4s	remaining: 10.8s
664:	learn: 0.0522020	total: 21.4s	remaining: 10.8s
665:	learn: 0.0521531	total: 21.4s	remaining: 10.7s
666:	learn: 0.0519048	total: 21.5s	remaining: 10.7s
667:	learn: 0.0517414	total: 21.5s	remaining: 10.7s
668:	learn: 0.0515750	total: 21.5s	remaining: 10.7s
669:	learn: 0.0515316	total: 21.5s	remaining: 10.6s
670:	learn: 0.0513791	total: 21.6s	remaining: 10.6s
671:	learn: 0.0511132	total: 21.6s	remaining: 10.5s
672:	learn: 0.0508666	total: 21.6s	remaining: 10.5s
673:	learn: 0.0507313	total: 21.7s	remaining: 10.5s
674:	learn: 0.0504602	total: 21.7s	remaining: 10.5s
675:	learn: 0.0503617	total: 21.7s	remaining: 10.4s
676:	learn: 0.0501419	total: 21.8s	remaining: 10.4s
677:	learn: 0.0498875	total: 21.8s	remaining: 10.4s
678:	learn: 0.0496783	total: 21.9s	remaining: 10.3s
679:	learn: 0.0495178	total: 21.9s	remaining: 10.3s
680:	learn: 0.0493678	total: 21.9s	remaining: 10.3s
681:	learn: 0.0491262	total: 22s	remaining: 10.3s
682:	learn: 0.0488542	total: 22s	remaining: 10.2s
683:	learn: 0.0486583	total: 22.1s	remaining: 10.2s
684:	learn: 0.0483917	total: 22.1s	remaining: 10.2s
685:	learn: 0.0482408	total: 22.2s	remaining: 10.1s
686:	learn: 0.0481615	total: 22.2s	remaining: 10.1s
687:	learn: 0.0480997	total: 22.2s	remaining: 10.1s
688:	learn: 0.0479186	total: 22.3s	remaining: 10s
689:	learn: 0.0476830	total: 22.3s	remaining: 10s
690:	learn: 0.0476484	total: 22.3s	remaining: 9.97s
691:	learn: 0.0474990	total: 22.3s	remaining: 9.94s
692:	learn: 0.0474792	total: 22.3s	remaining: 9.89s
693:	learn: 0.0474571	total: 22.4s	remaining: 9.86s
694:	learn: 0.0472770	total: 22.4s	remaining: 9.83s
695:	learn: 0.0471425	total: 22.4s	remaining: 9.8s
696:	learn: 0.0471106	total: 22.4s	remaining: 9.75s
697:	learn: 0.0468440	total: 22.5s	remaining: 9.72s
698:	learn: 0.0467544	total: 22.5s	remaining: 9.69s
699:	learn: 0.0466052	total: 22.5s	remaining: 9.66s
700:	learn: 0.0463410	total: 22.6s	remaining: 9.63s
701:	learn: 0.0461978	total: 22.6s	remaining: 9.6s
702:	learn: 0.0461435	total: 22.6s	remaining: 9.57s
703:	learn: 0.0460142	total: 22.7s	remaining: 9.54s
704:	learn: 0.0458640	total: 22.7s	remaining: 9.5s
705:	learn: 0.0457208	total: 22.7s	remaining: 9.47s
706:	learn: 0.0455398	total: 22.8s	remaining: 9.44s
707:	learn: 0.0454225	total: 22.8s	remaining: 9.41s
708:	learn: 0.0452778	total: 22.8s	remaining: 9.38s
709:	learn: 0.0452256	total: 22.9s	remaining: 9.34s
710:	learn: 0.0451782	total: 22.9s	remaining: 9.29s
711:	learn: 0.0449899	total: 22.9s	remaining: 9.26s
712:	learn: 0.0448984	total: 22.9s	remaining: 9.23s
713:	learn: 0.0448725	total: 22.9s	remaining: 9.18s
714:	learn: 0.0446589	total: 23s	remaining: 9.15s
715:	learn: 0.0445533	total: 23s	remaining: 9.12s
716:	learn: 0.0443527	total: 23s	remaining: 9.09s
717:	learn: 0.0441818	total: 23.1s	remaining: 9.06s
718:	learn: 0.0441205	total: 23.1s	remaining: 9.03s
719:	learn: 0.0439430	total: 23.1s	remaining: 8.99s
720:	learn: 0.0439176	total: 23.2s	remaining: 8.96s
721:	learn: 0.0438893	total: 23.2s	remaining: 8.93s
722:	learn: 0.0438677	total: 23.2s	remaining: 8.9s
723:	learn: 0.0438486	total: 23.3s	remaining: 8.87s
724:	learn: 0.0436984	total: 23.3s	remaining: 8.84s
725:	learn: 0.0435318	total: 23.3s	remaining: 8.8s
726:	learn: 0.0433721	total: 23.4s	remaining: 8.77s
727:	learn: 0.0431914	total: 23.4s	remaining: 8.74s
728:	learn: 0.0430349	total: 23.4s	remaining: 8.71s
729:	learn: 0.0430042	total: 23.5s	remaining: 8.68s
730:	learn: 0.0428212	total: 23.5s	remaining: 8.64s
731:	learn: 0.0427999	total: 23.5s	remaining: 8.61s
732:	learn: 0.0426951	total: 23.6s	remaining: 8.58s
733:	learn: 0.0425505	total: 23.6s	remaining: 8.55s
734:	learn: 0.0423416	total: 23.6s	remaining: 8.52s
735:	learn: 0.0422171	total: 23.7s	remaining: 8.49s
736:	learn: 0.0421567	total: 23.7s	remaining: 8.45s
737:	learn: 0.0419641	total: 23.7s	remaining: 8.42s
738:	learn: 0.0418768	total: 23.8s	remaining: 8.39s
739:	learn: 0.0416879	total: 23.8s	remaining: 8.36s
740:	learn: 0.0416467	total: 23.8s	remaining: 8.32s
741:	learn: 0.0415161	total: 23.8s	remaining: 8.29s
742:	learn: 0.0413784	total: 23.9s	remaining: 8.26s
743:	learn: 0.0412172	total: 23.9s	remaining: 8.22s
744:	learn: 0.0411970	total: 23.9s	remaining: 8.17s
745:	learn: 0.0409936	total: 23.9s	remaining: 8.14s
746:	learn: 0.0408650	total: 23.9s	remaining: 8.11s
747:	learn: 0.0406497	total: 24s	remaining: 8.08s
748:	learn: 0.0405591	total: 24s	remaining: 8.05s
749:	learn: 0.0403031	total: 24s	remaining: 8.02s
750:	learn: 0.0401374	total: 24.1s	remaining: 7.98s
751:	learn: 0.0400229	total: 24.1s	remaining: 7.95s
752:	learn: 0.0398852	total: 24.1s	remaining: 7.92s
753:	learn: 0.0396716	total: 24.2s	remaining: 7.89s
754:	learn: 0.0395188	total: 24.2s	remaining: 7.86s
755:	learn: 0.0395031	total: 24.2s	remaining: 7.81s
756:	learn: 0.0393730	total: 24.2s	remaining: 7.78s
757:	learn: 0.0392325	total: 24.3s	remaining: 7.75s
758:	learn: 0.0391021	total: 24.3s	remaining: 7.72s
759:	learn: 0.0389793	total: 24.3s	remaining: 7.69s
760:	learn: 0.0388510	total: 24.4s	remaining: 7.66s
761:	learn: 0.0388078	total: 24.4s	remaining: 7.62s
762:	learn: 0.0386759	total: 24.4s	remaining: 7.59s
763:	learn: 0.0385741	total: 24.5s	remaining: 7.56s
764:	learn: 0.0383908	total: 24.5s	remaining: 7.53s
765:	learn: 0.0382099	total: 24.5s	remaining: 7.5s
766:	learn: 0.0380997	total: 24.6s	remaining: 7.46s
767:	learn: 0.0379575	total: 24.6s	remaining: 7.43s
768:	learn: 0.0378122	total: 24.6s	remaining: 7.4s
769:	learn: 0.0376371	total: 24.7s	remaining: 7.37s
770:	learn: 0.0374317	total: 24.7s	remaining: 7.34s
771:	learn: 0.0372908	total: 24.7s	remaining: 7.31s
772:	learn: 0.0371796	total: 24.8s	remaining: 7.27s
773:	learn: 0.0369659	total: 24.8s	remaining: 7.24s
774:	learn: 0.0368460	total: 24.8s	remaining: 7.21s
775:	learn: 0.0367180	total: 24.9s	remaining: 7.18s
776:	learn: 0.0365578	total: 24.9s	remaining: 7.14s
777:	learn: 0.0364536	total: 24.9s	remaining: 7.11s
778:	learn: 0.0362865	total: 25s	remaining: 7.08s
779:	learn: 0.0360928	total: 25s	remaining: 7.05s
780:	learn: 0.0359903	total: 25s	remaining: 7.02s
781:	learn: 0.0358376	total: 25.1s	remaining: 6.99s
782:	learn: 0.0357363	total: 25.1s	remaining: 6.95s
783:	learn: 0.0357186	total: 25.1s	remaining: 6.92s
784:	learn: 0.0356968	total: 25.1s	remaining: 6.88s
785:	learn: 0.0355512	total: 25.2s	remaining: 6.85s
786:	learn: 0.0353474	total: 25.2s	remaining: 6.82s
787:	learn: 0.0352626	total: 25.2s	remaining: 6.79s
788:	learn: 0.0351161	total: 25.3s	remaining: 6.76s
789:	learn: 0.0349784	total: 25.3s	remaining: 6.72s
790:	learn: 0.0348629	total: 25.3s	remaining: 6.69s
791:	learn: 0.0347313	total: 25.4s	remaining: 6.66s
792:	learn: 0.0346141	total: 25.4s	remaining: 6.63s
793:	learn: 0.0344966	total: 25.4s	remaining: 6.59s
794:	learn: 0.0344254	total: 25.5s	remaining: 6.56s
795:	learn: 0.0342770	total: 25.5s	remaining: 6.53s
796:	learn: 0.0341813	total: 25.5s	remaining: 6.5s
797:	learn: 0.0340500	total: 25.6s	remaining: 6.47s
798:	learn: 0.0338849	total: 25.6s	remaining: 6.44s
799:	learn: 0.0337503	total: 25.6s	remaining: 6.41s
800:	learn: 0.0336289	total: 25.7s	remaining: 6.37s
801:	learn: 0.0334856	total: 25.7s	remaining: 6.34s
802:	learn: 0.0333418	total: 25.7s	remaining: 6.31s
803:	learn: 0.0333242	total: 25.8s	remaining: 6.28s
804:	learn: 0.0331864	total: 25.8s	remaining: 6.25s
805:	learn: 0.0330544	total: 25.8s	remaining: 6.21s
806:	learn: 0.0328852	total: 25.9s	remaining: 6.18s
807:	learn: 0.0327809	total: 25.9s	remaining: 6.15s
808:	learn: 0.0326320	total: 25.9s	remaining: 6.12s
809:	learn: 0.0325477	total: 26s	remaining: 6.09s
810:	learn: 0.0324332	total: 26s	remaining: 6.06s
811:	learn: 0.0323211	total: 26s	remaining: 6.02s
812:	learn: 0.0322287	total: 26.1s	remaining: 5.99s
813:	learn: 0.0321282	total: 26.1s	remaining: 5.96s
814:	learn: 0.0319743	total: 26.1s	remaining: 5.93s
815:	learn: 0.0318391	total: 26.2s	remaining: 5.9s
816:	learn: 0.0317346	total: 26.2s	remaining: 5.87s
817:	learn: 0.0315732	total: 26.2s	remaining: 5.83s
818:	learn: 0.0315597	total: 26.2s	remaining: 5.8s
819:	learn: 0.0314641	total: 26.3s	remaining: 5.77s
820:	learn: 0.0313521	total: 26.3s	remaining: 5.73s
821:	learn: 0.0312467	total: 26.3s	remaining: 5.7s
822:	learn: 0.0310811	total: 26.4s	remaining: 5.67s
823:	learn: 0.0309529	total: 26.4s	remaining: 5.64s
824:	learn: 0.0308402	total: 26.4s	remaining: 5.61s
825:	learn: 0.0307632	total: 26.5s	remaining: 5.57s
826:	learn: 0.0306105	total: 26.5s	remaining: 5.54s
827:	learn: 0.0304650	total: 26.5s	remaining: 5.51s
828:	learn: 0.0303804	total: 26.6s	remaining: 5.48s
829:	learn: 0.0302395	total: 26.6s	remaining: 5.45s
830:	learn: 0.0301889	total: 26.6s	remaining: 5.41s
831:	learn: 0.0300271	total: 26.7s	remaining: 5.38s
832:	learn: 0.0299153	total: 26.7s	remaining: 5.35s
833:	learn: 0.0298282	total: 26.7s	remaining: 5.32s
834:	learn: 0.0296969	total: 26.8s	remaining: 5.29s
835:	learn: 0.0295526	total: 26.8s	remaining: 5.25s
836:	learn: 0.0294222	total: 26.8s	remaining: 5.22s
837:	learn: 0.0292955	total: 26.9s	remaining: 5.19s
838:	learn: 0.0292172	total: 26.9s	remaining: 5.16s
839:	learn: 0.0291434	total: 26.9s	remaining: 5.13s
840:	learn: 0.0290820	total: 27s	remaining: 5.09s
841:	learn: 0.0290417	total: 27s	remaining: 5.06s
842:	learn: 0.0288830	total: 27s	remaining: 5.03s
843:	learn: 0.0287204	total: 27.1s	remaining: 5s
844:	learn: 0.0286066	total: 27.1s	remaining: 4.97s
845:	learn: 0.0284827	total: 27.1s	remaining: 4.94s
846:	learn: 0.0283645	total: 27.2s	remaining: 4.91s
847:	learn: 0.0282228	total: 27.2s	remaining: 4.87s
848:	learn: 0.0281593	total: 27.2s	remaining: 4.84s
849:	learn: 0.0280792	total: 27.3s	remaining: 4.81s
850:	learn: 0.0279947	total: 27.3s	remaining: 4.78s
851:	learn: 0.0278596	total: 27.3s	remaining: 4.75s
852:	learn: 0.0277638	total: 27.4s	remaining: 4.71s
853:	learn: 0.0276393	total: 27.4s	remaining: 4.68s
854:	learn: 0.0275034	total: 27.4s	remaining: 4.65s
855:	learn: 0.0274057	total: 27.5s	remaining: 4.62s
856:	learn: 0.0272659	total: 27.5s	remaining: 4.59s
857:	learn: 0.0271259	total: 27.5s	remaining: 4.56s
858:	learn: 0.0271140	total: 27.6s	remaining: 4.52s
859:	learn: 0.0270424	total: 27.6s	remaining: 4.49s
860:	learn: 0.0269207	total: 27.6s	remaining: 4.46s
861:	learn: 0.0267974	total: 27.7s	remaining: 4.43s
862:	learn: 0.0266589	total: 27.7s	remaining: 4.4s
863:	learn: 0.0265877	total: 27.7s	remaining: 4.37s
864:	learn: 0.0264799	total: 27.8s	remaining: 4.33s
865:	learn: 0.0263772	total: 27.8s	remaining: 4.3s
866:	learn: 0.0262314	total: 27.8s	remaining: 4.27s
867:	learn: 0.0261220	total: 27.9s	remaining: 4.24s
868:	learn: 0.0260107	total: 27.9s	remaining: 4.21s
869:	learn: 0.0259379	total: 27.9s	remaining: 4.17s
870:	learn: 0.0258316	total: 28s	remaining: 4.14s
871:	learn: 0.0257139	total: 28s	remaining: 4.11s
872:	learn: 0.0256222	total: 28s	remaining: 4.08s
873:	learn: 0.0255407	total: 28.1s	remaining: 4.05s
874:	learn: 0.0254346	total: 28.1s	remaining: 4.01s
875:	learn: 0.0253133	total: 28.1s	remaining: 3.98s
876:	learn: 0.0252066	total: 28.2s	remaining: 3.95s
877:	learn: 0.0250952	total: 28.2s	remaining: 3.92s
878:	learn: 0.0250012	total: 28.2s	remaining: 3.88s
879:	learn: 0.0249898	total: 28.3s	remaining: 3.85s
880:	learn: 0.0249488	total: 28.3s	remaining: 3.82s
881:	learn: 0.0248525	total: 28.3s	remaining: 3.79s
882:	learn: 0.0247162	total: 28.4s	remaining: 3.76s
883:	learn: 0.0246130	total: 28.4s	remaining: 3.73s
884:	learn: 0.0245249	total: 28.4s	remaining: 3.69s
885:	learn: 0.0244527	total: 28.5s	remaining: 3.66s
886:	learn: 0.0243953	total: 28.5s	remaining: 3.63s
887:	learn: 0.0242942	total: 28.5s	remaining: 3.6s
888:	learn: 0.0241984	total: 28.6s	remaining: 3.56s
889:	learn: 0.0240831	total: 28.6s	remaining: 3.53s
890:	learn: 0.0240432	total: 28.6s	remaining: 3.5s
891:	learn: 0.0240321	total: 28.7s	remaining: 3.47s
892:	learn: 0.0239923	total: 28.7s	remaining: 3.44s
893:	learn: 0.0238862	total: 28.7s	remaining: 3.4s
894:	learn: 0.0237896	total: 28.8s	remaining: 3.37s
895:	learn: 0.0236844	total: 28.8s	remaining: 3.34s
896:	learn: 0.0235584	total: 28.8s	remaining: 3.31s
897:	learn: 0.0235320	total: 28.9s	remaining: 3.28s
898:	learn: 0.0234397	total: 28.9s	remaining: 3.25s
899:	learn: 0.0233542	total: 28.9s	remaining: 3.21s
900:	learn: 0.0232677	total: 29s	remaining: 3.18s
901:	learn: 0.0232159	total: 29s	remaining: 3.15s
902:	learn: 0.0231403	total: 29s	remaining: 3.12s
903:	learn: 0.0230327	total: 29.1s	remaining: 3.09s
904:	learn: 0.0229584	total: 29.1s	remaining: 3.05s
905:	learn: 0.0228925	total: 29.1s	remaining: 3.02s
906:	learn: 0.0227878	total: 29.2s	remaining: 2.99s
907:	learn: 0.0226978	total: 29.2s	remaining: 2.96s
908:	learn: 0.0226149	total: 29.2s	remaining: 2.93s
909:	learn: 0.0225312	total: 29.3s	remaining: 2.89s
910:	learn: 0.0224489	total: 29.3s	remaining: 2.86s
911:	learn: 0.0223686	total: 29.3s	remaining: 2.83s
912:	learn: 0.0222918	total: 29.4s	remaining: 2.8s
913:	learn: 0.0222277	total: 29.4s	remaining: 2.77s
914:	learn: 0.0221681	total: 29.4s	remaining: 2.73s
915:	learn: 0.0220838	total: 29.5s	remaining: 2.7s
916:	learn: 0.0220275	total: 29.5s	remaining: 2.67s
917:	learn: 0.0219794	total: 29.5s	remaining: 2.64s
918:	learn: 0.0218678	total: 29.6s	remaining: 2.61s
919:	learn: 0.0217866	total: 29.6s	remaining: 2.58s
920:	learn: 0.0216949	total: 29.6s	remaining: 2.54s
921:	learn: 0.0216492	total: 29.7s	remaining: 2.51s
922:	learn: 0.0216205	total: 29.7s	remaining: 2.48s
923:	learn: 0.0214710	total: 29.7s	remaining: 2.45s
924:	learn: 0.0214002	total: 29.8s	remaining: 2.41s
925:	learn: 0.0213167	total: 29.8s	remaining: 2.38s
926:	learn: 0.0212662	total: 29.8s	remaining: 2.35s
927:	learn: 0.0211733	total: 29.9s	remaining: 2.32s
928:	learn: 0.0210572	total: 29.9s	remaining: 2.29s
929:	learn: 0.0209648	total: 29.9s	remaining: 2.25s
930:	learn: 0.0208997	total: 30s	remaining: 2.22s
931:	learn: 0.0208060	total: 30s	remaining: 2.19s
932:	learn: 0.0207173	total: 30.1s	remaining: 2.16s
933:	learn: 0.0206183	total: 30.1s	remaining: 2.13s
934:	learn: 0.0205638	total: 30.1s	remaining: 2.09s
935:	learn: 0.0204957	total: 30.2s	remaining: 2.06s
936:	learn: 0.0204583	total: 30.2s	remaining: 2.03s
937:	learn: 0.0204442	total: 30.2s	remaining: 2s
938:	learn: 0.0203826	total: 30.3s	remaining: 1.97s
939:	learn: 0.0202905	total: 30.3s	remaining: 1.93s
940:	learn: 0.0202081	total: 30.3s	remaining: 1.9s
941:	learn: 0.0201616	total: 30.4s	remaining: 1.87s
942:	learn: 0.0200931	total: 30.4s	remaining: 1.84s
943:	learn: 0.0200064	total: 30.4s	remaining: 1.8s
944:	learn: 0.0199151	total: 30.5s	remaining: 1.77s
945:	learn: 0.0198532	total: 30.5s	remaining: 1.74s
946:	learn: 0.0197926	total: 30.5s	remaining: 1.71s
947:	learn: 0.0197122	total: 30.6s	remaining: 1.68s
948:	learn: 0.0196455	total: 30.6s	remaining: 1.64s
949:	learn: 0.0195885	total: 30.6s	remaining: 1.61s
950:	learn: 0.0195341	total: 30.7s	remaining: 1.58s
951:	learn: 0.0194616	total: 30.7s	remaining: 1.55s
952:	learn: 0.0193704	total: 30.7s	remaining: 1.51s
953:	learn: 0.0192925	total: 30.8s	remaining: 1.48s
954:	learn: 0.0191933	total: 30.8s	remaining: 1.45s
955:	learn: 0.0191612	total: 30.8s	remaining: 1.42s
956:	learn: 0.0190704	total: 30.9s	remaining: 1.39s
957:	learn: 0.0189699	total: 30.9s	remaining: 1.35s
958:	learn: 0.0189376	total: 30.9s	remaining: 1.32s
959:	learn: 0.0188391	total: 31s	remaining: 1.29s
960:	learn: 0.0187622	total: 31s	remaining: 1.26s
961:	learn: 0.0186937	total: 31s	remaining: 1.23s
962:	learn: 0.0186218	total: 31.1s	remaining: 1.19s
963:	learn: 0.0185217	total: 31.1s	remaining: 1.16s
964:	learn: 0.0184384	total: 31.1s	remaining: 1.13s
965:	learn: 0.0183820	total: 31.2s	remaining: 1.1s
966:	learn: 0.0183045	total: 31.2s	remaining: 1.06s
967:	learn: 0.0182651	total: 31.2s	remaining: 1.03s
968:	learn: 0.0181732	total: 31.3s	remaining: 1000ms
969:	learn: 0.0181142	total: 31.3s	remaining: 968ms
970:	learn: 0.0180684	total: 31.3s	remaining: 935ms
971:	learn: 0.0179723	total: 31.4s	remaining: 903ms
972:	learn: 0.0179264	total: 31.4s	remaining: 871ms
973:	learn: 0.0178706	total: 31.4s	remaining: 839ms
974:	learn: 0.0177899	total: 31.5s	remaining: 807ms
975:	learn: 0.0177443	total: 31.5s	remaining: 774ms
976:	learn: 0.0177006	total: 31.5s	remaining: 742ms
977:	learn: 0.0176209	total: 31.6s	remaining: 710ms
978:	learn: 0.0175688	total: 31.6s	remaining: 678ms
979:	learn: 0.0175252	total: 31.6s	remaining: 645ms
980:	learn: 0.0174405	total: 31.7s	remaining: 613ms
981:	learn: 0.0173584	total: 31.7s	remaining: 581ms
982:	learn: 0.0173095	total: 31.8s	remaining: 549ms
983:	learn: 0.0172585	total: 31.8s	remaining: 517ms
984:	learn: 0.0172118	total: 31.8s	remaining: 485ms
985:	learn: 0.0171458	total: 31.9s	remaining: 452ms
986:	learn: 0.0170927	total: 31.9s	remaining: 420ms
987:	learn: 0.0170339	total: 31.9s	remaining: 388ms
988:	learn: 0.0169573	total: 32s	remaining: 356ms
989:	learn: 0.0168924	total: 32s	remaining: 323ms
990:	learn: 0.0168154	total: 32.1s	remaining: 291ms
991:	learn: 0.0167600	total: 32.1s	remaining: 259ms
992:	learn: 0.0166705	total: 32.1s	remaining: 226ms
993:	learn: 0.0166088	total: 32.2s	remaining: 194ms
994:	learn: 0.0165559	total: 32.2s	remaining: 162ms
995:	learn: 0.0164871	total: 32.2s	remaining: 129ms
996:	learn: 0.0164361	total: 32.3s	remaining: 97.1ms
997:	learn: 0.0163709	total: 32.3s	remaining: 64.8ms
998:	learn: 0.0162757	total: 32.4s	remaining: 32.4ms
999:	learn: 0.0162061	total: 32.5s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=5, depth=10, total=  34.0s
[CV] learning_rate=0.03, l2_leaf_reg=5, depth=10 .....................
0:	learn: 0.8857615	total: 39.3ms	remaining: 39.3s
1:	learn: 0.8730639	total: 74.3ms	remaining: 37.1s
2:	learn: 0.8609387	total: 76.5ms	remaining: 25.4s
3:	learn: 0.8499587	total: 108ms	remaining: 26.9s
4:	learn: 0.8396333	total: 143ms	remaining: 28.5s
5:	learn: 0.8317625	total: 190ms	remaining: 31.4s
6:	learn: 0.8212141	total: 228ms	remaining: 32.4s
7:	learn: 0.8123045	total: 266ms	remaining: 32.9s
8:	learn: 0.8023431	total: 298ms	remaining: 32.8s
9:	learn: 0.7925384	total: 328ms	remaining: 32.5s
10:	learn: 0.7857914	total: 362ms	remaining: 32.6s
11:	learn: 0.7773436	total: 399ms	remaining: 32.8s
12:	learn: 0.7674667	total: 429ms	remaining: 32.6s
13:	learn: 0.7573900	total: 463ms	remaining: 32.6s
14:	learn: 0.7468503	total: 498ms	remaining: 32.7s
15:	learn: 0.7376779	total: 531ms	remaining: 32.6s
16:	learn: 0.7294277	total: 563ms	remaining: 32.5s
17:	learn: 0.7180923	total: 567ms	remaining: 30.9s
18:	learn: 0.7086870	total: 601ms	remaining: 31s
19:	learn: 0.7001166	total: 633ms	remaining: 31s
20:	learn: 0.6925612	total: 667ms	remaining: 31.1s
21:	learn: 0.6852550	total: 701ms	remaining: 31.1s
22:	learn: 0.6769642	total: 734ms	remaining: 31.2s
23:	learn: 0.6694085	total: 768ms	remaining: 31.2s
24:	learn: 0.6614957	total: 800ms	remaining: 31.2s
25:	learn: 0.6555589	total: 834ms	remaining: 31.2s
26:	learn: 0.6467317	total: 840ms	remaining: 30.3s
27:	learn: 0.6402255	total: 875ms	remaining: 30.4s
28:	learn: 0.6334607	total: 908ms	remaining: 30.4s
29:	learn: 0.6268341	total: 942ms	remaining: 30.5s
30:	learn: 0.6201794	total: 979ms	remaining: 30.6s
31:	learn: 0.6143685	total: 1.01s	remaining: 30.6s
32:	learn: 0.6078019	total: 1.04s	remaining: 30.5s
33:	learn: 0.6020562	total: 1.08s	remaining: 30.6s
34:	learn: 0.5948031	total: 1.11s	remaining: 30.6s
35:	learn: 0.5895431	total: 1.14s	remaining: 30.5s
36:	learn: 0.5846590	total: 1.18s	remaining: 30.8s
37:	learn: 0.5786246	total: 1.22s	remaining: 30.8s
38:	learn: 0.5728434	total: 1.25s	remaining: 30.9s
39:	learn: 0.5670504	total: 1.29s	remaining: 31s
40:	learn: 0.5623665	total: 1.32s	remaining: 31s
41:	learn: 0.5555430	total: 1.36s	remaining: 31s
42:	learn: 0.5489324	total: 1.39s	remaining: 31s
43:	learn: 0.5441116	total: 1.42s	remaining: 30.9s
44:	learn: 0.5394345	total: 1.46s	remaining: 30.9s
45:	learn: 0.5352476	total: 1.49s	remaining: 31s
46:	learn: 0.5301219	total: 1.53s	remaining: 31s
47:	learn: 0.5249878	total: 1.53s	remaining: 30.3s
48:	learn: 0.5208281	total: 1.57s	remaining: 30.4s
49:	learn: 0.5163512	total: 1.6s	remaining: 30.4s
50:	learn: 0.5123144	total: 1.63s	remaining: 30.4s
51:	learn: 0.5084130	total: 1.67s	remaining: 30.5s
52:	learn: 0.5040296	total: 1.71s	remaining: 30.5s
53:	learn: 0.5005300	total: 1.74s	remaining: 30.5s
54:	learn: 0.4963471	total: 1.78s	remaining: 30.5s
55:	learn: 0.4925461	total: 1.81s	remaining: 30.6s
56:	learn: 0.4878508	total: 1.85s	remaining: 30.7s
57:	learn: 0.4844956	total: 1.89s	remaining: 30.7s
58:	learn: 0.4807057	total: 1.91s	remaining: 30.4s
59:	learn: 0.4767324	total: 1.94s	remaining: 30.4s
60:	learn: 0.4723194	total: 1.98s	remaining: 30.5s
61:	learn: 0.4686824	total: 2.01s	remaining: 30.4s
62:	learn: 0.4648639	total: 2.05s	remaining: 30.5s
63:	learn: 0.4607410	total: 2.08s	remaining: 30.5s
64:	learn: 0.4569936	total: 2.12s	remaining: 30.4s
65:	learn: 0.4535998	total: 2.17s	remaining: 30.7s
66:	learn: 0.4497071	total: 2.25s	remaining: 31.3s
67:	learn: 0.4460933	total: 2.29s	remaining: 31.4s
68:	learn: 0.4421107	total: 2.35s	remaining: 31.8s
69:	learn: 0.4380601	total: 2.4s	remaining: 31.9s
70:	learn: 0.4352583	total: 2.44s	remaining: 32s
71:	learn: 0.4313090	total: 2.48s	remaining: 32s
72:	learn: 0.4279558	total: 2.53s	remaining: 32.1s
73:	learn: 0.4250559	total: 2.57s	remaining: 32.2s
74:	learn: 0.4221698	total: 2.61s	remaining: 32.2s
75:	learn: 0.4191225	total: 2.66s	remaining: 32.3s
76:	learn: 0.4165158	total: 2.7s	remaining: 32.3s
77:	learn: 0.4136782	total: 2.75s	remaining: 32.5s
78:	learn: 0.4109608	total: 2.79s	remaining: 32.5s
79:	learn: 0.4078045	total: 2.84s	remaining: 32.6s
80:	learn: 0.4048878	total: 2.89s	remaining: 32.8s
81:	learn: 0.4019205	total: 2.94s	remaining: 33s
82:	learn: 0.3991750	total: 3s	remaining: 33.1s
83:	learn: 0.3962715	total: 3.05s	remaining: 33.2s
84:	learn: 0.3931418	total: 3.09s	remaining: 33.3s
85:	learn: 0.3895828	total: 3.13s	remaining: 33.3s
86:	learn: 0.3871728	total: 3.17s	remaining: 33.3s
87:	learn: 0.3845860	total: 3.2s	remaining: 33.2s
88:	learn: 0.3815989	total: 3.24s	remaining: 33.2s
89:	learn: 0.3787240	total: 3.27s	remaining: 33.1s
90:	learn: 0.3765672	total: 3.31s	remaining: 33s
91:	learn: 0.3741550	total: 3.36s	remaining: 33.2s
92:	learn: 0.3719960	total: 3.4s	remaining: 33.2s
93:	learn: 0.3697375	total: 3.5s	remaining: 33.8s
94:	learn: 0.3672296	total: 3.54s	remaining: 33.7s
95:	learn: 0.3644244	total: 3.58s	remaining: 33.7s
96:	learn: 0.3620249	total: 3.62s	remaining: 33.7s
97:	learn: 0.3597593	total: 3.65s	remaining: 33.6s
98:	learn: 0.3576957	total: 3.69s	remaining: 33.5s
99:	learn: 0.3556488	total: 3.72s	remaining: 33.5s
100:	learn: 0.3537529	total: 3.75s	remaining: 33.4s
101:	learn: 0.3515949	total: 3.78s	remaining: 33.3s
102:	learn: 0.3495752	total: 3.82s	remaining: 33.2s
103:	learn: 0.3472019	total: 3.85s	remaining: 33.2s
104:	learn: 0.3444814	total: 3.88s	remaining: 33.1s
105:	learn: 0.3423447	total: 3.92s	remaining: 33s
106:	learn: 0.3404379	total: 3.95s	remaining: 33s
107:	learn: 0.3380093	total: 3.96s	remaining: 32.7s
108:	learn: 0.3358099	total: 4s	remaining: 32.7s
109:	learn: 0.3342527	total: 4.03s	remaining: 32.6s
110:	learn: 0.3325438	total: 4.06s	remaining: 32.5s
111:	learn: 0.3304292	total: 4.09s	remaining: 32.5s
112:	learn: 0.3283416	total: 4.13s	remaining: 32.4s
113:	learn: 0.3264605	total: 4.16s	remaining: 32.3s
114:	learn: 0.3246396	total: 4.19s	remaining: 32.3s
115:	learn: 0.3223787	total: 4.22s	remaining: 32.2s
116:	learn: 0.3208285	total: 4.26s	remaining: 32.1s
117:	learn: 0.3190660	total: 4.29s	remaining: 32s
118:	learn: 0.3169901	total: 4.32s	remaining: 32s
119:	learn: 0.3150220	total: 4.35s	remaining: 31.9s
120:	learn: 0.3126612	total: 4.38s	remaining: 31.8s
121:	learn: 0.3108193	total: 4.42s	remaining: 31.8s
122:	learn: 0.3091886	total: 4.45s	remaining: 31.7s
123:	learn: 0.3076859	total: 4.48s	remaining: 31.7s
124:	learn: 0.3060113	total: 4.51s	remaining: 31.6s
125:	learn: 0.3043418	total: 4.55s	remaining: 31.6s
126:	learn: 0.3024877	total: 4.58s	remaining: 31.5s
127:	learn: 0.3009854	total: 4.62s	remaining: 31.5s
128:	learn: 0.2994086	total: 4.66s	remaining: 31.5s
129:	learn: 0.2976171	total: 4.7s	remaining: 31.4s
130:	learn: 0.2960240	total: 4.73s	remaining: 31.4s
131:	learn: 0.2940241	total: 4.77s	remaining: 31.3s
132:	learn: 0.2925149	total: 4.8s	remaining: 31.3s
133:	learn: 0.2910375	total: 4.83s	remaining: 31.2s
134:	learn: 0.2897613	total: 4.87s	remaining: 31.2s
135:	learn: 0.2884056	total: 4.91s	remaining: 31.2s
136:	learn: 0.2870856	total: 4.94s	remaining: 31.1s
137:	learn: 0.2855277	total: 4.97s	remaining: 31.1s
138:	learn: 0.2838449	total: 5.02s	remaining: 31.1s
139:	learn: 0.2823972	total: 5.05s	remaining: 31s
140:	learn: 0.2810332	total: 5.09s	remaining: 31s
141:	learn: 0.2794535	total: 5.13s	remaining: 31s
142:	learn: 0.2779084	total: 5.17s	remaining: 31s
143:	learn: 0.2767880	total: 5.21s	remaining: 31s
144:	learn: 0.2751640	total: 5.26s	remaining: 31s
145:	learn: 0.2734416	total: 5.31s	remaining: 31.1s
146:	learn: 0.2719682	total: 5.35s	remaining: 31.1s
147:	learn: 0.2708054	total: 5.36s	remaining: 30.8s
148:	learn: 0.2695313	total: 5.36s	remaining: 30.6s
149:	learn: 0.2682119	total: 5.4s	remaining: 30.6s
150:	learn: 0.2667689	total: 5.44s	remaining: 30.6s
151:	learn: 0.2655192	total: 5.49s	remaining: 30.6s
152:	learn: 0.2643760	total: 5.53s	remaining: 30.6s
153:	learn: 0.2629190	total: 5.57s	remaining: 30.6s
154:	learn: 0.2616684	total: 5.61s	remaining: 30.6s
155:	learn: 0.2606131	total: 5.62s	remaining: 30.4s
156:	learn: 0.2592709	total: 5.66s	remaining: 30.4s
157:	learn: 0.2582798	total: 5.67s	remaining: 30.2s
158:	learn: 0.2569975	total: 5.72s	remaining: 30.3s
159:	learn: 0.2557718	total: 5.79s	remaining: 30.4s
160:	learn: 0.2544222	total: 5.87s	remaining: 30.6s
161:	learn: 0.2531213	total: 5.91s	remaining: 30.6s
162:	learn: 0.2517698	total: 5.95s	remaining: 30.5s
163:	learn: 0.2505025	total: 5.99s	remaining: 30.5s
164:	learn: 0.2494582	total: 6.12s	remaining: 30.9s
165:	learn: 0.2483625	total: 6.34s	remaining: 31.9s
166:	learn: 0.2476973	total: 6.34s	remaining: 31.6s
167:	learn: 0.2463502	total: 6.4s	remaining: 31.7s
168:	learn: 0.2451892	total: 6.46s	remaining: 31.8s
169:	learn: 0.2440688	total: 6.54s	remaining: 31.9s
170:	learn: 0.2429225	total: 6.6s	remaining: 32s
171:	learn: 0.2419654	total: 6.65s	remaining: 32s
172:	learn: 0.2405267	total: 6.7s	remaining: 32s
173:	learn: 0.2401221	total: 6.7s	remaining: 31.8s
174:	learn: 0.2390218	total: 6.75s	remaining: 31.8s
175:	learn: 0.2377921	total: 6.78s	remaining: 31.7s
176:	learn: 0.2369290	total: 6.79s	remaining: 31.6s
177:	learn: 0.2361349	total: 6.83s	remaining: 31.5s
178:	learn: 0.2349204	total: 6.86s	remaining: 31.5s
179:	learn: 0.2339584	total: 6.89s	remaining: 31.4s
180:	learn: 0.2327556	total: 6.93s	remaining: 31.3s
181:	learn: 0.2316772	total: 6.94s	remaining: 31.2s
182:	learn: 0.2307107	total: 6.98s	remaining: 31.2s
183:	learn: 0.2297989	total: 7.01s	remaining: 31.1s
184:	learn: 0.2288814	total: 7.04s	remaining: 31s
185:	learn: 0.2278354	total: 7.07s	remaining: 31s
186:	learn: 0.2267080	total: 7.11s	remaining: 30.9s
187:	learn: 0.2257245	total: 7.14s	remaining: 30.9s
188:	learn: 0.2247540	total: 7.18s	remaining: 30.8s
189:	learn: 0.2242424	total: 7.22s	remaining: 30.8s
190:	learn: 0.2240374	total: 7.23s	remaining: 30.6s
191:	learn: 0.2228450	total: 7.28s	remaining: 30.6s
192:	learn: 0.2215937	total: 7.31s	remaining: 30.6s
193:	learn: 0.2211895	total: 7.33s	remaining: 30.4s
194:	learn: 0.2207009	total: 7.33s	remaining: 30.2s
195:	learn: 0.2195793	total: 7.36s	remaining: 30.2s
196:	learn: 0.2183192	total: 7.37s	remaining: 30.1s
197:	learn: 0.2181052	total: 7.41s	remaining: 30s
198:	learn: 0.2179294	total: 7.41s	remaining: 29.8s
199:	learn: 0.2176340	total: 7.44s	remaining: 29.8s
200:	learn: 0.2166432	total: 7.47s	remaining: 29.7s
201:	learn: 0.2154670	total: 7.5s	remaining: 29.6s
202:	learn: 0.2147065	total: 7.54s	remaining: 29.6s
203:	learn: 0.2139831	total: 7.58s	remaining: 29.6s
204:	learn: 0.2129588	total: 7.61s	remaining: 29.5s
205:	learn: 0.2126397	total: 7.61s	remaining: 29.3s
206:	learn: 0.2117967	total: 7.65s	remaining: 29.3s
207:	learn: 0.2116207	total: 7.65s	remaining: 29.1s
208:	learn: 0.2106787	total: 7.67s	remaining: 29s
209:	learn: 0.2104775	total: 7.71s	remaining: 29s
210:	learn: 0.2102326	total: 7.72s	remaining: 28.9s
211:	learn: 0.2092821	total: 7.76s	remaining: 28.8s
212:	learn: 0.2090319	total: 7.76s	remaining: 28.7s
213:	learn: 0.2088996	total: 7.76s	remaining: 28.5s
214:	learn: 0.2082240	total: 7.78s	remaining: 28.4s
215:	learn: 0.2072099	total: 7.81s	remaining: 28.4s
216:	learn: 0.2065202	total: 7.81s	remaining: 28.2s
217:	learn: 0.2063816	total: 7.82s	remaining: 28s
218:	learn: 0.2060742	total: 7.85s	remaining: 28s
219:	learn: 0.2050189	total: 7.89s	remaining: 28s
220:	learn: 0.2047132	total: 7.93s	remaining: 28s
221:	learn: 0.2038680	total: 7.98s	remaining: 28s
222:	learn: 0.2029635	total: 8.02s	remaining: 27.9s
223:	learn: 0.2024865	total: 8.05s	remaining: 27.9s
224:	learn: 0.2023323	total: 8.05s	remaining: 27.7s
225:	learn: 0.2015082	total: 8.09s	remaining: 27.7s
226:	learn: 0.2010790	total: 8.12s	remaining: 27.6s
227:	learn: 0.2004887	total: 8.16s	remaining: 27.6s
228:	learn: 0.2002456	total: 8.16s	remaining: 27.5s
229:	learn: 0.1999015	total: 8.21s	remaining: 27.5s
230:	learn: 0.1988151	total: 8.25s	remaining: 27.5s
231:	learn: 0.1985052	total: 8.3s	remaining: 27.5s
232:	learn: 0.1979026	total: 8.34s	remaining: 27.4s
233:	learn: 0.1977247	total: 8.36s	remaining: 27.4s
234:	learn: 0.1968531	total: 8.4s	remaining: 27.3s
235:	learn: 0.1965684	total: 8.44s	remaining: 27.3s
236:	learn: 0.1959495	total: 8.51s	remaining: 27.4s
237:	learn: 0.1956766	total: 8.56s	remaining: 27.4s
238:	learn: 0.1945255	total: 8.62s	remaining: 27.5s
239:	learn: 0.1935615	total: 8.68s	remaining: 27.5s
240:	learn: 0.1928622	total: 8.73s	remaining: 27.5s
241:	learn: 0.1920868	total: 8.73s	remaining: 27.4s
242:	learn: 0.1918211	total: 8.76s	remaining: 27.3s
243:	learn: 0.1915541	total: 8.81s	remaining: 27.3s
244:	learn: 0.1908378	total: 8.87s	remaining: 27.3s
245:	learn: 0.1905778	total: 8.88s	remaining: 27.2s
246:	learn: 0.1898536	total: 8.92s	remaining: 27.2s
247:	learn: 0.1889061	total: 8.97s	remaining: 27.2s
248:	learn: 0.1886391	total: 9.01s	remaining: 27.2s
249:	learn: 0.1884112	total: 9.02s	remaining: 27.1s
250:	learn: 0.1881704	total: 9.03s	remaining: 26.9s
251:	learn: 0.1878660	total: 9.07s	remaining: 26.9s
252:	learn: 0.1875729	total: 9.12s	remaining: 26.9s
253:	learn: 0.1864435	total: 9.17s	remaining: 26.9s
254:	learn: 0.1862121	total: 9.18s	remaining: 26.8s
255:	learn: 0.1859681	total: 9.2s	remaining: 26.7s
256:	learn: 0.1857121	total: 9.24s	remaining: 26.7s
257:	learn: 0.1851899	total: 9.28s	remaining: 26.7s
258:	learn: 0.1841984	total: 9.32s	remaining: 26.7s
259:	learn: 0.1839504	total: 9.37s	remaining: 26.7s
260:	learn: 0.1832043	total: 9.41s	remaining: 26.7s
261:	learn: 0.1830446	total: 9.46s	remaining: 26.6s
262:	learn: 0.1824744	total: 9.47s	remaining: 26.5s
263:	learn: 0.1819072	total: 9.51s	remaining: 26.5s
264:	learn: 0.1815735	total: 9.55s	remaining: 26.5s
265:	learn: 0.1810636	total: 9.58s	remaining: 26.4s
266:	learn: 0.1803593	total: 9.75s	remaining: 26.8s
267:	learn: 0.1801194	total: 9.8s	remaining: 26.8s
268:	learn: 0.1798874	total: 9.86s	remaining: 26.8s
269:	learn: 0.1795862	total: 9.92s	remaining: 26.8s
270:	learn: 0.1786713	total: 9.99s	remaining: 26.9s
271:	learn: 0.1782142	total: 10s	remaining: 26.9s
272:	learn: 0.1772379	total: 10.1s	remaining: 26.9s
273:	learn: 0.1764430	total: 10.1s	remaining: 26.9s
274:	learn: 0.1762454	total: 10.2s	remaining: 26.9s
275:	learn: 0.1760372	total: 10.2s	remaining: 26.8s
276:	learn: 0.1756426	total: 10.2s	remaining: 26.6s
277:	learn: 0.1751125	total: 10.2s	remaining: 26.6s
278:	learn: 0.1749834	total: 10.3s	remaining: 26.6s
279:	learn: 0.1739893	total: 10.3s	remaining: 26.6s
280:	learn: 0.1737290	total: 10.4s	remaining: 26.6s
281:	learn: 0.1735778	total: 10.4s	remaining: 26.5s
282:	learn: 0.1725585	total: 10.5s	remaining: 26.5s
283:	learn: 0.1722823	total: 10.5s	remaining: 26.5s
284:	learn: 0.1715031	total: 10.6s	remaining: 26.5s
285:	learn: 0.1705112	total: 10.6s	remaining: 26.5s
286:	learn: 0.1703189	total: 10.6s	remaining: 26.4s
287:	learn: 0.1700621	total: 10.7s	remaining: 26.4s
288:	learn: 0.1697526	total: 10.8s	remaining: 26.5s
289:	learn: 0.1696407	total: 10.8s	remaining: 26.5s
290:	learn: 0.1694421	total: 10.9s	remaining: 26.5s
291:	learn: 0.1693172	total: 10.9s	remaining: 26.4s
292:	learn: 0.1686007	total: 10.9s	remaining: 26.4s
293:	learn: 0.1680864	total: 11s	remaining: 26.5s
294:	learn: 0.1677794	total: 11.1s	remaining: 26.5s
295:	learn: 0.1673390	total: 11.1s	remaining: 26.3s
296:	learn: 0.1669643	total: 11.1s	remaining: 26.3s
297:	learn: 0.1662698	total: 11.1s	remaining: 26.2s
298:	learn: 0.1660744	total: 11.1s	remaining: 26.1s
299:	learn: 0.1651681	total: 11.2s	remaining: 26.1s
300:	learn: 0.1649958	total: 11.2s	remaining: 26s
301:	learn: 0.1647924	total: 11.2s	remaining: 26s
302:	learn: 0.1640098	total: 11.3s	remaining: 25.9s
303:	learn: 0.1635942	total: 11.3s	remaining: 25.9s
304:	learn: 0.1634176	total: 11.3s	remaining: 25.8s
305:	learn: 0.1627385	total: 11.4s	remaining: 25.8s
306:	learn: 0.1620771	total: 11.4s	remaining: 25.7s
307:	learn: 0.1618851	total: 11.4s	remaining: 25.7s
308:	learn: 0.1610598	total: 11.5s	remaining: 25.7s
309:	learn: 0.1603350	total: 11.5s	remaining: 25.6s
310:	learn: 0.1601271	total: 11.5s	remaining: 25.5s
311:	learn: 0.1599375	total: 11.5s	remaining: 25.4s
312:	learn: 0.1591937	total: 11.6s	remaining: 25.4s
313:	learn: 0.1582896	total: 11.6s	remaining: 25.3s
314:	learn: 0.1581857	total: 11.6s	remaining: 25.3s
315:	learn: 0.1574924	total: 11.7s	remaining: 25.2s
316:	learn: 0.1567724	total: 11.7s	remaining: 25.2s
317:	learn: 0.1566310	total: 11.7s	remaining: 25.1s
318:	learn: 0.1560205	total: 11.8s	remaining: 25.1s
319:	learn: 0.1559169	total: 11.8s	remaining: 25s
320:	learn: 0.1550492	total: 11.8s	remaining: 25s
321:	learn: 0.1542514	total: 11.8s	remaining: 25s
322:	learn: 0.1535365	total: 11.9s	remaining: 24.9s
323:	learn: 0.1530191	total: 11.9s	remaining: 24.8s
324:	learn: 0.1523252	total: 11.9s	remaining: 24.8s
325:	learn: 0.1516313	total: 12s	remaining: 24.8s
326:	learn: 0.1514314	total: 12s	remaining: 24.7s
327:	learn: 0.1505750	total: 12s	remaining: 24.7s
328:	learn: 0.1502070	total: 12.1s	remaining: 24.6s
329:	learn: 0.1501105	total: 12.1s	remaining: 24.6s
330:	learn: 0.1494765	total: 12.1s	remaining: 24.5s
331:	learn: 0.1493713	total: 12.1s	remaining: 24.4s
332:	learn: 0.1486040	total: 12.2s	remaining: 24.4s
333:	learn: 0.1478704	total: 12.2s	remaining: 24.3s
334:	learn: 0.1472940	total: 12.2s	remaining: 24.3s
335:	learn: 0.1471434	total: 12.2s	remaining: 24.2s
336:	learn: 0.1469756	total: 12.3s	remaining: 24.2s
337:	learn: 0.1462522	total: 12.3s	remaining: 24.1s
338:	learn: 0.1460785	total: 12.3s	remaining: 24s
339:	learn: 0.1459906	total: 12.4s	remaining: 24s
340:	learn: 0.1457627	total: 12.4s	remaining: 24s
341:	learn: 0.1449570	total: 12.4s	remaining: 23.9s
342:	learn: 0.1447154	total: 12.5s	remaining: 23.9s
343:	learn: 0.1444349	total: 12.5s	remaining: 23.9s
344:	learn: 0.1437438	total: 12.6s	remaining: 23.8s
345:	learn: 0.1436551	total: 12.6s	remaining: 23.8s
346:	learn: 0.1435206	total: 12.6s	remaining: 23.7s
347:	learn: 0.1427230	total: 12.6s	remaining: 23.6s
348:	learn: 0.1424709	total: 12.6s	remaining: 23.5s
349:	learn: 0.1423133	total: 12.7s	remaining: 23.5s
350:	learn: 0.1420919	total: 12.7s	remaining: 23.5s
351:	learn: 0.1413873	total: 12.7s	remaining: 23.4s
352:	learn: 0.1412592	total: 12.7s	remaining: 23.3s
353:	learn: 0.1407039	total: 12.8s	remaining: 23.3s
354:	learn: 0.1402315	total: 12.8s	remaining: 23.2s
355:	learn: 0.1400075	total: 12.8s	remaining: 23.2s
356:	learn: 0.1399267	total: 12.8s	remaining: 23.1s
357:	learn: 0.1392672	total: 12.9s	remaining: 23s
358:	learn: 0.1389680	total: 12.9s	remaining: 22.9s
359:	learn: 0.1386787	total: 12.9s	remaining: 22.9s
360:	learn: 0.1381466	total: 12.9s	remaining: 22.9s
361:	learn: 0.1377050	total: 13s	remaining: 22.8s
362:	learn: 0.1369785	total: 13s	remaining: 22.8s
363:	learn: 0.1368302	total: 13s	remaining: 22.7s
364:	learn: 0.1363577	total: 13s	remaining: 22.6s
365:	learn: 0.1361827	total: 13s	remaining: 22.6s
366:	learn: 0.1360007	total: 13.1s	remaining: 22.5s
367:	learn: 0.1359121	total: 13.1s	remaining: 22.5s
368:	learn: 0.1351678	total: 13.1s	remaining: 22.4s
369:	learn: 0.1344375	total: 13.2s	remaining: 22.4s
370:	learn: 0.1343610	total: 13.2s	remaining: 22.4s
371:	learn: 0.1337443	total: 13.2s	remaining: 22.3s
372:	learn: 0.1335826	total: 13.2s	remaining: 22.3s
373:	learn: 0.1330562	total: 13.3s	remaining: 22.2s
374:	learn: 0.1324592	total: 13.3s	remaining: 22.2s
375:	learn: 0.1316579	total: 13.3s	remaining: 22.1s
376:	learn: 0.1310124	total: 13.4s	remaining: 22.1s
377:	learn: 0.1305163	total: 13.4s	remaining: 22.1s
378:	learn: 0.1301186	total: 13.4s	remaining: 22s
379:	learn: 0.1298956	total: 13.5s	remaining: 22s
380:	learn: 0.1292359	total: 13.5s	remaining: 21.9s
381:	learn: 0.1288128	total: 13.5s	remaining: 21.9s
382:	learn: 0.1281771	total: 13.6s	remaining: 21.9s
383:	learn: 0.1276004	total: 13.6s	remaining: 21.9s
384:	learn: 0.1274737	total: 13.6s	remaining: 21.8s
385:	learn: 0.1272894	total: 13.7s	remaining: 21.8s
386:	learn: 0.1272221	total: 13.8s	remaining: 21.8s
387:	learn: 0.1271557	total: 13.8s	remaining: 21.8s
388:	learn: 0.1268741	total: 13.9s	remaining: 21.8s
389:	learn: 0.1262720	total: 13.9s	remaining: 21.7s
390:	learn: 0.1257769	total: 13.9s	remaining: 21.7s
391:	learn: 0.1256066	total: 14s	remaining: 21.6s
392:	learn: 0.1251695	total: 14s	remaining: 21.6s
393:	learn: 0.1247204	total: 14s	remaining: 21.6s
394:	learn: 0.1246549	total: 14s	remaining: 21.5s
395:	learn: 0.1245306	total: 14.1s	remaining: 21.4s
396:	learn: 0.1241761	total: 14.1s	remaining: 21.4s
397:	learn: 0.1237500	total: 14.1s	remaining: 21.3s
398:	learn: 0.1232853	total: 14.1s	remaining: 21.3s
399:	learn: 0.1227017	total: 14.2s	remaining: 21.3s
400:	learn: 0.1224540	total: 14.2s	remaining: 21.2s
401:	learn: 0.1219294	total: 14.2s	remaining: 21.2s
402:	learn: 0.1213418	total: 14.3s	remaining: 21.1s
403:	learn: 0.1209353	total: 14.3s	remaining: 21.1s
404:	learn: 0.1205094	total: 14.3s	remaining: 21.1s
405:	learn: 0.1200105	total: 14.4s	remaining: 21s
406:	learn: 0.1198950	total: 14.4s	remaining: 20.9s
407:	learn: 0.1193533	total: 14.4s	remaining: 20.9s
408:	learn: 0.1192481	total: 14.4s	remaining: 20.9s
409:	learn: 0.1187562	total: 14.5s	remaining: 20.8s
410:	learn: 0.1186989	total: 14.5s	remaining: 20.7s
411:	learn: 0.1186136	total: 14.5s	remaining: 20.7s
412:	learn: 0.1185158	total: 14.5s	remaining: 20.6s
413:	learn: 0.1184319	total: 14.5s	remaining: 20.6s
414:	learn: 0.1179898	total: 14.6s	remaining: 20.5s
415:	learn: 0.1175805	total: 14.6s	remaining: 20.5s
416:	learn: 0.1171362	total: 14.6s	remaining: 20.5s
417:	learn: 0.1165639	total: 14.7s	remaining: 20.4s
418:	learn: 0.1159383	total: 14.7s	remaining: 20.4s
419:	learn: 0.1157701	total: 14.7s	remaining: 20.3s
420:	learn: 0.1151813	total: 14.8s	remaining: 20.3s
421:	learn: 0.1150813	total: 14.8s	remaining: 20.2s
422:	learn: 0.1146481	total: 14.8s	remaining: 20.2s
423:	learn: 0.1144463	total: 14.8s	remaining: 20.1s
424:	learn: 0.1138855	total: 14.8s	remaining: 20.1s
425:	learn: 0.1137635	total: 14.9s	remaining: 20s
426:	learn: 0.1136181	total: 14.9s	remaining: 20s
427:	learn: 0.1130471	total: 14.9s	remaining: 19.9s
428:	learn: 0.1125148	total: 14.9s	remaining: 19.9s
429:	learn: 0.1124381	total: 14.9s	remaining: 19.8s
430:	learn: 0.1121143	total: 15s	remaining: 19.8s
431:	learn: 0.1116727	total: 15s	remaining: 19.7s
432:	learn: 0.1111539	total: 15s	remaining: 19.7s
433:	learn: 0.1107302	total: 15.1s	remaining: 19.6s
434:	learn: 0.1106635	total: 15.1s	remaining: 19.6s
435:	learn: 0.1102865	total: 15.1s	remaining: 19.6s
436:	learn: 0.1098124	total: 15.1s	remaining: 19.5s
437:	learn: 0.1096838	total: 15.2s	remaining: 19.5s
438:	learn: 0.1092471	total: 15.2s	remaining: 19.4s
439:	learn: 0.1087343	total: 15.2s	remaining: 19.4s
440:	learn: 0.1083156	total: 15.3s	remaining: 19.3s
441:	learn: 0.1082348	total: 15.3s	remaining: 19.3s
442:	learn: 0.1077418	total: 15.3s	remaining: 19.2s
443:	learn: 0.1072205	total: 15.3s	remaining: 19.2s
444:	learn: 0.1068453	total: 15.3s	remaining: 19.1s
445:	learn: 0.1064769	total: 15.4s	remaining: 19.1s
446:	learn: 0.1060864	total: 15.4s	remaining: 19.1s
447:	learn: 0.1056410	total: 15.4s	remaining: 19s
448:	learn: 0.1055890	total: 15.5s	remaining: 19s
449:	learn: 0.1055094	total: 15.5s	remaining: 18.9s
450:	learn: 0.1050426	total: 15.5s	remaining: 18.9s
451:	learn: 0.1048778	total: 15.5s	remaining: 18.8s
452:	learn: 0.1048147	total: 15.6s	remaining: 18.8s
453:	learn: 0.1047568	total: 15.6s	remaining: 18.7s
454:	learn: 0.1043069	total: 15.6s	remaining: 18.7s
455:	learn: 0.1038575	total: 15.7s	remaining: 18.7s
456:	learn: 0.1033202	total: 15.7s	remaining: 18.7s
457:	learn: 0.1028346	total: 15.7s	remaining: 18.6s
458:	learn: 0.1024572	total: 15.8s	remaining: 18.6s
459:	learn: 0.1023464	total: 15.8s	remaining: 18.6s
460:	learn: 0.1022150	total: 15.8s	remaining: 18.5s
461:	learn: 0.1017103	total: 15.9s	remaining: 18.5s
462:	learn: 0.1013586	total: 15.9s	remaining: 18.4s
463:	learn: 0.1011575	total: 15.9s	remaining: 18.4s
464:	learn: 0.1006999	total: 16s	remaining: 18.4s
465:	learn: 0.1002493	total: 16s	remaining: 18.4s
466:	learn: 0.1001990	total: 16.1s	remaining: 18.3s
467:	learn: 0.1001535	total: 16.1s	remaining: 18.3s
468:	learn: 0.0997989	total: 16.1s	remaining: 18.2s
469:	learn: 0.0997456	total: 16.1s	remaining: 18.2s
470:	learn: 0.0995177	total: 16.2s	remaining: 18.1s
471:	learn: 0.0990102	total: 16.2s	remaining: 18.1s
472:	learn: 0.0987969	total: 16.2s	remaining: 18.1s
473:	learn: 0.0985153	total: 16.2s	remaining: 18s
474:	learn: 0.0981223	total: 16.3s	remaining: 18s
475:	learn: 0.0980651	total: 16.3s	remaining: 17.9s
476:	learn: 0.0975843	total: 16.3s	remaining: 17.9s
477:	learn: 0.0972260	total: 16.3s	remaining: 17.8s
478:	learn: 0.0971800	total: 16.4s	remaining: 17.8s
479:	learn: 0.0968784	total: 16.4s	remaining: 17.8s
480:	learn: 0.0965403	total: 16.4s	remaining: 17.7s
481:	learn: 0.0964281	total: 16.5s	remaining: 17.7s
482:	learn: 0.0959749	total: 16.5s	remaining: 17.7s
483:	learn: 0.0955703	total: 16.5s	remaining: 17.6s
484:	learn: 0.0950743	total: 16.6s	remaining: 17.6s
485:	learn: 0.0947281	total: 16.6s	remaining: 17.6s
486:	learn: 0.0944149	total: 16.6s	remaining: 17.5s
487:	learn: 0.0939928	total: 16.7s	remaining: 17.5s
488:	learn: 0.0935609	total: 16.7s	remaining: 17.4s
489:	learn: 0.0930999	total: 16.7s	remaining: 17.4s
490:	learn: 0.0926659	total: 16.8s	remaining: 17.4s
491:	learn: 0.0923301	total: 16.8s	remaining: 17.3s
492:	learn: 0.0922622	total: 16.8s	remaining: 17.3s
493:	learn: 0.0921907	total: 16.8s	remaining: 17.2s
494:	learn: 0.0920625	total: 16.9s	remaining: 17.2s
495:	learn: 0.0917360	total: 16.9s	remaining: 17.2s
496:	learn: 0.0913968	total: 16.9s	remaining: 17.2s
497:	learn: 0.0911322	total: 17s	remaining: 17.1s
498:	learn: 0.0907839	total: 17s	remaining: 17.1s
499:	learn: 0.0904106	total: 17s	remaining: 17s
500:	learn: 0.0902079	total: 17.1s	remaining: 17s
501:	learn: 0.0901192	total: 17.1s	remaining: 17s
502:	learn: 0.0896815	total: 17.1s	remaining: 16.9s
503:	learn: 0.0893115	total: 17.2s	remaining: 16.9s
504:	learn: 0.0892136	total: 17.2s	remaining: 16.9s
505:	learn: 0.0889174	total: 17.2s	remaining: 16.8s
506:	learn: 0.0888803	total: 17.2s	remaining: 16.8s
507:	learn: 0.0886439	total: 17.3s	remaining: 16.7s
508:	learn: 0.0886080	total: 17.3s	remaining: 16.7s
509:	learn: 0.0884942	total: 17.3s	remaining: 16.6s
510:	learn: 0.0880855	total: 17.4s	remaining: 16.6s
511:	learn: 0.0876868	total: 17.4s	remaining: 16.6s
512:	learn: 0.0872234	total: 17.4s	remaining: 16.6s
513:	learn: 0.0867597	total: 17.5s	remaining: 16.5s
514:	learn: 0.0867056	total: 17.5s	remaining: 16.5s
515:	learn: 0.0865990	total: 17.5s	remaining: 16.4s
516:	learn: 0.0861585	total: 17.6s	remaining: 16.4s
517:	learn: 0.0858903	total: 17.6s	remaining: 16.4s
518:	learn: 0.0855134	total: 17.7s	remaining: 16.4s
519:	learn: 0.0851092	total: 17.7s	remaining: 16.3s
520:	learn: 0.0846819	total: 17.7s	remaining: 16.3s
521:	learn: 0.0846469	total: 17.8s	remaining: 16.3s
522:	learn: 0.0841429	total: 17.8s	remaining: 16.2s
523:	learn: 0.0837890	total: 17.8s	remaining: 16.2s
524:	learn: 0.0834892	total: 17.9s	remaining: 16.2s
525:	learn: 0.0831748	total: 17.9s	remaining: 16.2s
526:	learn: 0.0828546	total: 18s	remaining: 16.1s
527:	learn: 0.0825028	total: 18s	remaining: 16.1s
528:	learn: 0.0821391	total: 18.1s	remaining: 16.1s
529:	learn: 0.0820328	total: 18.1s	remaining: 16s
530:	learn: 0.0816924	total: 18.1s	remaining: 16s
531:	learn: 0.0814098	total: 18.2s	remaining: 16s
532:	learn: 0.0812529	total: 18.2s	remaining: 15.9s
533:	learn: 0.0810772	total: 18.2s	remaining: 15.9s
534:	learn: 0.0810004	total: 18.3s	remaining: 15.9s
535:	learn: 0.0805772	total: 18.3s	remaining: 15.8s
536:	learn: 0.0802011	total: 18.3s	remaining: 15.8s
537:	learn: 0.0798247	total: 18.4s	remaining: 15.8s
538:	learn: 0.0797743	total: 18.4s	remaining: 15.7s
539:	learn: 0.0796218	total: 18.4s	remaining: 15.7s
540:	learn: 0.0795156	total: 18.5s	remaining: 15.7s
541:	learn: 0.0791060	total: 18.5s	remaining: 15.6s
542:	learn: 0.0787267	total: 18.5s	remaining: 15.6s
543:	learn: 0.0786540	total: 18.5s	remaining: 15.5s
544:	learn: 0.0783314	total: 18.6s	remaining: 15.5s
545:	learn: 0.0780377	total: 18.6s	remaining: 15.5s
546:	learn: 0.0777134	total: 18.6s	remaining: 15.4s
547:	learn: 0.0773607	total: 18.7s	remaining: 15.4s
548:	learn: 0.0769365	total: 18.7s	remaining: 15.4s
549:	learn: 0.0766201	total: 18.7s	remaining: 15.3s
550:	learn: 0.0762379	total: 18.8s	remaining: 15.3s
551:	learn: 0.0759252	total: 18.8s	remaining: 15.3s
552:	learn: 0.0756018	total: 18.8s	remaining: 15.2s
553:	learn: 0.0752542	total: 18.9s	remaining: 15.2s
554:	learn: 0.0749650	total: 18.9s	remaining: 15.2s
555:	learn: 0.0745653	total: 18.9s	remaining: 15.1s
556:	learn: 0.0743004	total: 19s	remaining: 15.1s
557:	learn: 0.0739616	total: 19s	remaining: 15.1s
558:	learn: 0.0738230	total: 19s	remaining: 15s
559:	learn: 0.0735887	total: 19.1s	remaining: 15s
560:	learn: 0.0732602	total: 19.1s	remaining: 14.9s
561:	learn: 0.0730409	total: 19.1s	remaining: 14.9s
562:	learn: 0.0728046	total: 19.2s	remaining: 14.9s
563:	learn: 0.0724526	total: 19.2s	remaining: 14.8s
564:	learn: 0.0721658	total: 19.2s	remaining: 14.8s
565:	learn: 0.0718001	total: 19.2s	remaining: 14.8s
566:	learn: 0.0714715	total: 19.3s	remaining: 14.7s
567:	learn: 0.0711101	total: 19.3s	remaining: 14.7s
568:	learn: 0.0707542	total: 19.3s	remaining: 14.6s
569:	learn: 0.0707236	total: 19.4s	remaining: 14.6s
570:	learn: 0.0706943	total: 19.4s	remaining: 14.6s
571:	learn: 0.0704204	total: 19.4s	remaining: 14.5s
572:	learn: 0.0702559	total: 19.5s	remaining: 14.5s
573:	learn: 0.0700447	total: 19.5s	remaining: 14.5s
574:	learn: 0.0698902	total: 19.5s	remaining: 14.4s
575:	learn: 0.0695425	total: 19.6s	remaining: 14.4s
576:	learn: 0.0692517	total: 19.6s	remaining: 14.4s
577:	learn: 0.0691821	total: 19.6s	remaining: 14.3s
578:	learn: 0.0688924	total: 19.6s	remaining: 14.3s
579:	learn: 0.0686771	total: 19.7s	remaining: 14.2s
580:	learn: 0.0685905	total: 19.7s	remaining: 14.2s
581:	learn: 0.0683860	total: 19.7s	remaining: 14.2s
582:	learn: 0.0680619	total: 19.8s	remaining: 14.2s
583:	learn: 0.0677696	total: 19.8s	remaining: 14.1s
584:	learn: 0.0674574	total: 19.9s	remaining: 14.1s
585:	learn: 0.0672404	total: 19.9s	remaining: 14.1s
586:	learn: 0.0668741	total: 20s	remaining: 14s
587:	learn: 0.0668362	total: 20s	remaining: 14s
588:	learn: 0.0666325	total: 20s	remaining: 14s
589:	learn: 0.0662476	total: 20s	remaining: 13.9s
590:	learn: 0.0659611	total: 20.1s	remaining: 13.9s
591:	learn: 0.0657611	total: 20.1s	remaining: 13.9s
592:	learn: 0.0657048	total: 20.2s	remaining: 13.8s
593:	learn: 0.0653529	total: 20.2s	remaining: 13.8s
594:	learn: 0.0653005	total: 20.2s	remaining: 13.8s
595:	learn: 0.0650266	total: 20.3s	remaining: 13.7s
596:	learn: 0.0647392	total: 20.3s	remaining: 13.7s
597:	learn: 0.0644478	total: 20.4s	remaining: 13.7s
598:	learn: 0.0643631	total: 20.4s	remaining: 13.6s
599:	learn: 0.0641399	total: 20.4s	remaining: 13.6s
600:	learn: 0.0639697	total: 20.5s	remaining: 13.6s
601:	learn: 0.0639453	total: 20.5s	remaining: 13.6s
602:	learn: 0.0638225	total: 20.5s	remaining: 13.5s
603:	learn: 0.0634843	total: 20.6s	remaining: 13.5s
604:	learn: 0.0631897	total: 20.6s	remaining: 13.5s
605:	learn: 0.0629089	total: 20.7s	remaining: 13.4s
606:	learn: 0.0627364	total: 20.7s	remaining: 13.4s
607:	learn: 0.0624336	total: 20.8s	remaining: 13.4s
608:	learn: 0.0621445	total: 20.9s	remaining: 13.4s
609:	learn: 0.0618313	total: 20.9s	remaining: 13.4s
610:	learn: 0.0615793	total: 20.9s	remaining: 13.3s
611:	learn: 0.0613265	total: 21s	remaining: 13.3s
612:	learn: 0.0611226	total: 21s	remaining: 13.3s
613:	learn: 0.0608522	total: 21s	remaining: 13.2s
614:	learn: 0.0606072	total: 21.1s	remaining: 13.2s
615:	learn: 0.0603016	total: 21.1s	remaining: 13.1s
616:	learn: 0.0602715	total: 21.1s	remaining: 13.1s
617:	learn: 0.0599109	total: 21.2s	remaining: 13.1s
618:	learn: 0.0597135	total: 21.2s	remaining: 13.1s
619:	learn: 0.0594892	total: 21.2s	remaining: 13s
620:	learn: 0.0592938	total: 21.3s	remaining: 13s
621:	learn: 0.0589895	total: 21.3s	remaining: 12.9s
622:	learn: 0.0587906	total: 21.3s	remaining: 12.9s
623:	learn: 0.0585576	total: 21.4s	remaining: 12.9s
624:	learn: 0.0584903	total: 21.4s	remaining: 12.8s
625:	learn: 0.0583557	total: 21.4s	remaining: 12.8s
626:	learn: 0.0580986	total: 21.5s	remaining: 12.8s
627:	learn: 0.0578261	total: 21.5s	remaining: 12.7s
628:	learn: 0.0575949	total: 21.5s	remaining: 12.7s
629:	learn: 0.0572797	total: 21.6s	remaining: 12.7s
630:	learn: 0.0571349	total: 21.6s	remaining: 12.6s
631:	learn: 0.0568526	total: 21.6s	remaining: 12.6s
632:	learn: 0.0567102	total: 21.7s	remaining: 12.6s
633:	learn: 0.0564518	total: 21.7s	remaining: 12.5s
634:	learn: 0.0563225	total: 21.7s	remaining: 12.5s
635:	learn: 0.0560397	total: 21.8s	remaining: 12.5s
636:	learn: 0.0557277	total: 21.8s	remaining: 12.4s
637:	learn: 0.0557046	total: 21.9s	remaining: 12.4s
638:	learn: 0.0555364	total: 21.9s	remaining: 12.4s
639:	learn: 0.0554690	total: 21.9s	remaining: 12.3s
640:	learn: 0.0554170	total: 21.9s	remaining: 12.3s
641:	learn: 0.0551065	total: 22s	remaining: 12.3s
642:	learn: 0.0549977	total: 22s	remaining: 12.2s
643:	learn: 0.0548239	total: 22s	remaining: 12.2s
644:	learn: 0.0547036	total: 22.1s	remaining: 12.1s
645:	learn: 0.0545347	total: 22.1s	remaining: 12.1s
646:	learn: 0.0545135	total: 22.2s	remaining: 12.1s
647:	learn: 0.0543198	total: 22.2s	remaining: 12.1s
648:	learn: 0.0541105	total: 22.3s	remaining: 12s
649:	learn: 0.0539810	total: 22.3s	remaining: 12s
650:	learn: 0.0536948	total: 22.3s	remaining: 12s
651:	learn: 0.0535149	total: 22.4s	remaining: 11.9s
652:	learn: 0.0533680	total: 22.4s	remaining: 11.9s
653:	learn: 0.0531214	total: 22.4s	remaining: 11.9s
654:	learn: 0.0529232	total: 22.5s	remaining: 11.8s
655:	learn: 0.0526155	total: 22.5s	remaining: 11.8s
656:	learn: 0.0524277	total: 22.5s	remaining: 11.8s
657:	learn: 0.0522563	total: 22.6s	remaining: 11.7s
658:	learn: 0.0521169	total: 22.6s	remaining: 11.7s
659:	learn: 0.0519631	total: 22.6s	remaining: 11.7s
660:	learn: 0.0517967	total: 22.7s	remaining: 11.6s
661:	learn: 0.0515816	total: 22.7s	remaining: 11.6s
662:	learn: 0.0513030	total: 22.8s	remaining: 11.6s
663:	learn: 0.0510574	total: 22.8s	remaining: 11.5s
664:	learn: 0.0509232	total: 22.8s	remaining: 11.5s
665:	learn: 0.0506956	total: 22.9s	remaining: 11.5s
666:	learn: 0.0504888	total: 22.9s	remaining: 11.4s
667:	learn: 0.0502260	total: 22.9s	remaining: 11.4s
668:	learn: 0.0501435	total: 23s	remaining: 11.4s
669:	learn: 0.0499948	total: 23s	remaining: 11.3s
670:	learn: 0.0497599	total: 23.1s	remaining: 11.3s
671:	learn: 0.0496098	total: 23.1s	remaining: 11.3s
672:	learn: 0.0494144	total: 23.1s	remaining: 11.2s
673:	learn: 0.0491687	total: 23.2s	remaining: 11.2s
674:	learn: 0.0491072	total: 23.2s	remaining: 11.2s
675:	learn: 0.0489361	total: 23.2s	remaining: 11.1s
676:	learn: 0.0487328	total: 23.3s	remaining: 11.1s
677:	learn: 0.0485372	total: 23.3s	remaining: 11.1s
678:	learn: 0.0482713	total: 23.4s	remaining: 11s
679:	learn: 0.0480352	total: 23.4s	remaining: 11s
680:	learn: 0.0479260	total: 23.4s	remaining: 11s
681:	learn: 0.0477006	total: 23.5s	remaining: 10.9s
682:	learn: 0.0474842	total: 23.5s	remaining: 10.9s
683:	learn: 0.0473255	total: 23.5s	remaining: 10.9s
684:	learn: 0.0471158	total: 23.6s	remaining: 10.8s
685:	learn: 0.0468259	total: 23.6s	remaining: 10.8s
686:	learn: 0.0465941	total: 23.6s	remaining: 10.8s
687:	learn: 0.0463321	total: 23.7s	remaining: 10.7s
688:	learn: 0.0461972	total: 23.7s	remaining: 10.7s
689:	learn: 0.0461803	total: 23.7s	remaining: 10.7s
690:	learn: 0.0459417	total: 23.8s	remaining: 10.6s
691:	learn: 0.0456945	total: 23.8s	remaining: 10.6s
692:	learn: 0.0455009	total: 23.8s	remaining: 10.6s
693:	learn: 0.0453461	total: 23.9s	remaining: 10.5s
694:	learn: 0.0451572	total: 23.9s	remaining: 10.5s
695:	learn: 0.0450306	total: 24s	remaining: 10.5s
696:	learn: 0.0448226	total: 24s	remaining: 10.4s
697:	learn: 0.0446470	total: 24s	remaining: 10.4s
698:	learn: 0.0444257	total: 24.1s	remaining: 10.4s
699:	learn: 0.0442912	total: 24.1s	remaining: 10.3s
700:	learn: 0.0441529	total: 24.2s	remaining: 10.3s
701:	learn: 0.0440938	total: 24.2s	remaining: 10.3s
702:	learn: 0.0439107	total: 24.3s	remaining: 10.3s
703:	learn: 0.0436886	total: 24.3s	remaining: 10.2s
704:	learn: 0.0435686	total: 24.4s	remaining: 10.2s
705:	learn: 0.0433283	total: 24.4s	remaining: 10.2s
706:	learn: 0.0430920	total: 24.5s	remaining: 10.1s
707:	learn: 0.0429646	total: 24.6s	remaining: 10.1s
708:	learn: 0.0427855	total: 24.6s	remaining: 10.1s
709:	learn: 0.0426509	total: 24.7s	remaining: 10.1s
710:	learn: 0.0424714	total: 24.8s	remaining: 10.1s
711:	learn: 0.0423089	total: 24.8s	remaining: 10s
712:	learn: 0.0422038	total: 24.9s	remaining: 10s
713:	learn: 0.0421379	total: 25s	remaining: 10s
714:	learn: 0.0419772	total: 25.1s	remaining: 9.99s
715:	learn: 0.0419491	total: 25.1s	remaining: 9.96s
716:	learn: 0.0417308	total: 25.2s	remaining: 9.93s
717:	learn: 0.0415915	total: 25.3s	remaining: 9.92s
718:	learn: 0.0413871	total: 25.3s	remaining: 9.9s
719:	learn: 0.0411811	total: 25.4s	remaining: 9.89s
720:	learn: 0.0410424	total: 25.6s	remaining: 9.9s
721:	learn: 0.0409405	total: 25.7s	remaining: 9.9s
722:	learn: 0.0407642	total: 25.8s	remaining: 9.88s
723:	learn: 0.0405807	total: 25.8s	remaining: 9.85s
724:	learn: 0.0403700	total: 25.9s	remaining: 9.82s
725:	learn: 0.0402960	total: 25.9s	remaining: 9.79s
726:	learn: 0.0402683	total: 26s	remaining: 9.75s
727:	learn: 0.0401256	total: 26s	remaining: 9.73s
728:	learn: 0.0399280	total: 26.1s	remaining: 9.7s
729:	learn: 0.0397894	total: 26.1s	remaining: 9.67s
730:	learn: 0.0396671	total: 26.2s	remaining: 9.64s
731:	learn: 0.0394446	total: 26.2s	remaining: 9.6s
732:	learn: 0.0393662	total: 26.3s	remaining: 9.57s
733:	learn: 0.0393522	total: 26.3s	remaining: 9.53s
734:	learn: 0.0391531	total: 26.3s	remaining: 9.5s
735:	learn: 0.0390304	total: 26.4s	remaining: 9.46s
736:	learn: 0.0388613	total: 26.4s	remaining: 9.42s
737:	learn: 0.0387591	total: 26.4s	remaining: 9.39s
738:	learn: 0.0387152	total: 26.5s	remaining: 9.36s
739:	learn: 0.0385649	total: 26.5s	remaining: 9.32s
740:	learn: 0.0383742	total: 26.6s	remaining: 9.28s
741:	learn: 0.0382122	total: 26.6s	remaining: 9.25s
742:	learn: 0.0380911	total: 26.6s	remaining: 9.21s
743:	learn: 0.0379585	total: 26.7s	remaining: 9.18s
744:	learn: 0.0377882	total: 26.7s	remaining: 9.14s
745:	learn: 0.0376783	total: 26.8s	remaining: 9.11s
746:	learn: 0.0375694	total: 26.8s	remaining: 9.07s
747:	learn: 0.0375036	total: 26.8s	remaining: 9.04s
748:	learn: 0.0373373	total: 26.9s	remaining: 9s
749:	learn: 0.0372052	total: 26.9s	remaining: 8.96s
750:	learn: 0.0370279	total: 26.9s	remaining: 8.93s
751:	learn: 0.0368221	total: 27s	remaining: 8.89s
752:	learn: 0.0366435	total: 27s	remaining: 8.86s
753:	learn: 0.0364495	total: 27s	remaining: 8.82s
754:	learn: 0.0363206	total: 27.1s	remaining: 8.8s
755:	learn: 0.0362064	total: 27.2s	remaining: 8.79s
756:	learn: 0.0360919	total: 27.3s	remaining: 8.77s
757:	learn: 0.0359860	total: 27.4s	remaining: 8.74s
758:	learn: 0.0358711	total: 27.4s	remaining: 8.7s
759:	learn: 0.0357272	total: 27.5s	remaining: 8.67s
760:	learn: 0.0355645	total: 27.5s	remaining: 8.64s
761:	learn: 0.0354094	total: 27.5s	remaining: 8.6s
762:	learn: 0.0352655	total: 27.6s	remaining: 8.57s
763:	learn: 0.0350858	total: 27.6s	remaining: 8.54s
764:	learn: 0.0349479	total: 27.7s	remaining: 8.5s
765:	learn: 0.0348156	total: 27.7s	remaining: 8.47s
766:	learn: 0.0346855	total: 27.8s	remaining: 8.43s
767:	learn: 0.0344954	total: 27.8s	remaining: 8.4s
768:	learn: 0.0343135	total: 27.8s	remaining: 8.36s
769:	learn: 0.0341741	total: 27.9s	remaining: 8.33s
770:	learn: 0.0340196	total: 27.9s	remaining: 8.29s
771:	learn: 0.0338573	total: 28s	remaining: 8.26s
772:	learn: 0.0337389	total: 28s	remaining: 8.22s
773:	learn: 0.0335687	total: 28.1s	remaining: 8.19s
774:	learn: 0.0334144	total: 28.1s	remaining: 8.16s
775:	learn: 0.0332899	total: 28.2s	remaining: 8.13s
776:	learn: 0.0331223	total: 28.2s	remaining: 8.09s
777:	learn: 0.0329495	total: 28.2s	remaining: 8.05s
778:	learn: 0.0327960	total: 28.3s	remaining: 8.02s
779:	learn: 0.0326416	total: 28.3s	remaining: 7.98s
780:	learn: 0.0325502	total: 28.3s	remaining: 7.95s
781:	learn: 0.0323709	total: 28.4s	remaining: 7.92s
782:	learn: 0.0322473	total: 28.5s	remaining: 7.91s
783:	learn: 0.0321102	total: 28.6s	remaining: 7.88s
784:	learn: 0.0320237	total: 28.7s	remaining: 7.85s
785:	learn: 0.0319532	total: 28.7s	remaining: 7.81s
786:	learn: 0.0318997	total: 28.7s	remaining: 7.77s
787:	learn: 0.0317366	total: 28.8s	remaining: 7.74s
788:	learn: 0.0315979	total: 28.8s	remaining: 7.7s
789:	learn: 0.0314567	total: 28.8s	remaining: 7.67s
790:	learn: 0.0313196	total: 28.9s	remaining: 7.63s
791:	learn: 0.0311730	total: 28.9s	remaining: 7.59s
792:	learn: 0.0311152	total: 28.9s	remaining: 7.55s
793:	learn: 0.0310240	total: 29s	remaining: 7.52s
794:	learn: 0.0308718	total: 29s	remaining: 7.48s
795:	learn: 0.0307171	total: 29.1s	remaining: 7.45s
796:	learn: 0.0305824	total: 29.1s	remaining: 7.41s
797:	learn: 0.0304775	total: 29.1s	remaining: 7.37s
798:	learn: 0.0303582	total: 29.2s	remaining: 7.34s
799:	learn: 0.0302815	total: 29.2s	remaining: 7.3s
800:	learn: 0.0301372	total: 29.2s	remaining: 7.26s
801:	learn: 0.0300790	total: 29.3s	remaining: 7.22s
802:	learn: 0.0299852	total: 29.3s	remaining: 7.19s
803:	learn: 0.0299221	total: 29.3s	remaining: 7.15s
804:	learn: 0.0298313	total: 29.4s	remaining: 7.12s
805:	learn: 0.0297242	total: 29.4s	remaining: 7.08s
806:	learn: 0.0296030	total: 29.5s	remaining: 7.04s
807:	learn: 0.0294466	total: 29.5s	remaining: 7.01s
808:	learn: 0.0293230	total: 29.5s	remaining: 6.97s
809:	learn: 0.0291979	total: 29.6s	remaining: 6.93s
810:	learn: 0.0290488	total: 29.6s	remaining: 6.9s
811:	learn: 0.0289397	total: 29.6s	remaining: 6.86s
812:	learn: 0.0288007	total: 29.7s	remaining: 6.82s
813:	learn: 0.0286703	total: 29.7s	remaining: 6.79s
814:	learn: 0.0285506	total: 29.7s	remaining: 6.75s
815:	learn: 0.0284043	total: 29.8s	remaining: 6.71s
816:	learn: 0.0282966	total: 29.8s	remaining: 6.68s
817:	learn: 0.0281628	total: 29.8s	remaining: 6.64s
818:	learn: 0.0280620	total: 29.9s	remaining: 6.6s
819:	learn: 0.0279639	total: 29.9s	remaining: 6.57s
820:	learn: 0.0278245	total: 29.9s	remaining: 6.53s
821:	learn: 0.0277409	total: 30s	remaining: 6.49s
822:	learn: 0.0276598	total: 30s	remaining: 6.46s
823:	learn: 0.0275870	total: 30.1s	remaining: 6.42s
824:	learn: 0.0275030	total: 30.1s	remaining: 6.38s
825:	learn: 0.0273657	total: 30.1s	remaining: 6.35s
826:	learn: 0.0272662	total: 30.2s	remaining: 6.31s
827:	learn: 0.0271334	total: 30.2s	remaining: 6.27s
828:	learn: 0.0270602	total: 30.2s	remaining: 6.24s
829:	learn: 0.0269760	total: 30.3s	remaining: 6.2s
830:	learn: 0.0268690	total: 30.3s	remaining: 6.16s
831:	learn: 0.0267354	total: 30.4s	remaining: 6.14s
832:	learn: 0.0266759	total: 30.5s	remaining: 6.11s
833:	learn: 0.0265549	total: 30.5s	remaining: 6.07s
834:	learn: 0.0264480	total: 30.6s	remaining: 6.04s
835:	learn: 0.0263240	total: 30.6s	remaining: 6s
836:	learn: 0.0262194	total: 30.6s	remaining: 5.97s
837:	learn: 0.0261083	total: 30.7s	remaining: 5.93s
838:	learn: 0.0259996	total: 30.7s	remaining: 5.89s
839:	learn: 0.0258656	total: 30.8s	remaining: 5.86s
840:	learn: 0.0257816	total: 30.8s	remaining: 5.83s
841:	learn: 0.0256896	total: 30.9s	remaining: 5.79s
842:	learn: 0.0256515	total: 30.9s	remaining: 5.76s
843:	learn: 0.0255952	total: 31s	remaining: 5.73s
844:	learn: 0.0254795	total: 31.1s	remaining: 5.7s
845:	learn: 0.0254072	total: 31.1s	remaining: 5.66s
846:	learn: 0.0253756	total: 31.1s	remaining: 5.63s
847:	learn: 0.0253490	total: 31.2s	remaining: 5.59s
848:	learn: 0.0252418	total: 31.2s	remaining: 5.55s
849:	learn: 0.0251568	total: 31.3s	remaining: 5.52s
850:	learn: 0.0250377	total: 31.3s	remaining: 5.48s
851:	learn: 0.0249537	total: 31.3s	remaining: 5.45s
852:	learn: 0.0248288	total: 31.4s	remaining: 5.41s
853:	learn: 0.0247938	total: 31.4s	remaining: 5.37s
854:	learn: 0.0247643	total: 31.5s	remaining: 5.34s
855:	learn: 0.0246539	total: 31.5s	remaining: 5.3s
856:	learn: 0.0245905	total: 31.6s	remaining: 5.26s
857:	learn: 0.0244709	total: 31.6s	remaining: 5.23s
858:	learn: 0.0244085	total: 31.6s	remaining: 5.19s
859:	learn: 0.0243151	total: 31.7s	remaining: 5.16s
860:	learn: 0.0242070	total: 31.7s	remaining: 5.12s
861:	learn: 0.0241339	total: 31.7s	remaining: 5.08s
862:	learn: 0.0240577	total: 31.8s	remaining: 5.04s
863:	learn: 0.0239889	total: 31.8s	remaining: 5.01s
864:	learn: 0.0238892	total: 31.9s	remaining: 4.97s
865:	learn: 0.0238063	total: 31.9s	remaining: 4.93s
866:	learn: 0.0237399	total: 31.9s	remaining: 4.9s
867:	learn: 0.0236575	total: 32s	remaining: 4.86s
868:	learn: 0.0235837	total: 32s	remaining: 4.82s
869:	learn: 0.0235295	total: 32s	remaining: 4.79s
870:	learn: 0.0234606	total: 32.1s	remaining: 4.75s
871:	learn: 0.0233886	total: 32.1s	remaining: 4.71s
872:	learn: 0.0232596	total: 32.1s	remaining: 4.67s
873:	learn: 0.0231479	total: 32.2s	remaining: 4.64s
874:	learn: 0.0230577	total: 32.2s	remaining: 4.6s
875:	learn: 0.0229529	total: 32.2s	remaining: 4.56s
876:	learn: 0.0229147	total: 32.3s	remaining: 4.52s
877:	learn: 0.0227893	total: 32.3s	remaining: 4.49s
878:	learn: 0.0227263	total: 32.3s	remaining: 4.45s
879:	learn: 0.0226822	total: 32.4s	remaining: 4.41s
880:	learn: 0.0226441	total: 32.4s	remaining: 4.38s
881:	learn: 0.0225431	total: 32.4s	remaining: 4.34s
882:	learn: 0.0224910	total: 32.5s	remaining: 4.3s
883:	learn: 0.0224036	total: 32.5s	remaining: 4.26s
884:	learn: 0.0223267	total: 32.5s	remaining: 4.23s
885:	learn: 0.0222605	total: 32.6s	remaining: 4.19s
886:	learn: 0.0221724	total: 32.6s	remaining: 4.15s
887:	learn: 0.0221124	total: 32.6s	remaining: 4.11s
888:	learn: 0.0219934	total: 32.7s	remaining: 4.08s
889:	learn: 0.0218962	total: 32.7s	remaining: 4.04s
890:	learn: 0.0218211	total: 32.7s	remaining: 4s
891:	learn: 0.0217095	total: 32.8s	remaining: 3.96s
892:	learn: 0.0216148	total: 32.8s	remaining: 3.93s
893:	learn: 0.0215257	total: 32.8s	remaining: 3.89s
894:	learn: 0.0214364	total: 32.9s	remaining: 3.85s
895:	learn: 0.0213446	total: 32.9s	remaining: 3.82s
896:	learn: 0.0212604	total: 32.9s	remaining: 3.78s
897:	learn: 0.0211669	total: 33s	remaining: 3.74s
898:	learn: 0.0211141	total: 33s	remaining: 3.71s
899:	learn: 0.0210449	total: 33s	remaining: 3.67s
900:	learn: 0.0209503	total: 33.1s	remaining: 3.63s
901:	learn: 0.0208633	total: 33.1s	remaining: 3.59s
902:	learn: 0.0207963	total: 33.1s	remaining: 3.56s
903:	learn: 0.0207426	total: 33.2s	remaining: 3.52s
904:	learn: 0.0206686	total: 33.2s	remaining: 3.48s
905:	learn: 0.0205902	total: 33.2s	remaining: 3.45s
906:	learn: 0.0205004	total: 33.3s	remaining: 3.41s
907:	learn: 0.0204675	total: 33.3s	remaining: 3.37s
908:	learn: 0.0204112	total: 33.3s	remaining: 3.34s
909:	learn: 0.0203472	total: 33.4s	remaining: 3.3s
910:	learn: 0.0202260	total: 33.4s	remaining: 3.26s
911:	learn: 0.0201573	total: 33.5s	remaining: 3.23s
912:	learn: 0.0200593	total: 33.5s	remaining: 3.19s
913:	learn: 0.0199809	total: 33.5s	remaining: 3.15s
914:	learn: 0.0198989	total: 33.6s	remaining: 3.12s
915:	learn: 0.0198291	total: 33.6s	remaining: 3.08s
916:	learn: 0.0197853	total: 33.7s	remaining: 3.05s
917:	learn: 0.0196929	total: 33.7s	remaining: 3.01s
918:	learn: 0.0196033	total: 33.7s	remaining: 2.97s
919:	learn: 0.0195416	total: 33.8s	remaining: 2.94s
920:	learn: 0.0194670	total: 33.8s	remaining: 2.9s
921:	learn: 0.0194368	total: 33.9s	remaining: 2.86s
922:	learn: 0.0193843	total: 33.9s	remaining: 2.83s
923:	learn: 0.0193188	total: 33.9s	remaining: 2.79s
924:	learn: 0.0192619	total: 34s	remaining: 2.75s
925:	learn: 0.0191938	total: 34s	remaining: 2.72s
926:	learn: 0.0191250	total: 34s	remaining: 2.68s
927:	learn: 0.0190236	total: 34s	remaining: 2.64s
928:	learn: 0.0189265	total: 34.1s	remaining: 2.6s
929:	learn: 0.0188316	total: 34.1s	remaining: 2.57s
930:	learn: 0.0187507	total: 34.1s	remaining: 2.53s
931:	learn: 0.0186848	total: 34.2s	remaining: 2.49s
932:	learn: 0.0186603	total: 34.2s	remaining: 2.46s
933:	learn: 0.0185651	total: 34.2s	remaining: 2.42s
934:	learn: 0.0185083	total: 34.3s	remaining: 2.38s
935:	learn: 0.0184066	total: 34.3s	remaining: 2.35s
936:	learn: 0.0183124	total: 34.3s	remaining: 2.31s
937:	learn: 0.0182218	total: 34.4s	remaining: 2.27s
938:	learn: 0.0181578	total: 34.4s	remaining: 2.23s
939:	learn: 0.0180905	total: 34.5s	remaining: 2.2s
940:	learn: 0.0180446	total: 34.5s	remaining: 2.17s
941:	learn: 0.0179825	total: 34.6s	remaining: 2.13s
942:	learn: 0.0179047	total: 34.6s	remaining: 2.09s
943:	learn: 0.0178723	total: 34.7s	remaining: 2.06s
944:	learn: 0.0177947	total: 34.8s	remaining: 2.02s
945:	learn: 0.0176939	total: 34.8s	remaining: 1.99s
946:	learn: 0.0176146	total: 34.8s	remaining: 1.95s
947:	learn: 0.0175626	total: 34.9s	remaining: 1.91s
948:	learn: 0.0175221	total: 34.9s	remaining: 1.88s
949:	learn: 0.0175000	total: 34.9s	remaining: 1.84s
950:	learn: 0.0174291	total: 35s	remaining: 1.8s
951:	learn: 0.0173474	total: 35s	remaining: 1.76s
952:	learn: 0.0172666	total: 35s	remaining: 1.73s
953:	learn: 0.0172045	total: 35.1s	remaining: 1.69s
954:	learn: 0.0171472	total: 35.1s	remaining: 1.65s
955:	learn: 0.0170754	total: 35.1s	remaining: 1.62s
956:	learn: 0.0170060	total: 35.2s	remaining: 1.58s
957:	learn: 0.0169350	total: 35.2s	remaining: 1.54s
958:	learn: 0.0168513	total: 35.2s	remaining: 1.51s
959:	learn: 0.0167654	total: 35.3s	remaining: 1.47s
960:	learn: 0.0166980	total: 35.3s	remaining: 1.43s
961:	learn: 0.0166300	total: 35.3s	remaining: 1.4s
962:	learn: 0.0165542	total: 35.4s	remaining: 1.36s
963:	learn: 0.0165347	total: 35.4s	remaining: 1.32s
964:	learn: 0.0165162	total: 35.4s	remaining: 1.28s
965:	learn: 0.0164221	total: 35.5s	remaining: 1.25s
966:	learn: 0.0164023	total: 35.5s	remaining: 1.21s
967:	learn: 0.0163544	total: 35.5s	remaining: 1.17s
968:	learn: 0.0163017	total: 35.6s	remaining: 1.14s
969:	learn: 0.0162801	total: 35.6s	remaining: 1.1s
970:	learn: 0.0162175	total: 35.7s	remaining: 1.06s
971:	learn: 0.0161380	total: 35.7s	remaining: 1.03s
972:	learn: 0.0160881	total: 35.7s	remaining: 991ms
973:	learn: 0.0160295	total: 35.8s	remaining: 955ms
974:	learn: 0.0159833	total: 35.8s	remaining: 918ms
975:	learn: 0.0159194	total: 35.8s	remaining: 881ms
976:	learn: 0.0158906	total: 35.9s	remaining: 844ms
977:	learn: 0.0158468	total: 35.9s	remaining: 808ms
978:	learn: 0.0157810	total: 35.9s	remaining: 771ms
979:	learn: 0.0157347	total: 36s	remaining: 734ms
980:	learn: 0.0156624	total: 36s	remaining: 698ms
981:	learn: 0.0155990	total: 36.1s	remaining: 661ms
982:	learn: 0.0155070	total: 36.1s	remaining: 624ms
983:	learn: 0.0154461	total: 36.1s	remaining: 588ms
984:	learn: 0.0153825	total: 36.2s	remaining: 551ms
985:	learn: 0.0153111	total: 36.2s	remaining: 514ms
986:	learn: 0.0152399	total: 36.3s	remaining: 478ms
987:	learn: 0.0151824	total: 36.3s	remaining: 441ms
988:	learn: 0.0151214	total: 36.3s	remaining: 404ms
989:	learn: 0.0151068	total: 36.3s	remaining: 367ms
990:	learn: 0.0150354	total: 36.4s	remaining: 330ms
991:	learn: 0.0149646	total: 36.4s	remaining: 294ms
992:	learn: 0.0149420	total: 36.5s	remaining: 257ms
993:	learn: 0.0148752	total: 36.5s	remaining: 220ms
994:	learn: 0.0148033	total: 36.5s	remaining: 184ms
995:	learn: 0.0147353	total: 36.6s	remaining: 147ms
996:	learn: 0.0146766	total: 36.6s	remaining: 110ms
997:	learn: 0.0146233	total: 36.6s	remaining: 73.4ms
998:	learn: 0.0145572	total: 36.7s	remaining: 36.7ms
999:	learn: 0.0144850	total: 36.7s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=5, depth=10, total=  37.7s
[CV] learning_rate=0.03, l2_leaf_reg=5, depth=10 .....................
0:	learn: 0.8686021	total: 40ms	remaining: 40s
1:	learn: 0.8591223	total: 70.7ms	remaining: 35.3s
2:	learn: 0.8494708	total: 103ms	remaining: 34.1s
3:	learn: 0.8423263	total: 150ms	remaining: 37.3s
4:	learn: 0.8312458	total: 190ms	remaining: 37.8s
5:	learn: 0.8206162	total: 210ms	remaining: 34.8s
6:	learn: 0.8112955	total: 243ms	remaining: 34.5s
7:	learn: 0.8000985	total: 280ms	remaining: 34.7s
8:	learn: 0.7909623	total: 318ms	remaining: 35s
9:	learn: 0.7820384	total: 358ms	remaining: 35.4s
10:	learn: 0.7730086	total: 393ms	remaining: 35.4s
11:	learn: 0.7635742	total: 413ms	remaining: 34s
12:	learn: 0.7542808	total: 451ms	remaining: 34.3s
13:	learn: 0.7449526	total: 487ms	remaining: 34.3s
14:	learn: 0.7378563	total: 528ms	remaining: 34.7s
15:	learn: 0.7288198	total: 565ms	remaining: 34.7s
16:	learn: 0.7212473	total: 598ms	remaining: 34.6s
17:	learn: 0.7126417	total: 637ms	remaining: 34.7s
18:	learn: 0.7051828	total: 673ms	remaining: 34.8s
19:	learn: 0.6980566	total: 708ms	remaining: 34.7s
20:	learn: 0.6927053	total: 741ms	remaining: 34.5s
21:	learn: 0.6868814	total: 778ms	remaining: 34.6s
22:	learn: 0.6786897	total: 810ms	remaining: 34.4s
23:	learn: 0.6737971	total: 847ms	remaining: 34.4s
24:	learn: 0.6664392	total: 888ms	remaining: 34.6s
25:	learn: 0.6607480	total: 923ms	remaining: 34.6s
26:	learn: 0.6554449	total: 956ms	remaining: 34.4s
27:	learn: 0.6480913	total: 986ms	remaining: 34.2s
28:	learn: 0.6407522	total: 1.02s	remaining: 34.3s
29:	learn: 0.6347766	total: 1.06s	remaining: 34.3s
30:	learn: 0.6287972	total: 1.07s	remaining: 33.4s
31:	learn: 0.6220902	total: 1.1s	remaining: 33.2s
32:	learn: 0.6144904	total: 1.13s	remaining: 33.2s
33:	learn: 0.6101772	total: 1.17s	remaining: 33.3s
34:	learn: 0.6048375	total: 1.21s	remaining: 33.3s
35:	learn: 0.5992461	total: 1.24s	remaining: 33.2s
36:	learn: 0.5931589	total: 1.28s	remaining: 33.3s
37:	learn: 0.5875853	total: 1.32s	remaining: 33.4s
38:	learn: 0.5812733	total: 1.35s	remaining: 33.3s
39:	learn: 0.5764244	total: 1.38s	remaining: 33.2s
40:	learn: 0.5714060	total: 1.42s	remaining: 33.1s
41:	learn: 0.5668595	total: 1.46s	remaining: 33.2s
42:	learn: 0.5602067	total: 1.5s	remaining: 33.4s
43:	learn: 0.5549039	total: 1.53s	remaining: 33.3s
44:	learn: 0.5491983	total: 1.58s	remaining: 33.6s
45:	learn: 0.5434904	total: 1.64s	remaining: 34.1s
46:	learn: 0.5386625	total: 1.68s	remaining: 34.2s
47:	learn: 0.5345946	total: 1.72s	remaining: 34.2s
48:	learn: 0.5301977	total: 1.77s	remaining: 34.3s
49:	learn: 0.5266706	total: 1.81s	remaining: 34.4s
50:	learn: 0.5213995	total: 1.85s	remaining: 34.4s
51:	learn: 0.5160073	total: 1.89s	remaining: 34.4s
52:	learn: 0.5119709	total: 1.93s	remaining: 34.4s
53:	learn: 0.5072436	total: 1.97s	remaining: 34.4s
54:	learn: 0.5035607	total: 2s	remaining: 34.4s
55:	learn: 0.4989414	total: 2.02s	remaining: 34.1s
56:	learn: 0.4957248	total: 2.05s	remaining: 34s
57:	learn: 0.4904303	total: 2.09s	remaining: 33.9s
58:	learn: 0.4867128	total: 2.13s	remaining: 34s
59:	learn: 0.4821262	total: 2.17s	remaining: 33.9s
60:	learn: 0.4774178	total: 2.2s	remaining: 33.9s
61:	learn: 0.4730989	total: 2.24s	remaining: 33.9s
62:	learn: 0.4690494	total: 2.28s	remaining: 33.9s
63:	learn: 0.4656409	total: 2.31s	remaining: 33.8s
64:	learn: 0.4628493	total: 2.35s	remaining: 33.8s
65:	learn: 0.4591677	total: 2.38s	remaining: 33.7s
66:	learn: 0.4552496	total: 2.42s	remaining: 33.7s
67:	learn: 0.4523386	total: 2.45s	remaining: 33.6s
68:	learn: 0.4494449	total: 2.49s	remaining: 33.6s
69:	learn: 0.4455235	total: 2.52s	remaining: 33.5s
70:	learn: 0.4427710	total: 2.56s	remaining: 33.5s
71:	learn: 0.4399297	total: 2.59s	remaining: 33.4s
72:	learn: 0.4365884	total: 2.63s	remaining: 33.4s
73:	learn: 0.4334154	total: 2.66s	remaining: 33.3s
74:	learn: 0.4304298	total: 2.69s	remaining: 33.2s
75:	learn: 0.4274696	total: 2.73s	remaining: 33.2s
76:	learn: 0.4242502	total: 2.77s	remaining: 33.2s
77:	learn: 0.4215521	total: 2.8s	remaining: 33.1s
78:	learn: 0.4181360	total: 2.85s	remaining: 33.2s
79:	learn: 0.4155791	total: 2.88s	remaining: 33.1s
80:	learn: 0.4129382	total: 2.91s	remaining: 33.1s
81:	learn: 0.4102258	total: 2.95s	remaining: 33s
82:	learn: 0.4069534	total: 2.99s	remaining: 33s
83:	learn: 0.4041627	total: 3.02s	remaining: 33s
84:	learn: 0.4012052	total: 3.05s	remaining: 32.9s
85:	learn: 0.3981553	total: 3.08s	remaining: 32.8s
86:	learn: 0.3951317	total: 3.12s	remaining: 32.8s
87:	learn: 0.3923758	total: 3.16s	remaining: 32.7s
88:	learn: 0.3896177	total: 3.19s	remaining: 32.6s
89:	learn: 0.3873230	total: 3.22s	remaining: 32.6s
90:	learn: 0.3846597	total: 3.25s	remaining: 32.5s
91:	learn: 0.3823728	total: 3.28s	remaining: 32.4s
92:	learn: 0.3798059	total: 3.31s	remaining: 32.3s
93:	learn: 0.3773555	total: 3.32s	remaining: 32s
94:	learn: 0.3752252	total: 3.36s	remaining: 32s
95:	learn: 0.3727029	total: 3.39s	remaining: 31.9s
96:	learn: 0.3700190	total: 3.42s	remaining: 31.9s
97:	learn: 0.3680574	total: 3.45s	remaining: 31.8s
98:	learn: 0.3661703	total: 3.48s	remaining: 31.7s
99:	learn: 0.3638186	total: 3.52s	remaining: 31.7s
100:	learn: 0.3619313	total: 3.55s	remaining: 31.6s
101:	learn: 0.3598204	total: 3.59s	remaining: 31.6s
102:	learn: 0.3573314	total: 3.63s	remaining: 31.6s
103:	learn: 0.3553733	total: 3.66s	remaining: 31.5s
104:	learn: 0.3531760	total: 3.69s	remaining: 31.5s
105:	learn: 0.3509218	total: 3.73s	remaining: 31.5s
106:	learn: 0.3489492	total: 3.77s	remaining: 31.5s
107:	learn: 0.3472341	total: 3.8s	remaining: 31.4s
108:	learn: 0.3451418	total: 3.83s	remaining: 31.3s
109:	learn: 0.3433220	total: 3.86s	remaining: 31.2s
110:	learn: 0.3411696	total: 3.89s	remaining: 31.2s
111:	learn: 0.3392239	total: 3.93s	remaining: 31.1s
112:	learn: 0.3368891	total: 3.96s	remaining: 31.1s
113:	learn: 0.3349483	total: 4s	remaining: 31.1s
114:	learn: 0.3329914	total: 4.03s	remaining: 31s
115:	learn: 0.3309584	total: 4.05s	remaining: 30.9s
116:	learn: 0.3292813	total: 4.09s	remaining: 30.9s
117:	learn: 0.3277080	total: 4.13s	remaining: 30.8s
118:	learn: 0.3258004	total: 4.17s	remaining: 30.8s
119:	learn: 0.3242160	total: 4.2s	remaining: 30.8s
120:	learn: 0.3222719	total: 4.23s	remaining: 30.7s
121:	learn: 0.3204453	total: 4.26s	remaining: 30.7s
122:	learn: 0.3187468	total: 4.29s	remaining: 30.6s
123:	learn: 0.3168622	total: 4.33s	remaining: 30.6s
124:	learn: 0.3150091	total: 4.36s	remaining: 30.5s
125:	learn: 0.3134511	total: 4.39s	remaining: 30.5s
126:	learn: 0.3115922	total: 4.43s	remaining: 30.4s
127:	learn: 0.3101968	total: 4.46s	remaining: 30.4s
128:	learn: 0.3085649	total: 4.49s	remaining: 30.3s
129:	learn: 0.3068082	total: 4.53s	remaining: 30.3s
130:	learn: 0.3048701	total: 4.57s	remaining: 30.3s
131:	learn: 0.3032110	total: 4.61s	remaining: 30.3s
132:	learn: 0.3014452	total: 4.65s	remaining: 30.3s
133:	learn: 0.3000011	total: 4.68s	remaining: 30.3s
134:	learn: 0.2983966	total: 4.72s	remaining: 30.2s
135:	learn: 0.2969287	total: 4.76s	remaining: 30.2s
136:	learn: 0.2954319	total: 4.79s	remaining: 30.2s
137:	learn: 0.2941719	total: 4.83s	remaining: 30.2s
138:	learn: 0.2921800	total: 4.86s	remaining: 30.1s
139:	learn: 0.2908088	total: 4.9s	remaining: 30.1s
140:	learn: 0.2893761	total: 4.94s	remaining: 30.1s
141:	learn: 0.2879745	total: 4.98s	remaining: 30.1s
142:	learn: 0.2864014	total: 5.01s	remaining: 30s
143:	learn: 0.2847840	total: 5.04s	remaining: 30s
144:	learn: 0.2834036	total: 5.09s	remaining: 30s
145:	learn: 0.2821093	total: 5.13s	remaining: 30s
146:	learn: 0.2807841	total: 5.17s	remaining: 30s
147:	learn: 0.2795078	total: 5.21s	remaining: 30s
148:	learn: 0.2781031	total: 5.25s	remaining: 30s
149:	learn: 0.2762445	total: 5.28s	remaining: 29.9s
150:	learn: 0.2747322	total: 5.32s	remaining: 29.9s
151:	learn: 0.2730518	total: 5.36s	remaining: 29.9s
152:	learn: 0.2716652	total: 5.4s	remaining: 29.9s
153:	learn: 0.2704065	total: 5.43s	remaining: 29.8s
154:	learn: 0.2690207	total: 5.46s	remaining: 29.8s
155:	learn: 0.2676640	total: 5.5s	remaining: 29.7s
156:	learn: 0.2663476	total: 5.53s	remaining: 29.7s
157:	learn: 0.2648745	total: 5.56s	remaining: 29.6s
158:	learn: 0.2634972	total: 5.59s	remaining: 29.6s
159:	learn: 0.2622135	total: 5.63s	remaining: 29.5s
160:	learn: 0.2608415	total: 5.66s	remaining: 29.5s
161:	learn: 0.2596289	total: 5.71s	remaining: 29.5s
162:	learn: 0.2582298	total: 5.75s	remaining: 29.5s
163:	learn: 0.2570942	total: 5.78s	remaining: 29.5s
164:	learn: 0.2559668	total: 5.82s	remaining: 29.4s
165:	learn: 0.2544028	total: 5.85s	remaining: 29.4s
166:	learn: 0.2531076	total: 5.89s	remaining: 29.4s
167:	learn: 0.2520209	total: 5.94s	remaining: 29.4s
168:	learn: 0.2505167	total: 5.97s	remaining: 29.4s
169:	learn: 0.2492842	total: 6.01s	remaining: 29.3s
170:	learn: 0.2477317	total: 6.04s	remaining: 29.3s
171:	learn: 0.2464481	total: 6.09s	remaining: 29.3s
172:	learn: 0.2454306	total: 6.13s	remaining: 29.3s
173:	learn: 0.2442051	total: 6.17s	remaining: 29.3s
174:	learn: 0.2432236	total: 6.2s	remaining: 29.2s
175:	learn: 0.2421892	total: 6.24s	remaining: 29.2s
176:	learn: 0.2410726	total: 6.36s	remaining: 29.6s
177:	learn: 0.2398572	total: 6.4s	remaining: 29.5s
178:	learn: 0.2387737	total: 6.43s	remaining: 29.5s
179:	learn: 0.2375631	total: 6.47s	remaining: 29.5s
180:	learn: 0.2365531	total: 6.51s	remaining: 29.5s
181:	learn: 0.2355052	total: 6.55s	remaining: 29.4s
182:	learn: 0.2344890	total: 6.59s	remaining: 29.4s
183:	learn: 0.2334239	total: 6.63s	remaining: 29.4s
184:	learn: 0.2322342	total: 6.67s	remaining: 29.4s
185:	learn: 0.2312243	total: 6.7s	remaining: 29.3s
186:	learn: 0.2303305	total: 6.73s	remaining: 29.3s
187:	learn: 0.2291890	total: 6.77s	remaining: 29.2s
188:	learn: 0.2280648	total: 6.8s	remaining: 29.2s
189:	learn: 0.2269206	total: 6.84s	remaining: 29.1s
190:	learn: 0.2258690	total: 6.87s	remaining: 29.1s
191:	learn: 0.2251132	total: 6.9s	remaining: 29s
192:	learn: 0.2238794	total: 6.94s	remaining: 29s
193:	learn: 0.2228944	total: 6.97s	remaining: 29s
194:	learn: 0.2217586	total: 7s	remaining: 28.9s
195:	learn: 0.2209392	total: 7.04s	remaining: 28.9s
196:	learn: 0.2200936	total: 7.07s	remaining: 28.8s
197:	learn: 0.2193803	total: 7.1s	remaining: 28.8s
198:	learn: 0.2180701	total: 7.13s	remaining: 28.7s
199:	learn: 0.2169334	total: 7.16s	remaining: 28.6s
200:	learn: 0.2157307	total: 7.19s	remaining: 28.6s
201:	learn: 0.2147274	total: 7.22s	remaining: 28.5s
202:	learn: 0.2138242	total: 7.26s	remaining: 28.5s
203:	learn: 0.2131631	total: 7.42s	remaining: 28.9s
204:	learn: 0.2123006	total: 7.46s	remaining: 28.9s
205:	learn: 0.2112064	total: 7.5s	remaining: 28.9s
206:	learn: 0.2102125	total: 7.55s	remaining: 28.9s
207:	learn: 0.2092515	total: 7.59s	remaining: 28.9s
208:	learn: 0.2080023	total: 7.64s	remaining: 28.9s
209:	learn: 0.2074742	total: 7.69s	remaining: 28.9s
210:	learn: 0.2063262	total: 7.74s	remaining: 28.9s
211:	learn: 0.2053007	total: 7.77s	remaining: 28.9s
212:	learn: 0.2043038	total: 7.81s	remaining: 28.9s
213:	learn: 0.2033659	total: 7.85s	remaining: 28.8s
214:	learn: 0.2025466	total: 7.88s	remaining: 28.8s
215:	learn: 0.2015661	total: 7.93s	remaining: 28.8s
216:	learn: 0.2006230	total: 7.96s	remaining: 28.7s
217:	learn: 0.1995311	total: 8s	remaining: 28.7s
218:	learn: 0.1986708	total: 8.04s	remaining: 28.7s
219:	learn: 0.1978577	total: 8.07s	remaining: 28.6s
220:	learn: 0.1967515	total: 8.11s	remaining: 28.6s
221:	learn: 0.1958781	total: 8.14s	remaining: 28.5s
222:	learn: 0.1952077	total: 8.17s	remaining: 28.5s
223:	learn: 0.1948938	total: 8.2s	remaining: 28.4s
224:	learn: 0.1940683	total: 8.23s	remaining: 28.4s
225:	learn: 0.1932256	total: 8.26s	remaining: 28.3s
226:	learn: 0.1923491	total: 8.29s	remaining: 28.2s
227:	learn: 0.1912883	total: 8.32s	remaining: 28.2s
228:	learn: 0.1902314	total: 8.35s	remaining: 28.1s
229:	learn: 0.1893676	total: 8.38s	remaining: 28.1s
230:	learn: 0.1884912	total: 8.41s	remaining: 28s
231:	learn: 0.1878775	total: 8.44s	remaining: 27.9s
232:	learn: 0.1868657	total: 8.47s	remaining: 27.9s
233:	learn: 0.1862691	total: 8.5s	remaining: 27.8s
234:	learn: 0.1856797	total: 8.53s	remaining: 27.8s
235:	learn: 0.1848943	total: 8.56s	remaining: 27.7s
236:	learn: 0.1840960	total: 8.59s	remaining: 27.7s
237:	learn: 0.1830752	total: 8.62s	remaining: 27.6s
238:	learn: 0.1821248	total: 8.65s	remaining: 27.6s
239:	learn: 0.1811607	total: 8.69s	remaining: 27.5s
240:	learn: 0.1804159	total: 8.71s	remaining: 27.4s
241:	learn: 0.1801371	total: 8.74s	remaining: 27.4s
242:	learn: 0.1791641	total: 8.78s	remaining: 27.3s
243:	learn: 0.1784537	total: 8.81s	remaining: 27.3s
244:	learn: 0.1774214	total: 8.84s	remaining: 27.2s
245:	learn: 0.1769062	total: 8.87s	remaining: 27.2s
246:	learn: 0.1760929	total: 8.9s	remaining: 27.1s
247:	learn: 0.1755526	total: 8.93s	remaining: 27.1s
248:	learn: 0.1748269	total: 8.96s	remaining: 27s
249:	learn: 0.1742485	total: 8.99s	remaining: 27s
250:	learn: 0.1739424	total: 9.02s	remaining: 26.9s
251:	learn: 0.1732816	total: 9.05s	remaining: 26.9s
252:	learn: 0.1725083	total: 9.08s	remaining: 26.8s
253:	learn: 0.1718056	total: 9.11s	remaining: 26.8s
254:	learn: 0.1709788	total: 9.14s	remaining: 26.7s
255:	learn: 0.1701863	total: 9.17s	remaining: 26.7s
256:	learn: 0.1694351	total: 9.21s	remaining: 26.6s
257:	learn: 0.1683614	total: 9.24s	remaining: 26.6s
258:	learn: 0.1676936	total: 9.27s	remaining: 26.5s
259:	learn: 0.1672783	total: 9.3s	remaining: 26.5s
260:	learn: 0.1666261	total: 9.33s	remaining: 26.4s
261:	learn: 0.1659315	total: 9.36s	remaining: 26.4s
262:	learn: 0.1651482	total: 9.39s	remaining: 26.3s
263:	learn: 0.1643835	total: 9.42s	remaining: 26.3s
264:	learn: 0.1637495	total: 9.45s	remaining: 26.2s
265:	learn: 0.1628352	total: 9.48s	remaining: 26.2s
266:	learn: 0.1625897	total: 9.49s	remaining: 26.1s
267:	learn: 0.1619072	total: 9.52s	remaining: 26s
268:	learn: 0.1612416	total: 9.55s	remaining: 26s
269:	learn: 0.1603499	total: 9.58s	remaining: 25.9s
270:	learn: 0.1595300	total: 9.61s	remaining: 25.9s
271:	learn: 0.1590252	total: 9.64s	remaining: 25.8s
272:	learn: 0.1582926	total: 9.67s	remaining: 25.8s
273:	learn: 0.1574647	total: 9.71s	remaining: 25.7s
274:	learn: 0.1572078	total: 9.73s	remaining: 25.7s
275:	learn: 0.1565264	total: 9.77s	remaining: 25.6s
276:	learn: 0.1562420	total: 9.79s	remaining: 25.6s
277:	learn: 0.1558292	total: 9.82s	remaining: 25.5s
278:	learn: 0.1548864	total: 9.86s	remaining: 25.5s
279:	learn: 0.1543668	total: 9.89s	remaining: 25.4s
280:	learn: 0.1539005	total: 9.92s	remaining: 25.4s
281:	learn: 0.1531188	total: 9.95s	remaining: 25.3s
282:	learn: 0.1524286	total: 9.98s	remaining: 25.3s
283:	learn: 0.1517728	total: 10s	remaining: 25.2s
284:	learn: 0.1511891	total: 10s	remaining: 25.2s
285:	learn: 0.1506835	total: 10.1s	remaining: 25.1s
286:	learn: 0.1498923	total: 10.1s	remaining: 25.1s
287:	learn: 0.1490842	total: 10.1s	remaining: 25s
288:	learn: 0.1485951	total: 10.2s	remaining: 25s
289:	learn: 0.1479696	total: 10.2s	remaining: 25s
290:	learn: 0.1474609	total: 10.2s	remaining: 24.9s
291:	learn: 0.1469311	total: 10.3s	remaining: 24.9s
292:	learn: 0.1465816	total: 10.3s	remaining: 24.8s
293:	learn: 0.1460498	total: 10.3s	remaining: 24.8s
294:	learn: 0.1455261	total: 10.3s	remaining: 24.7s
295:	learn: 0.1448035	total: 10.4s	remaining: 24.7s
296:	learn: 0.1440384	total: 10.4s	remaining: 24.6s
297:	learn: 0.1435191	total: 10.4s	remaining: 24.6s
298:	learn: 0.1426800	total: 10.5s	remaining: 24.5s
299:	learn: 0.1420603	total: 10.5s	remaining: 24.5s
300:	learn: 0.1415926	total: 10.5s	remaining: 24.4s
301:	learn: 0.1409345	total: 10.6s	remaining: 24.4s
302:	learn: 0.1404510	total: 10.6s	remaining: 24.4s
303:	learn: 0.1398163	total: 10.6s	remaining: 24.3s
304:	learn: 0.1391181	total: 10.6s	remaining: 24.3s
305:	learn: 0.1386089	total: 10.7s	remaining: 24.2s
306:	learn: 0.1376779	total: 10.7s	remaining: 24.2s
307:	learn: 0.1373645	total: 10.7s	remaining: 24.1s
308:	learn: 0.1367788	total: 10.8s	remaining: 24.1s
309:	learn: 0.1361980	total: 10.8s	remaining: 24s
310:	learn: 0.1355643	total: 10.8s	remaining: 24s
311:	learn: 0.1349372	total: 10.9s	remaining: 23.9s
312:	learn: 0.1343644	total: 10.9s	remaining: 23.9s
313:	learn: 0.1338457	total: 10.9s	remaining: 23.9s
314:	learn: 0.1332048	total: 10.9s	remaining: 23.8s
315:	learn: 0.1327405	total: 11s	remaining: 23.8s
316:	learn: 0.1323529	total: 11s	remaining: 23.7s
317:	learn: 0.1317568	total: 11s	remaining: 23.7s
318:	learn: 0.1311367	total: 11.1s	remaining: 23.6s
319:	learn: 0.1308654	total: 11.1s	remaining: 23.6s
320:	learn: 0.1304289	total: 11.1s	remaining: 23.6s
321:	learn: 0.1301016	total: 11.2s	remaining: 23.5s
322:	learn: 0.1294511	total: 11.2s	remaining: 23.5s
323:	learn: 0.1288846	total: 11.2s	remaining: 23.4s
324:	learn: 0.1285470	total: 11.3s	remaining: 23.4s
325:	learn: 0.1280031	total: 11.3s	remaining: 23.3s
326:	learn: 0.1273951	total: 11.3s	remaining: 23.3s
327:	learn: 0.1269107	total: 11.3s	remaining: 23.2s
328:	learn: 0.1265704	total: 11.4s	remaining: 23.2s
329:	learn: 0.1261026	total: 11.4s	remaining: 23.2s
330:	learn: 0.1255562	total: 11.4s	remaining: 23.1s
331:	learn: 0.1248746	total: 11.5s	remaining: 23.1s
332:	learn: 0.1244457	total: 11.5s	remaining: 23s
333:	learn: 0.1239442	total: 11.5s	remaining: 23s
334:	learn: 0.1234402	total: 11.6s	remaining: 22.9s
335:	learn: 0.1226980	total: 11.6s	remaining: 22.9s
336:	learn: 0.1223363	total: 11.6s	remaining: 22.9s
337:	learn: 0.1221219	total: 11.7s	remaining: 22.8s
338:	learn: 0.1217175	total: 11.7s	remaining: 22.8s
339:	learn: 0.1215644	total: 11.7s	remaining: 22.7s
340:	learn: 0.1212045	total: 11.7s	remaining: 22.7s
341:	learn: 0.1208945	total: 11.8s	remaining: 22.6s
342:	learn: 0.1203658	total: 11.8s	remaining: 22.6s
343:	learn: 0.1197867	total: 11.8s	remaining: 22.6s
344:	learn: 0.1190678	total: 11.9s	remaining: 22.5s
345:	learn: 0.1185809	total: 11.9s	remaining: 22.5s
346:	learn: 0.1181374	total: 11.9s	remaining: 22.4s
347:	learn: 0.1176521	total: 12s	remaining: 22.4s
348:	learn: 0.1175243	total: 12s	remaining: 22.3s
349:	learn: 0.1169880	total: 12s	remaining: 22.3s
350:	learn: 0.1168135	total: 12s	remaining: 22.2s
351:	learn: 0.1165238	total: 12s	remaining: 22.2s
352:	learn: 0.1160883	total: 12.1s	remaining: 22.1s
353:	learn: 0.1158190	total: 12.1s	remaining: 22.1s
354:	learn: 0.1153873	total: 12.1s	remaining: 22.1s
355:	learn: 0.1148622	total: 12.2s	remaining: 22s
356:	learn: 0.1144388	total: 12.2s	remaining: 22s
357:	learn: 0.1140683	total: 12.2s	remaining: 21.9s
358:	learn: 0.1136947	total: 12.3s	remaining: 21.9s
359:	learn: 0.1132122	total: 12.3s	remaining: 21.9s
360:	learn: 0.1129043	total: 12.3s	remaining: 21.8s
361:	learn: 0.1124959	total: 12.4s	remaining: 21.8s
362:	learn: 0.1121233	total: 12.4s	remaining: 21.7s
363:	learn: 0.1115866	total: 12.4s	remaining: 21.7s
364:	learn: 0.1112380	total: 12.5s	remaining: 21.7s
365:	learn: 0.1107077	total: 12.5s	remaining: 21.6s
366:	learn: 0.1104999	total: 12.5s	remaining: 21.6s
367:	learn: 0.1099016	total: 12.5s	remaining: 21.6s
368:	learn: 0.1095176	total: 12.6s	remaining: 21.5s
369:	learn: 0.1091575	total: 12.6s	remaining: 21.5s
370:	learn: 0.1088399	total: 12.6s	remaining: 21.4s
371:	learn: 0.1083483	total: 12.7s	remaining: 21.4s
372:	learn: 0.1080295	total: 12.7s	remaining: 21.4s
373:	learn: 0.1078046	total: 12.7s	remaining: 21.3s
374:	learn: 0.1074918	total: 12.8s	remaining: 21.3s
375:	learn: 0.1070031	total: 12.8s	remaining: 21.2s
376:	learn: 0.1065366	total: 12.8s	remaining: 21.2s
377:	learn: 0.1062403	total: 12.9s	remaining: 21.1s
378:	learn: 0.1056894	total: 12.9s	remaining: 21.1s
379:	learn: 0.1052644	total: 12.9s	remaining: 21.1s
380:	learn: 0.1049609	total: 12.9s	remaining: 21s
381:	learn: 0.1045932	total: 13s	remaining: 21s
382:	learn: 0.1042793	total: 13s	remaining: 21s
383:	learn: 0.1038522	total: 13s	remaining: 20.9s
384:	learn: 0.1034734	total: 13.1s	remaining: 20.9s
385:	learn: 0.1031191	total: 13.1s	remaining: 20.8s
386:	learn: 0.1027171	total: 13.1s	remaining: 20.8s
387:	learn: 0.1023353	total: 13.2s	remaining: 20.8s
388:	learn: 0.1018800	total: 13.2s	remaining: 20.7s
389:	learn: 0.1016651	total: 13.2s	remaining: 20.7s
390:	learn: 0.1013260	total: 13.3s	remaining: 20.7s
391:	learn: 0.1011001	total: 13.3s	remaining: 20.6s
392:	learn: 0.1004830	total: 13.3s	remaining: 20.6s
393:	learn: 0.1002646	total: 13.4s	remaining: 20.5s
394:	learn: 0.0997811	total: 13.4s	remaining: 20.5s
395:	learn: 0.0993509	total: 13.4s	remaining: 20.5s
396:	learn: 0.0989589	total: 13.5s	remaining: 20.4s
397:	learn: 0.0986674	total: 13.5s	remaining: 20.4s
398:	learn: 0.0981783	total: 13.5s	remaining: 20.4s
399:	learn: 0.0980136	total: 13.6s	remaining: 20.3s
400:	learn: 0.0974418	total: 13.6s	remaining: 20.3s
401:	learn: 0.0970523	total: 13.6s	remaining: 20.3s
402:	learn: 0.0967289	total: 13.7s	remaining: 20.2s
403:	learn: 0.0965034	total: 13.8s	remaining: 20.4s
404:	learn: 0.0963114	total: 13.9s	remaining: 20.4s
405:	learn: 0.0958880	total: 13.9s	remaining: 20.4s
406:	learn: 0.0955471	total: 14s	remaining: 20.4s
407:	learn: 0.0951739	total: 14s	remaining: 20.4s
408:	learn: 0.0947554	total: 14.1s	remaining: 20.3s
409:	learn: 0.0945684	total: 14.1s	remaining: 20.3s
410:	learn: 0.0941842	total: 14.2s	remaining: 20.3s
411:	learn: 0.0939508	total: 14.2s	remaining: 20.3s
412:	learn: 0.0934923	total: 14.2s	remaining: 20.2s
413:	learn: 0.0932641	total: 14.3s	remaining: 20.2s
414:	learn: 0.0929694	total: 14.3s	remaining: 20.2s
415:	learn: 0.0925835	total: 14.3s	remaining: 20.1s
416:	learn: 0.0921903	total: 14.4s	remaining: 20.1s
417:	learn: 0.0917203	total: 14.4s	remaining: 20.1s
418:	learn: 0.0915085	total: 14.5s	remaining: 20.1s
419:	learn: 0.0911742	total: 14.5s	remaining: 20s
420:	learn: 0.0906601	total: 14.5s	remaining: 20s
421:	learn: 0.0905232	total: 14.6s	remaining: 19.9s
422:	learn: 0.0902877	total: 14.6s	remaining: 19.9s
423:	learn: 0.0901152	total: 14.6s	remaining: 19.9s
424:	learn: 0.0897024	total: 14.7s	remaining: 19.8s
425:	learn: 0.0893398	total: 14.7s	remaining: 19.8s
426:	learn: 0.0889588	total: 14.7s	remaining: 19.8s
427:	learn: 0.0886288	total: 14.8s	remaining: 19.7s
428:	learn: 0.0883666	total: 14.8s	remaining: 19.7s
429:	learn: 0.0880952	total: 14.8s	remaining: 19.7s
430:	learn: 0.0878020	total: 14.9s	remaining: 19.6s
431:	learn: 0.0874357	total: 14.9s	remaining: 19.6s
432:	learn: 0.0870283	total: 15s	remaining: 19.6s
433:	learn: 0.0865817	total: 15s	remaining: 19.5s
434:	learn: 0.0861689	total: 15s	remaining: 19.5s
435:	learn: 0.0859675	total: 15.1s	remaining: 19.5s
436:	learn: 0.0856925	total: 15.1s	remaining: 19.4s
437:	learn: 0.0854261	total: 15.1s	remaining: 19.4s
438:	learn: 0.0850765	total: 15.2s	remaining: 19.4s
439:	learn: 0.0848112	total: 15.2s	remaining: 19.3s
440:	learn: 0.0843160	total: 15.2s	remaining: 19.3s
441:	learn: 0.0839615	total: 15.2s	remaining: 19.2s
442:	learn: 0.0836642	total: 15.3s	remaining: 19.2s
443:	learn: 0.0835296	total: 15.3s	remaining: 19.2s
444:	learn: 0.0832092	total: 15.3s	remaining: 19.1s
445:	learn: 0.0828126	total: 15.4s	remaining: 19.1s
446:	learn: 0.0824514	total: 15.4s	remaining: 19.1s
447:	learn: 0.0821174	total: 15.4s	remaining: 19s
448:	learn: 0.0818153	total: 15.5s	remaining: 19s
449:	learn: 0.0817077	total: 15.5s	remaining: 18.9s
450:	learn: 0.0813484	total: 15.5s	remaining: 18.9s
451:	learn: 0.0809319	total: 15.6s	remaining: 18.9s
452:	learn: 0.0806871	total: 15.6s	remaining: 18.8s
453:	learn: 0.0805300	total: 15.6s	remaining: 18.8s
454:	learn: 0.0803974	total: 15.7s	remaining: 18.8s
455:	learn: 0.0799888	total: 15.7s	remaining: 18.7s
456:	learn: 0.0796276	total: 15.7s	remaining: 18.7s
457:	learn: 0.0794598	total: 15.8s	remaining: 18.7s
458:	learn: 0.0792251	total: 15.8s	remaining: 18.6s
459:	learn: 0.0788603	total: 15.8s	remaining: 18.6s
460:	learn: 0.0785290	total: 15.9s	remaining: 18.6s
461:	learn: 0.0782870	total: 15.9s	remaining: 18.5s
462:	learn: 0.0780052	total: 15.9s	remaining: 18.5s
463:	learn: 0.0776504	total: 16s	remaining: 18.4s
464:	learn: 0.0775317	total: 16s	remaining: 18.4s
465:	learn: 0.0773966	total: 16s	remaining: 18.4s
466:	learn: 0.0771474	total: 16.1s	remaining: 18.3s
467:	learn: 0.0767334	total: 16.1s	remaining: 18.3s
468:	learn: 0.0764526	total: 16.1s	remaining: 18.3s
469:	learn: 0.0761237	total: 16.2s	remaining: 18.2s
470:	learn: 0.0758136	total: 16.2s	remaining: 18.2s
471:	learn: 0.0755083	total: 16.2s	remaining: 18.2s
472:	learn: 0.0752552	total: 16.3s	remaining: 18.1s
473:	learn: 0.0749267	total: 16.3s	remaining: 18.1s
474:	learn: 0.0746915	total: 16.3s	remaining: 18s
475:	learn: 0.0743869	total: 16.4s	remaining: 18s
476:	learn: 0.0741433	total: 16.4s	remaining: 18s
477:	learn: 0.0739060	total: 16.4s	remaining: 17.9s
478:	learn: 0.0735609	total: 16.5s	remaining: 17.9s
479:	learn: 0.0732095	total: 16.5s	remaining: 17.9s
480:	learn: 0.0728640	total: 16.5s	remaining: 17.8s
481:	learn: 0.0725685	total: 16.6s	remaining: 17.8s
482:	learn: 0.0723743	total: 16.6s	remaining: 17.8s
483:	learn: 0.0720516	total: 16.6s	remaining: 17.7s
484:	learn: 0.0716987	total: 16.7s	remaining: 17.7s
485:	learn: 0.0713660	total: 16.7s	remaining: 17.6s
486:	learn: 0.0710337	total: 16.7s	remaining: 17.6s
487:	learn: 0.0708294	total: 16.8s	remaining: 17.6s
488:	learn: 0.0706073	total: 16.8s	remaining: 17.5s
489:	learn: 0.0703872	total: 16.8s	remaining: 17.5s
490:	learn: 0.0701018	total: 16.9s	remaining: 17.5s
491:	learn: 0.0699173	total: 16.9s	remaining: 17.4s
492:	learn: 0.0696137	total: 16.9s	remaining: 17.4s
493:	learn: 0.0692760	total: 16.9s	remaining: 17.4s
494:	learn: 0.0691111	total: 17s	remaining: 17.3s
495:	learn: 0.0688045	total: 17s	remaining: 17.3s
496:	learn: 0.0684575	total: 17s	remaining: 17.3s
497:	learn: 0.0683720	total: 17.1s	remaining: 17.2s
498:	learn: 0.0681808	total: 17.1s	remaining: 17.2s
499:	learn: 0.0679874	total: 17.1s	remaining: 17.1s
500:	learn: 0.0677245	total: 17.2s	remaining: 17.1s
501:	learn: 0.0676682	total: 17.2s	remaining: 17s
502:	learn: 0.0673706	total: 17.2s	remaining: 17s
503:	learn: 0.0670593	total: 17.2s	remaining: 17s
504:	learn: 0.0667363	total: 17.3s	remaining: 16.9s
505:	learn: 0.0665112	total: 17.3s	remaining: 16.9s
506:	learn: 0.0662085	total: 17.3s	remaining: 16.9s
507:	learn: 0.0659610	total: 17.4s	remaining: 16.8s
508:	learn: 0.0657742	total: 17.4s	remaining: 16.8s
509:	learn: 0.0656719	total: 17.4s	remaining: 16.8s
510:	learn: 0.0653965	total: 17.5s	remaining: 16.7s
511:	learn: 0.0651589	total: 17.5s	remaining: 16.7s
512:	learn: 0.0649948	total: 17.5s	remaining: 16.6s
513:	learn: 0.0646671	total: 17.6s	remaining: 16.6s
514:	learn: 0.0644551	total: 17.6s	remaining: 16.6s
515:	learn: 0.0643791	total: 17.6s	remaining: 16.5s
516:	learn: 0.0641016	total: 17.7s	remaining: 16.5s
517:	learn: 0.0638831	total: 17.7s	remaining: 16.5s
518:	learn: 0.0635478	total: 17.7s	remaining: 16.4s
519:	learn: 0.0632854	total: 17.8s	remaining: 16.4s
520:	learn: 0.0631368	total: 17.8s	remaining: 16.4s
521:	learn: 0.0627473	total: 17.8s	remaining: 16.3s
522:	learn: 0.0625336	total: 17.9s	remaining: 16.3s
523:	learn: 0.0624639	total: 17.9s	remaining: 16.2s
524:	learn: 0.0622518	total: 17.9s	remaining: 16.2s
525:	learn: 0.0621712	total: 18s	remaining: 16.2s
526:	learn: 0.0618987	total: 18s	remaining: 16.1s
527:	learn: 0.0616556	total: 18s	remaining: 16.1s
528:	learn: 0.0615379	total: 18.1s	remaining: 16.1s
529:	learn: 0.0612758	total: 18.1s	remaining: 16s
530:	learn: 0.0610567	total: 18.1s	remaining: 16s
531:	learn: 0.0609625	total: 18.1s	remaining: 16s
532:	learn: 0.0608364	total: 18.2s	remaining: 15.9s
533:	learn: 0.0607534	total: 18.2s	remaining: 15.9s
534:	learn: 0.0605163	total: 18.2s	remaining: 15.9s
535:	learn: 0.0602128	total: 18.3s	remaining: 15.8s
536:	learn: 0.0601071	total: 18.3s	remaining: 15.8s
537:	learn: 0.0600132	total: 18.3s	remaining: 15.7s
538:	learn: 0.0599337	total: 18.4s	remaining: 15.7s
539:	learn: 0.0598892	total: 18.4s	remaining: 15.7s
540:	learn: 0.0596544	total: 18.4s	remaining: 15.6s
541:	learn: 0.0594285	total: 18.5s	remaining: 15.6s
542:	learn: 0.0592296	total: 18.5s	remaining: 15.6s
543:	learn: 0.0591073	total: 18.5s	remaining: 15.5s
544:	learn: 0.0589325	total: 18.6s	remaining: 15.5s
545:	learn: 0.0588123	total: 18.6s	remaining: 15.5s
546:	learn: 0.0586155	total: 18.6s	remaining: 15.4s
547:	learn: 0.0584261	total: 18.7s	remaining: 15.4s
548:	learn: 0.0583277	total: 18.7s	remaining: 15.4s
549:	learn: 0.0580674	total: 18.7s	remaining: 15.3s
550:	learn: 0.0578146	total: 18.8s	remaining: 15.3s
551:	learn: 0.0577544	total: 18.8s	remaining: 15.3s
552:	learn: 0.0575267	total: 18.8s	remaining: 15.2s
553:	learn: 0.0574626	total: 18.8s	remaining: 15.2s
554:	learn: 0.0573032	total: 18.9s	remaining: 15.1s
555:	learn: 0.0572303	total: 18.9s	remaining: 15.1s
556:	learn: 0.0571191	total: 18.9s	remaining: 15.1s
557:	learn: 0.0569762	total: 19s	remaining: 15s
558:	learn: 0.0567523	total: 19s	remaining: 15s
559:	learn: 0.0566040	total: 19s	remaining: 14.9s
560:	learn: 0.0562911	total: 19.1s	remaining: 14.9s
561:	learn: 0.0560222	total: 19.1s	remaining: 14.9s
562:	learn: 0.0557726	total: 19.1s	remaining: 14.8s
563:	learn: 0.0555578	total: 19.2s	remaining: 14.8s
564:	learn: 0.0553554	total: 19.2s	remaining: 14.8s
565:	learn: 0.0552499	total: 19.2s	remaining: 14.7s
566:	learn: 0.0549615	total: 19.3s	remaining: 14.7s
567:	learn: 0.0546980	total: 19.3s	remaining: 14.7s
568:	learn: 0.0544463	total: 19.3s	remaining: 14.6s
569:	learn: 0.0541748	total: 19.3s	remaining: 14.6s
570:	learn: 0.0539241	total: 19.4s	remaining: 14.6s
571:	learn: 0.0537318	total: 19.4s	remaining: 14.5s
572:	learn: 0.0535817	total: 19.4s	remaining: 14.5s
573:	learn: 0.0533887	total: 19.5s	remaining: 14.5s
574:	learn: 0.0531194	total: 19.5s	remaining: 14.4s
575:	learn: 0.0528804	total: 19.5s	remaining: 14.4s
576:	learn: 0.0526388	total: 19.6s	remaining: 14.4s
577:	learn: 0.0524642	total: 19.6s	remaining: 14.3s
578:	learn: 0.0524121	total: 19.6s	remaining: 14.3s
579:	learn: 0.0521473	total: 19.7s	remaining: 14.3s
580:	learn: 0.0519752	total: 19.7s	remaining: 14.2s
581:	learn: 0.0519177	total: 19.7s	remaining: 14.2s
582:	learn: 0.0518452	total: 19.8s	remaining: 14.1s
583:	learn: 0.0516035	total: 19.8s	remaining: 14.1s
584:	learn: 0.0513469	total: 19.8s	remaining: 14.1s
585:	learn: 0.0511132	total: 19.9s	remaining: 14s
586:	learn: 0.0509414	total: 19.9s	remaining: 14s
587:	learn: 0.0507902	total: 19.9s	remaining: 14s
588:	learn: 0.0505231	total: 20s	remaining: 13.9s
589:	learn: 0.0503289	total: 20s	remaining: 13.9s
590:	learn: 0.0500789	total: 20s	remaining: 13.9s
591:	learn: 0.0499486	total: 20.1s	remaining: 13.8s
592:	learn: 0.0497435	total: 20.1s	remaining: 13.8s
593:	learn: 0.0495302	total: 20.1s	remaining: 13.8s
594:	learn: 0.0493490	total: 20.2s	remaining: 13.7s
595:	learn: 0.0490996	total: 20.2s	remaining: 13.7s
596:	learn: 0.0489154	total: 20.2s	remaining: 13.7s
597:	learn: 0.0487444	total: 20.3s	remaining: 13.6s
598:	learn: 0.0485664	total: 20.3s	remaining: 13.6s
599:	learn: 0.0483834	total: 20.3s	remaining: 13.6s
600:	learn: 0.0483419	total: 20.3s	remaining: 13.5s
601:	learn: 0.0481389	total: 20.4s	remaining: 13.5s
602:	learn: 0.0479866	total: 20.4s	remaining: 13.4s
603:	learn: 0.0478821	total: 20.4s	remaining: 13.4s
604:	learn: 0.0477291	total: 20.5s	remaining: 13.4s
605:	learn: 0.0475864	total: 20.5s	remaining: 13.3s
606:	learn: 0.0473632	total: 20.5s	remaining: 13.3s
607:	learn: 0.0471555	total: 20.6s	remaining: 13.3s
608:	learn: 0.0470729	total: 20.6s	remaining: 13.2s
609:	learn: 0.0469758	total: 20.6s	remaining: 13.2s
610:	learn: 0.0468717	total: 20.6s	remaining: 13.1s
611:	learn: 0.0466309	total: 20.7s	remaining: 13.1s
612:	learn: 0.0465573	total: 20.7s	remaining: 13.1s
613:	learn: 0.0463982	total: 20.7s	remaining: 13s
614:	learn: 0.0462187	total: 20.8s	remaining: 13s
615:	learn: 0.0460307	total: 20.8s	remaining: 13s
616:	learn: 0.0459672	total: 20.8s	remaining: 12.9s
617:	learn: 0.0458020	total: 20.9s	remaining: 12.9s
618:	learn: 0.0456970	total: 20.9s	remaining: 12.9s
619:	learn: 0.0455104	total: 20.9s	remaining: 12.8s
620:	learn: 0.0453224	total: 21s	remaining: 12.8s
621:	learn: 0.0450698	total: 21s	remaining: 12.8s
622:	learn: 0.0448807	total: 21s	remaining: 12.7s
623:	learn: 0.0447153	total: 21.1s	remaining: 12.7s
624:	learn: 0.0445131	total: 21.1s	remaining: 12.7s
625:	learn: 0.0443776	total: 21.1s	remaining: 12.6s
626:	learn: 0.0442332	total: 21.2s	remaining: 12.6s
627:	learn: 0.0440662	total: 21.2s	remaining: 12.6s
628:	learn: 0.0439118	total: 21.2s	remaining: 12.5s
629:	learn: 0.0438253	total: 21.3s	remaining: 12.5s
630:	learn: 0.0436627	total: 21.3s	remaining: 12.5s
631:	learn: 0.0434766	total: 21.3s	remaining: 12.4s
632:	learn: 0.0433272	total: 21.4s	remaining: 12.4s
633:	learn: 0.0431672	total: 21.4s	remaining: 12.3s
634:	learn: 0.0429539	total: 21.4s	remaining: 12.3s
635:	learn: 0.0428013	total: 21.5s	remaining: 12.3s
636:	learn: 0.0426322	total: 21.5s	remaining: 12.2s
637:	learn: 0.0424544	total: 21.5s	remaining: 12.2s
638:	learn: 0.0423201	total: 21.6s	remaining: 12.2s
639:	learn: 0.0421336	total: 21.6s	remaining: 12.1s
640:	learn: 0.0419344	total: 21.6s	remaining: 12.1s
641:	learn: 0.0418469	total: 21.7s	remaining: 12.1s
642:	learn: 0.0417777	total: 21.7s	remaining: 12s
643:	learn: 0.0417405	total: 21.7s	remaining: 12s
644:	learn: 0.0415987	total: 21.8s	remaining: 12s
645:	learn: 0.0415554	total: 21.8s	remaining: 12s
646:	learn: 0.0414234	total: 21.9s	remaining: 11.9s
647:	learn: 0.0413665	total: 21.9s	remaining: 11.9s
648:	learn: 0.0411340	total: 21.9s	remaining: 11.9s
649:	learn: 0.0409707	total: 22s	remaining: 11.8s
650:	learn: 0.0407987	total: 22s	remaining: 11.8s
651:	learn: 0.0406229	total: 22s	remaining: 11.8s
652:	learn: 0.0405117	total: 22.1s	remaining: 11.7s
653:	learn: 0.0403460	total: 22.1s	remaining: 11.7s
654:	learn: 0.0402177	total: 22.1s	remaining: 11.7s
655:	learn: 0.0399762	total: 22.2s	remaining: 11.6s
656:	learn: 0.0398221	total: 22.2s	remaining: 11.6s
657:	learn: 0.0396554	total: 22.2s	remaining: 11.5s
658:	learn: 0.0394397	total: 22.2s	remaining: 11.5s
659:	learn: 0.0393024	total: 22.3s	remaining: 11.5s
660:	learn: 0.0392140	total: 22.3s	remaining: 11.4s
661:	learn: 0.0391456	total: 22.4s	remaining: 11.4s
662:	learn: 0.0390544	total: 22.4s	remaining: 11.4s
663:	learn: 0.0389072	total: 22.4s	remaining: 11.3s
664:	learn: 0.0387144	total: 22.4s	remaining: 11.3s
665:	learn: 0.0385835	total: 22.5s	remaining: 11.3s
666:	learn: 0.0385377	total: 22.5s	remaining: 11.2s
667:	learn: 0.0383107	total: 22.5s	remaining: 11.2s
668:	learn: 0.0380931	total: 22.6s	remaining: 11.2s
669:	learn: 0.0380359	total: 22.6s	remaining: 11.1s
670:	learn: 0.0379161	total: 22.6s	remaining: 11.1s
671:	learn: 0.0377788	total: 22.7s	remaining: 11.1s
672:	learn: 0.0377213	total: 22.7s	remaining: 11s
673:	learn: 0.0375829	total: 22.7s	remaining: 11s
674:	learn: 0.0374007	total: 22.8s	remaining: 11s
675:	learn: 0.0372804	total: 22.8s	remaining: 10.9s
676:	learn: 0.0372438	total: 22.8s	remaining: 10.9s
677:	learn: 0.0371433	total: 22.9s	remaining: 10.9s
678:	learn: 0.0370338	total: 22.9s	remaining: 10.8s
679:	learn: 0.0368975	total: 22.9s	remaining: 10.8s
680:	learn: 0.0367832	total: 23s	remaining: 10.8s
681:	learn: 0.0367279	total: 23s	remaining: 10.7s
682:	learn: 0.0365694	total: 23s	remaining: 10.7s
683:	learn: 0.0364194	total: 23.1s	remaining: 10.7s
684:	learn: 0.0363108	total: 23.1s	remaining: 10.6s
685:	learn: 0.0362370	total: 23.1s	remaining: 10.6s
686:	learn: 0.0360796	total: 23.2s	remaining: 10.6s
687:	learn: 0.0359773	total: 23.2s	remaining: 10.5s
688:	learn: 0.0358037	total: 23.2s	remaining: 10.5s
689:	learn: 0.0356935	total: 23.3s	remaining: 10.5s
690:	learn: 0.0355404	total: 23.3s	remaining: 10.4s
691:	learn: 0.0354037	total: 23.3s	remaining: 10.4s
692:	learn: 0.0352947	total: 23.4s	remaining: 10.4s
693:	learn: 0.0351491	total: 23.4s	remaining: 10.3s
694:	learn: 0.0350993	total: 23.4s	remaining: 10.3s
695:	learn: 0.0349955	total: 23.5s	remaining: 10.3s
696:	learn: 0.0348758	total: 23.5s	remaining: 10.2s
697:	learn: 0.0347031	total: 23.5s	remaining: 10.2s
698:	learn: 0.0346043	total: 23.6s	remaining: 10.2s
699:	learn: 0.0344870	total: 23.6s	remaining: 10.1s
700:	learn: 0.0343823	total: 23.6s	remaining: 10.1s
701:	learn: 0.0342831	total: 23.7s	remaining: 10.1s
702:	learn: 0.0341271	total: 23.7s	remaining: 10s
703:	learn: 0.0339577	total: 23.7s	remaining: 9.98s
704:	learn: 0.0337895	total: 23.8s	remaining: 9.95s
705:	learn: 0.0336487	total: 23.8s	remaining: 9.92s
706:	learn: 0.0335143	total: 23.8s	remaining: 9.88s
707:	learn: 0.0333837	total: 23.9s	remaining: 9.85s
708:	learn: 0.0333370	total: 23.9s	remaining: 9.81s
709:	learn: 0.0331631	total: 23.9s	remaining: 9.78s
710:	learn: 0.0330117	total: 24s	remaining: 9.74s
711:	learn: 0.0328517	total: 24s	remaining: 9.71s
712:	learn: 0.0327794	total: 24s	remaining: 9.68s
713:	learn: 0.0326414	total: 24.1s	remaining: 9.64s
714:	learn: 0.0325223	total: 24.1s	remaining: 9.61s
715:	learn: 0.0323660	total: 24.2s	remaining: 9.58s
716:	learn: 0.0323274	total: 24.2s	remaining: 9.54s
717:	learn: 0.0322152	total: 24.2s	remaining: 9.51s
718:	learn: 0.0321842	total: 24.3s	remaining: 9.48s
719:	learn: 0.0320139	total: 24.3s	remaining: 9.45s
720:	learn: 0.0318975	total: 24.3s	remaining: 9.42s
721:	learn: 0.0317552	total: 24.4s	remaining: 9.38s
722:	learn: 0.0316829	total: 24.4s	remaining: 9.35s
723:	learn: 0.0315849	total: 24.4s	remaining: 9.32s
724:	learn: 0.0314957	total: 24.5s	remaining: 9.29s
725:	learn: 0.0313587	total: 24.5s	remaining: 9.25s
726:	learn: 0.0312608	total: 24.5s	remaining: 9.22s
727:	learn: 0.0311332	total: 24.6s	remaining: 9.18s
728:	learn: 0.0309906	total: 24.6s	remaining: 9.15s
729:	learn: 0.0309437	total: 24.6s	remaining: 9.12s
730:	learn: 0.0308148	total: 24.7s	remaining: 9.08s
731:	learn: 0.0306650	total: 24.7s	remaining: 9.05s
732:	learn: 0.0305420	total: 24.7s	remaining: 9.01s
733:	learn: 0.0304335	total: 24.8s	remaining: 8.98s
734:	learn: 0.0303398	total: 24.8s	remaining: 8.95s
735:	learn: 0.0302125	total: 24.8s	remaining: 8.91s
736:	learn: 0.0301845	total: 24.9s	remaining: 8.88s
737:	learn: 0.0301572	total: 24.9s	remaining: 8.83s
738:	learn: 0.0300735	total: 24.9s	remaining: 8.8s
739:	learn: 0.0299588	total: 25s	remaining: 8.77s
740:	learn: 0.0299309	total: 25s	remaining: 8.72s
741:	learn: 0.0298193	total: 25s	remaining: 8.69s
742:	learn: 0.0297530	total: 25s	remaining: 8.66s
743:	learn: 0.0296571	total: 25.1s	remaining: 8.63s
744:	learn: 0.0295671	total: 25.1s	remaining: 8.6s
745:	learn: 0.0294484	total: 25.1s	remaining: 8.56s
746:	learn: 0.0293723	total: 25.2s	remaining: 8.53s
747:	learn: 0.0292419	total: 25.2s	remaining: 8.49s
748:	learn: 0.0291322	total: 25.2s	remaining: 8.46s
749:	learn: 0.0289911	total: 25.3s	remaining: 8.43s
750:	learn: 0.0288446	total: 25.3s	remaining: 8.39s
751:	learn: 0.0287632	total: 25.3s	remaining: 8.36s
752:	learn: 0.0286695	total: 25.4s	remaining: 8.32s
753:	learn: 0.0285499	total: 25.4s	remaining: 8.29s
754:	learn: 0.0283980	total: 25.4s	remaining: 8.26s
755:	learn: 0.0283020	total: 25.5s	remaining: 8.22s
756:	learn: 0.0282132	total: 25.5s	remaining: 8.2s
757:	learn: 0.0281824	total: 25.6s	remaining: 8.18s
758:	learn: 0.0280800	total: 25.6s	remaining: 8.14s
759:	learn: 0.0279269	total: 25.7s	remaining: 8.11s
760:	learn: 0.0278183	total: 25.7s	remaining: 8.08s
761:	learn: 0.0277418	total: 25.8s	remaining: 8.05s
762:	learn: 0.0276231	total: 25.8s	remaining: 8.01s
763:	learn: 0.0275860	total: 25.8s	remaining: 7.98s
764:	learn: 0.0274758	total: 25.9s	remaining: 7.95s
765:	learn: 0.0273516	total: 25.9s	remaining: 7.92s
766:	learn: 0.0272506	total: 26s	remaining: 7.9s
767:	learn: 0.0271457	total: 26s	remaining: 7.86s
768:	learn: 0.0270372	total: 26.1s	remaining: 7.83s
769:	learn: 0.0269730	total: 26.1s	remaining: 7.8s
770:	learn: 0.0269338	total: 26.1s	remaining: 7.76s
771:	learn: 0.0268054	total: 26.2s	remaining: 7.73s
772:	learn: 0.0267122	total: 26.2s	remaining: 7.7s
773:	learn: 0.0265973	total: 26.2s	remaining: 7.66s
774:	learn: 0.0264810	total: 26.3s	remaining: 7.63s
775:	learn: 0.0263977	total: 26.3s	remaining: 7.59s
776:	learn: 0.0263714	total: 26.3s	remaining: 7.56s
777:	learn: 0.0262316	total: 26.4s	remaining: 7.53s
778:	learn: 0.0261497	total: 26.4s	remaining: 7.49s
779:	learn: 0.0260712	total: 26.4s	remaining: 7.46s
780:	learn: 0.0260325	total: 26.5s	remaining: 7.43s
781:	learn: 0.0259569	total: 26.5s	remaining: 7.39s
782:	learn: 0.0258253	total: 26.6s	remaining: 7.36s
783:	learn: 0.0257445	total: 26.6s	remaining: 7.33s
784:	learn: 0.0256650	total: 26.6s	remaining: 7.29s
785:	learn: 0.0255771	total: 26.7s	remaining: 7.26s
786:	learn: 0.0254834	total: 26.7s	remaining: 7.22s
787:	learn: 0.0254636	total: 26.7s	remaining: 7.19s
788:	learn: 0.0254510	total: 26.8s	remaining: 7.16s
789:	learn: 0.0253970	total: 26.8s	remaining: 7.13s
790:	learn: 0.0253247	total: 26.9s	remaining: 7.1s
791:	learn: 0.0252584	total: 26.9s	remaining: 7.07s
792:	learn: 0.0251673	total: 27s	remaining: 7.04s
793:	learn: 0.0251055	total: 27s	remaining: 7s
794:	learn: 0.0250145	total: 27s	remaining: 6.97s
795:	learn: 0.0249513	total: 27s	remaining: 6.93s
796:	learn: 0.0249261	total: 27.1s	remaining: 6.89s
797:	learn: 0.0249017	total: 27.1s	remaining: 6.85s
798:	learn: 0.0248185	total: 27.1s	remaining: 6.82s
799:	learn: 0.0247130	total: 27.1s	remaining: 6.78s
800:	learn: 0.0246356	total: 27.2s	remaining: 6.75s
801:	learn: 0.0246044	total: 27.2s	remaining: 6.71s
802:	learn: 0.0245165	total: 27.2s	remaining: 6.68s
803:	learn: 0.0244539	total: 27.3s	remaining: 6.64s
804:	learn: 0.0243184	total: 27.3s	remaining: 6.61s
805:	learn: 0.0242384	total: 27.3s	remaining: 6.58s
806:	learn: 0.0241198	total: 27.3s	remaining: 6.54s
807:	learn: 0.0240302	total: 27.4s	remaining: 6.51s
808:	learn: 0.0239677	total: 27.4s	remaining: 6.47s
809:	learn: 0.0238789	total: 27.4s	remaining: 6.44s
810:	learn: 0.0238232	total: 27.5s	remaining: 6.41s
811:	learn: 0.0237388	total: 27.5s	remaining: 6.37s
812:	learn: 0.0236722	total: 27.6s	remaining: 6.34s
813:	learn: 0.0235911	total: 27.6s	remaining: 6.3s
814:	learn: 0.0235126	total: 27.6s	remaining: 6.27s
815:	learn: 0.0233930	total: 27.7s	remaining: 6.24s
816:	learn: 0.0232731	total: 27.7s	remaining: 6.2s
817:	learn: 0.0231820	total: 27.7s	remaining: 6.17s
818:	learn: 0.0230894	total: 27.8s	remaining: 6.14s
819:	learn: 0.0230663	total: 27.8s	remaining: 6.1s
820:	learn: 0.0230096	total: 27.8s	remaining: 6.07s
821:	learn: 0.0228876	total: 27.9s	remaining: 6.04s
822:	learn: 0.0228507	total: 27.9s	remaining: 6.01s
823:	learn: 0.0228177	total: 28s	remaining: 5.97s
824:	learn: 0.0227049	total: 28s	remaining: 5.94s
825:	learn: 0.0225844	total: 28.1s	remaining: 5.91s
826:	learn: 0.0224862	total: 28.1s	remaining: 5.88s
827:	learn: 0.0224354	total: 28.1s	remaining: 5.84s
828:	learn: 0.0223361	total: 28.2s	remaining: 5.81s
829:	learn: 0.0222568	total: 28.2s	remaining: 5.78s
830:	learn: 0.0222209	total: 28.2s	remaining: 5.74s
831:	learn: 0.0221303	total: 28.3s	remaining: 5.71s
832:	learn: 0.0220270	total: 28.3s	remaining: 5.67s
833:	learn: 0.0220051	total: 28.3s	remaining: 5.64s
834:	learn: 0.0218925	total: 28.4s	remaining: 5.61s
835:	learn: 0.0218230	total: 28.4s	remaining: 5.57s
836:	learn: 0.0217409	total: 28.4s	remaining: 5.54s
837:	learn: 0.0216016	total: 28.5s	remaining: 5.5s
838:	learn: 0.0215039	total: 28.5s	remaining: 5.47s
839:	learn: 0.0213943	total: 28.5s	remaining: 5.44s
840:	learn: 0.0213082	total: 28.6s	remaining: 5.4s
841:	learn: 0.0212609	total: 28.6s	remaining: 5.37s
842:	learn: 0.0212121	total: 28.6s	remaining: 5.33s
843:	learn: 0.0211800	total: 28.7s	remaining: 5.3s
844:	learn: 0.0211630	total: 28.7s	remaining: 5.26s
845:	learn: 0.0211030	total: 28.7s	remaining: 5.23s
846:	learn: 0.0210762	total: 28.8s	remaining: 5.19s
847:	learn: 0.0210062	total: 28.8s	remaining: 5.16s
848:	learn: 0.0209323	total: 28.8s	remaining: 5.13s
849:	learn: 0.0209122	total: 28.8s	remaining: 5.09s
850:	learn: 0.0208567	total: 28.9s	remaining: 5.05s
851:	learn: 0.0207907	total: 28.9s	remaining: 5.02s
852:	learn: 0.0207110	total: 28.9s	remaining: 4.99s
853:	learn: 0.0206198	total: 29s	remaining: 4.95s
854:	learn: 0.0205303	total: 29s	remaining: 4.92s
855:	learn: 0.0204618	total: 29s	remaining: 4.89s
856:	learn: 0.0204436	total: 29s	remaining: 4.85s
857:	learn: 0.0203775	total: 29.1s	remaining: 4.81s
858:	learn: 0.0202923	total: 29.1s	remaining: 4.78s
859:	learn: 0.0202060	total: 29.1s	remaining: 4.75s
860:	learn: 0.0201010	total: 29.2s	remaining: 4.71s
861:	learn: 0.0200040	total: 29.2s	remaining: 4.68s
862:	learn: 0.0199256	total: 29.3s	remaining: 4.64s
863:	learn: 0.0199127	total: 29.3s	remaining: 4.61s
864:	learn: 0.0198198	total: 29.3s	remaining: 4.57s
865:	learn: 0.0197425	total: 29.3s	remaining: 4.54s
866:	learn: 0.0196806	total: 29.4s	remaining: 4.5s
867:	learn: 0.0196199	total: 29.4s	remaining: 4.47s
868:	learn: 0.0195714	total: 29.4s	remaining: 4.44s
869:	learn: 0.0194777	total: 29.5s	remaining: 4.4s
870:	learn: 0.0194157	total: 29.6s	remaining: 4.38s
871:	learn: 0.0193568	total: 29.6s	remaining: 4.35s
872:	learn: 0.0192790	total: 29.7s	remaining: 4.32s
873:	learn: 0.0192093	total: 29.7s	remaining: 4.29s
874:	learn: 0.0191520	total: 29.8s	remaining: 4.25s
875:	learn: 0.0190745	total: 29.8s	remaining: 4.22s
876:	learn: 0.0190154	total: 29.9s	remaining: 4.19s
877:	learn: 0.0189418	total: 29.9s	remaining: 4.16s
878:	learn: 0.0188688	total: 30s	remaining: 4.12s
879:	learn: 0.0187699	total: 30s	remaining: 4.09s
880:	learn: 0.0187151	total: 30.1s	remaining: 4.06s
881:	learn: 0.0186367	total: 30.1s	remaining: 4.03s
882:	learn: 0.0185361	total: 30.2s	remaining: 4s
883:	learn: 0.0184508	total: 30.2s	remaining: 3.96s
884:	learn: 0.0183890	total: 30.3s	remaining: 3.93s
885:	learn: 0.0183228	total: 30.3s	remaining: 3.9s
886:	learn: 0.0182440	total: 30.4s	remaining: 3.87s
887:	learn: 0.0182186	total: 30.4s	remaining: 3.84s
888:	learn: 0.0181366	total: 30.5s	remaining: 3.81s
889:	learn: 0.0180814	total: 30.5s	remaining: 3.77s
890:	learn: 0.0180007	total: 30.6s	remaining: 3.74s
891:	learn: 0.0179548	total: 30.6s	remaining: 3.71s
892:	learn: 0.0178601	total: 30.7s	remaining: 3.68s
893:	learn: 0.0178261	total: 30.7s	remaining: 3.65s
894:	learn: 0.0177527	total: 30.8s	remaining: 3.61s
895:	learn: 0.0177411	total: 30.8s	remaining: 3.58s
896:	learn: 0.0176676	total: 30.9s	remaining: 3.55s
897:	learn: 0.0176555	total: 30.9s	remaining: 3.51s
898:	learn: 0.0176081	total: 30.9s	remaining: 3.48s
899:	learn: 0.0175489	total: 31s	remaining: 3.44s
900:	learn: 0.0174673	total: 31s	remaining: 3.41s
901:	learn: 0.0174579	total: 31s	remaining: 3.37s
902:	learn: 0.0173904	total: 31.1s	remaining: 3.34s
903:	learn: 0.0173185	total: 31.1s	remaining: 3.31s
904:	learn: 0.0172365	total: 31.2s	remaining: 3.27s
905:	learn: 0.0171539	total: 31.2s	remaining: 3.24s
906:	learn: 0.0170732	total: 31.3s	remaining: 3.21s
907:	learn: 0.0170256	total: 31.3s	remaining: 3.17s
908:	learn: 0.0169774	total: 31.4s	remaining: 3.14s
909:	learn: 0.0169292	total: 31.4s	remaining: 3.1s
910:	learn: 0.0168692	total: 31.4s	remaining: 3.07s
911:	learn: 0.0168245	total: 31.5s	remaining: 3.04s
912:	learn: 0.0167605	total: 31.5s	remaining: 3s
913:	learn: 0.0167122	total: 31.6s	remaining: 2.97s
914:	learn: 0.0166955	total: 31.6s	remaining: 2.94s
915:	learn: 0.0166375	total: 31.7s	remaining: 2.9s
916:	learn: 0.0165585	total: 31.7s	remaining: 2.87s
917:	learn: 0.0165176	total: 31.7s	remaining: 2.83s
918:	learn: 0.0164359	total: 31.8s	remaining: 2.8s
919:	learn: 0.0163911	total: 31.8s	remaining: 2.77s
920:	learn: 0.0163158	total: 31.9s	remaining: 2.73s
921:	learn: 0.0162255	total: 31.9s	remaining: 2.7s
922:	learn: 0.0161746	total: 32s	remaining: 2.67s
923:	learn: 0.0161169	total: 32s	remaining: 2.63s
924:	learn: 0.0160717	total: 32.1s	remaining: 2.6s
925:	learn: 0.0159976	total: 32.1s	remaining: 2.57s
926:	learn: 0.0159150	total: 32.2s	remaining: 2.53s
927:	learn: 0.0158976	total: 32.2s	remaining: 2.5s
928:	learn: 0.0158180	total: 32.3s	remaining: 2.47s
929:	learn: 0.0157420	total: 32.3s	remaining: 2.43s
930:	learn: 0.0157205	total: 32.4s	remaining: 2.4s
931:	learn: 0.0157063	total: 32.4s	remaining: 2.37s
932:	learn: 0.0156872	total: 32.5s	remaining: 2.33s
933:	learn: 0.0156395	total: 32.5s	remaining: 2.3s
934:	learn: 0.0155660	total: 32.5s	remaining: 2.26s
935:	learn: 0.0154920	total: 32.6s	remaining: 2.23s
936:	learn: 0.0154116	total: 32.6s	remaining: 2.19s
937:	learn: 0.0153391	total: 32.7s	remaining: 2.16s
938:	learn: 0.0153304	total: 32.7s	remaining: 2.13s
939:	learn: 0.0152847	total: 32.8s	remaining: 2.09s
940:	learn: 0.0152718	total: 32.8s	remaining: 2.05s
941:	learn: 0.0152202	total: 32.8s	remaining: 2.02s
942:	learn: 0.0151963	total: 32.8s	remaining: 1.98s
943:	learn: 0.0151378	total: 32.9s	remaining: 1.95s
944:	learn: 0.0151225	total: 32.9s	remaining: 1.91s
945:	learn: 0.0150501	total: 32.9s	remaining: 1.88s
946:	learn: 0.0149954	total: 33s	remaining: 1.84s
947:	learn: 0.0149341	total: 33s	remaining: 1.81s
948:	learn: 0.0148477	total: 33.1s	remaining: 1.78s
949:	learn: 0.0147709	total: 33.1s	remaining: 1.74s
950:	learn: 0.0147124	total: 33.2s	remaining: 1.71s
951:	learn: 0.0146598	total: 33.2s	remaining: 1.67s
952:	learn: 0.0146095	total: 33.2s	remaining: 1.64s
953:	learn: 0.0145585	total: 33.3s	remaining: 1.6s
954:	learn: 0.0145134	total: 33.3s	remaining: 1.57s
955:	learn: 0.0144694	total: 33.4s	remaining: 1.53s
956:	learn: 0.0144067	total: 33.4s	remaining: 1.5s
957:	learn: 0.0143460	total: 33.4s	remaining: 1.47s
958:	learn: 0.0143032	total: 33.5s	remaining: 1.43s
959:	learn: 0.0142601	total: 33.5s	remaining: 1.4s
960:	learn: 0.0142123	total: 33.6s	remaining: 1.36s
961:	learn: 0.0141459	total: 33.6s	remaining: 1.33s
962:	learn: 0.0140988	total: 33.7s	remaining: 1.29s
963:	learn: 0.0140584	total: 33.7s	remaining: 1.26s
964:	learn: 0.0140254	total: 33.8s	remaining: 1.23s
965:	learn: 0.0139494	total: 33.8s	remaining: 1.19s
966:	learn: 0.0138659	total: 33.9s	remaining: 1.16s
967:	learn: 0.0138076	total: 34s	remaining: 1.12s
968:	learn: 0.0137861	total: 34.1s	remaining: 1.09s
969:	learn: 0.0137388	total: 34.1s	remaining: 1.06s
970:	learn: 0.0136760	total: 34.2s	remaining: 1.02s
971:	learn: 0.0136301	total: 34.3s	remaining: 987ms
972:	learn: 0.0136200	total: 34.3s	remaining: 951ms
973:	learn: 0.0136132	total: 34.3s	remaining: 915ms
974:	learn: 0.0135850	total: 34.3s	remaining: 880ms
975:	learn: 0.0135438	total: 34.4s	remaining: 845ms
976:	learn: 0.0135044	total: 34.4s	remaining: 810ms
977:	learn: 0.0134653	total: 34.5s	remaining: 775ms
978:	learn: 0.0134074	total: 34.5s	remaining: 740ms
979:	learn: 0.0133566	total: 34.5s	remaining: 705ms
980:	learn: 0.0133089	total: 34.6s	remaining: 670ms
981:	learn: 0.0132390	total: 34.6s	remaining: 635ms
982:	learn: 0.0131790	total: 34.7s	remaining: 600ms
983:	learn: 0.0131323	total: 34.7s	remaining: 565ms
984:	learn: 0.0131098	total: 34.8s	remaining: 530ms
985:	learn: 0.0130786	total: 34.8s	remaining: 495ms
986:	learn: 0.0130418	total: 34.9s	remaining: 460ms
987:	learn: 0.0130032	total: 35s	remaining: 425ms
988:	learn: 0.0129362	total: 35.1s	remaining: 390ms
989:	learn: 0.0128629	total: 35.1s	remaining: 355ms
990:	learn: 0.0128100	total: 35.2s	remaining: 320ms
991:	learn: 0.0127635	total: 35.3s	remaining: 285ms
992:	learn: 0.0126974	total: 35.4s	remaining: 249ms
993:	learn: 0.0126747	total: 35.4s	remaining: 214ms
994:	learn: 0.0126113	total: 35.5s	remaining: 178ms
995:	learn: 0.0125629	total: 35.5s	remaining: 143ms
996:	learn: 0.0125292	total: 35.5s	remaining: 107ms
997:	learn: 0.0124810	total: 35.6s	remaining: 71.3ms
998:	learn: 0.0124131	total: 35.6s	remaining: 35.7ms
999:	learn: 0.0123793	total: 35.7s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=5, depth=10, total=  36.8s
[CV] learning_rate=0.03, l2_leaf_reg=5, depth=10 .....................
0:	learn: 0.8661491	total: 44.7ms	remaining: 44.6s
1:	learn: 0.8558105	total: 89.4ms	remaining: 44.6s
2:	learn: 0.8486016	total: 128ms	remaining: 42.4s
3:	learn: 0.8423155	total: 172ms	remaining: 42.8s
4:	learn: 0.8317048	total: 214ms	remaining: 42.7s
5:	learn: 0.8248523	total: 255ms	remaining: 42.3s
6:	learn: 0.8164513	total: 334ms	remaining: 47.3s
7:	learn: 0.8064203	total: 416ms	remaining: 51.5s
8:	learn: 0.7989872	total: 467ms	remaining: 51.4s
9:	learn: 0.7902822	total: 509ms	remaining: 50.4s
10:	learn: 0.7812413	total: 553ms	remaining: 49.7s
11:	learn: 0.7726902	total: 599ms	remaining: 49.3s
12:	learn: 0.7621823	total: 648ms	remaining: 49.2s
13:	learn: 0.7558681	total: 699ms	remaining: 49.2s
14:	learn: 0.7485111	total: 754ms	remaining: 49.5s
15:	learn: 0.7418123	total: 797ms	remaining: 49s
16:	learn: 0.7340715	total: 840ms	remaining: 48.6s
17:	learn: 0.7268898	total: 892ms	remaining: 48.7s
18:	learn: 0.7207200	total: 945ms	remaining: 48.8s
19:	learn: 0.7137959	total: 991ms	remaining: 48.5s
20:	learn: 0.7072772	total: 1.03s	remaining: 48.1s
21:	learn: 0.7013032	total: 1.08s	remaining: 48.2s
22:	learn: 0.6942397	total: 1.14s	remaining: 48.5s
23:	learn: 0.6892590	total: 1.21s	remaining: 49.2s
24:	learn: 0.6818206	total: 1.26s	remaining: 49.1s
25:	learn: 0.6753197	total: 1.31s	remaining: 48.9s
26:	learn: 0.6680722	total: 1.35s	remaining: 48.6s
27:	learn: 0.6600649	total: 1.39s	remaining: 48.2s
28:	learn: 0.6533462	total: 1.44s	remaining: 48.2s
29:	learn: 0.6461225	total: 1.49s	remaining: 48.2s
30:	learn: 0.6391026	total: 1.56s	remaining: 48.9s
31:	learn: 0.6322136	total: 1.61s	remaining: 48.7s
32:	learn: 0.6274950	total: 1.64s	remaining: 48.2s
33:	learn: 0.6220747	total: 1.68s	remaining: 47.7s
34:	learn: 0.6171166	total: 1.71s	remaining: 47.2s
35:	learn: 0.6118183	total: 1.75s	remaining: 46.8s
36:	learn: 0.6062809	total: 1.78s	remaining: 46.4s
37:	learn: 0.6017295	total: 1.82s	remaining: 46.1s
38:	learn: 0.5968831	total: 1.86s	remaining: 45.8s
39:	learn: 0.5902326	total: 1.9s	remaining: 45.7s
40:	learn: 0.5835654	total: 1.96s	remaining: 45.8s
41:	learn: 0.5791842	total: 2s	remaining: 45.5s
42:	learn: 0.5733873	total: 2.04s	remaining: 45.4s
43:	learn: 0.5681353	total: 2.07s	remaining: 45.1s
44:	learn: 0.5622353	total: 2.11s	remaining: 44.7s
45:	learn: 0.5561208	total: 2.14s	remaining: 44.3s
46:	learn: 0.5508448	total: 2.18s	remaining: 44.1s
47:	learn: 0.5456068	total: 2.18s	remaining: 43.3s
48:	learn: 0.5414864	total: 2.22s	remaining: 43.1s
49:	learn: 0.5372321	total: 2.26s	remaining: 42.9s
50:	learn: 0.5325968	total: 2.3s	remaining: 42.7s
51:	learn: 0.5279083	total: 2.34s	remaining: 42.6s
52:	learn: 0.5237210	total: 2.38s	remaining: 42.4s
53:	learn: 0.5192548	total: 2.42s	remaining: 42.4s
54:	learn: 0.5156345	total: 2.46s	remaining: 42.4s
55:	learn: 0.5113936	total: 2.51s	remaining: 42.4s
56:	learn: 0.5077686	total: 2.55s	remaining: 42.1s
57:	learn: 0.5023598	total: 2.59s	remaining: 42.1s
58:	learn: 0.4987218	total: 2.6s	remaining: 41.5s
59:	learn: 0.4942410	total: 2.63s	remaining: 41.3s
60:	learn: 0.4899985	total: 2.67s	remaining: 41.2s
61:	learn: 0.4854923	total: 2.71s	remaining: 41s
62:	learn: 0.4814984	total: 2.74s	remaining: 40.8s
63:	learn: 0.4781444	total: 2.78s	remaining: 40.6s
64:	learn: 0.4746067	total: 2.81s	remaining: 40.5s
65:	learn: 0.4711059	total: 2.86s	remaining: 40.4s
66:	learn: 0.4673863	total: 2.9s	remaining: 40.4s
67:	learn: 0.4642888	total: 2.94s	remaining: 40.3s
68:	learn: 0.4617457	total: 2.98s	remaining: 40.3s
69:	learn: 0.4580645	total: 3.03s	remaining: 40.3s
70:	learn: 0.4551610	total: 3.07s	remaining: 40.1s
71:	learn: 0.4520912	total: 3.11s	remaining: 40.1s
72:	learn: 0.4491754	total: 3.16s	remaining: 40.1s
73:	learn: 0.4455020	total: 3.2s	remaining: 40.1s
74:	learn: 0.4425093	total: 3.24s	remaining: 40s
75:	learn: 0.4390361	total: 3.28s	remaining: 39.9s
76:	learn: 0.4352471	total: 3.31s	remaining: 39.7s
77:	learn: 0.4320284	total: 3.37s	remaining: 39.8s
78:	learn: 0.4286744	total: 3.41s	remaining: 39.8s
79:	learn: 0.4260278	total: 3.45s	remaining: 39.7s
80:	learn: 0.4225940	total: 3.5s	remaining: 39.7s
81:	learn: 0.4196934	total: 3.51s	remaining: 39.3s
82:	learn: 0.4166375	total: 3.54s	remaining: 39.2s
83:	learn: 0.4138151	total: 3.58s	remaining: 39.1s
84:	learn: 0.4110699	total: 3.64s	remaining: 39.2s
85:	learn: 0.4084085	total: 3.72s	remaining: 39.5s
86:	learn: 0.4052001	total: 3.77s	remaining: 39.5s
87:	learn: 0.4023779	total: 3.81s	remaining: 39.5s
88:	learn: 0.3992656	total: 3.86s	remaining: 39.5s
89:	learn: 0.3966782	total: 3.91s	remaining: 39.6s
90:	learn: 0.3940390	total: 3.96s	remaining: 39.6s
91:	learn: 0.3915358	total: 4.01s	remaining: 39.5s
92:	learn: 0.3894273	total: 4.04s	remaining: 39.5s
93:	learn: 0.3870080	total: 4.08s	remaining: 39.3s
94:	learn: 0.3846687	total: 4.12s	remaining: 39.2s
95:	learn: 0.3818561	total: 4.16s	remaining: 39.2s
96:	learn: 0.3789368	total: 4.2s	remaining: 39.1s
97:	learn: 0.3762046	total: 4.24s	remaining: 39.1s
98:	learn: 0.3738541	total: 4.29s	remaining: 39.1s
99:	learn: 0.3715516	total: 4.32s	remaining: 38.9s
100:	learn: 0.3696732	total: 4.37s	remaining: 38.9s
101:	learn: 0.3670167	total: 4.42s	remaining: 38.9s
102:	learn: 0.3649348	total: 4.46s	remaining: 38.9s
103:	learn: 0.3629985	total: 4.51s	remaining: 38.9s
104:	learn: 0.3610858	total: 4.56s	remaining: 38.9s
105:	learn: 0.3584648	total: 4.61s	remaining: 38.9s
106:	learn: 0.3557792	total: 4.65s	remaining: 38.8s
107:	learn: 0.3534808	total: 4.69s	remaining: 38.7s
108:	learn: 0.3513336	total: 4.73s	remaining: 38.7s
109:	learn: 0.3491666	total: 4.77s	remaining: 38.6s
110:	learn: 0.3465825	total: 4.82s	remaining: 38.6s
111:	learn: 0.3446651	total: 4.87s	remaining: 38.6s
112:	learn: 0.3422805	total: 4.91s	remaining: 38.5s
113:	learn: 0.3406166	total: 4.96s	remaining: 38.6s
114:	learn: 0.3382772	total: 5s	remaining: 38.5s
115:	learn: 0.3364326	total: 5.05s	remaining: 38.5s
116:	learn: 0.3344215	total: 5.09s	remaining: 38.5s
117:	learn: 0.3321450	total: 5.13s	remaining: 38.4s
118:	learn: 0.3302246	total: 5.18s	remaining: 38.4s
119:	learn: 0.3284815	total: 5.22s	remaining: 38.3s
120:	learn: 0.3265736	total: 5.28s	remaining: 38.4s
121:	learn: 0.3247378	total: 5.35s	remaining: 38.5s
122:	learn: 0.3227926	total: 5.41s	remaining: 38.6s
123:	learn: 0.3209887	total: 5.47s	remaining: 38.7s
124:	learn: 0.3193226	total: 5.52s	remaining: 38.6s
125:	learn: 0.3178835	total: 5.57s	remaining: 38.6s
126:	learn: 0.3160654	total: 5.62s	remaining: 38.6s
127:	learn: 0.3143201	total: 5.67s	remaining: 38.6s
128:	learn: 0.3125753	total: 5.71s	remaining: 38.6s
129:	learn: 0.3110420	total: 5.76s	remaining: 38.5s
130:	learn: 0.3096133	total: 5.8s	remaining: 38.5s
131:	learn: 0.3080326	total: 5.84s	remaining: 38.4s
132:	learn: 0.3066522	total: 5.87s	remaining: 38.3s
133:	learn: 0.3049397	total: 5.92s	remaining: 38.3s
134:	learn: 0.3034665	total: 5.96s	remaining: 38.2s
135:	learn: 0.3016072	total: 5.99s	remaining: 38.1s
136:	learn: 0.3000576	total: 6.02s	remaining: 37.9s
137:	learn: 0.2982989	total: 6.06s	remaining: 37.9s
138:	learn: 0.2965570	total: 6.09s	remaining: 37.7s
139:	learn: 0.2952509	total: 6.13s	remaining: 37.7s
140:	learn: 0.2936512	total: 6.17s	remaining: 37.6s
141:	learn: 0.2918308	total: 6.2s	remaining: 37.5s
142:	learn: 0.2903691	total: 6.24s	remaining: 37.4s
143:	learn: 0.2890017	total: 6.27s	remaining: 37.3s
144:	learn: 0.2874386	total: 6.3s	remaining: 37.2s
145:	learn: 0.2857095	total: 6.34s	remaining: 37.1s
146:	learn: 0.2841826	total: 6.37s	remaining: 37s
147:	learn: 0.2828710	total: 6.41s	remaining: 36.9s
148:	learn: 0.2814879	total: 6.44s	remaining: 36.8s
149:	learn: 0.2799574	total: 6.47s	remaining: 36.7s
150:	learn: 0.2787350	total: 6.52s	remaining: 36.7s
151:	learn: 0.2773026	total: 6.59s	remaining: 36.8s
152:	learn: 0.2759056	total: 6.63s	remaining: 36.7s
153:	learn: 0.2747087	total: 6.67s	remaining: 36.6s
154:	learn: 0.2733197	total: 6.71s	remaining: 36.6s
155:	learn: 0.2720320	total: 6.76s	remaining: 36.6s
156:	learn: 0.2706437	total: 6.8s	remaining: 36.5s
157:	learn: 0.2692477	total: 6.84s	remaining: 36.4s
158:	learn: 0.2678911	total: 6.87s	remaining: 36.3s
159:	learn: 0.2662082	total: 6.91s	remaining: 36.3s
160:	learn: 0.2650040	total: 6.97s	remaining: 36.3s
161:	learn: 0.2636212	total: 7.05s	remaining: 36.5s
162:	learn: 0.2623285	total: 7.08s	remaining: 36.4s
163:	learn: 0.2610420	total: 7.14s	remaining: 36.4s
164:	learn: 0.2596661	total: 7.2s	remaining: 36.4s
165:	learn: 0.2582581	total: 7.25s	remaining: 36.4s
166:	learn: 0.2570512	total: 7.26s	remaining: 36.2s
167:	learn: 0.2557945	total: 7.31s	remaining: 36.2s
168:	learn: 0.2544534	total: 7.35s	remaining: 36.2s
169:	learn: 0.2532092	total: 7.4s	remaining: 36.1s
170:	learn: 0.2518244	total: 7.45s	remaining: 36.1s
171:	learn: 0.2506734	total: 7.49s	remaining: 36.1s
172:	learn: 0.2492519	total: 7.53s	remaining: 36s
173:	learn: 0.2480307	total: 7.57s	remaining: 35.9s
174:	learn: 0.2469325	total: 7.61s	remaining: 35.9s
175:	learn: 0.2459263	total: 7.65s	remaining: 35.8s
176:	learn: 0.2447370	total: 7.68s	remaining: 35.7s
177:	learn: 0.2434638	total: 7.72s	remaining: 35.7s
178:	learn: 0.2422268	total: 7.77s	remaining: 35.7s
179:	learn: 0.2409693	total: 7.82s	remaining: 35.6s
180:	learn: 0.2395728	total: 7.85s	remaining: 35.5s
181:	learn: 0.2384002	total: 7.89s	remaining: 35.5s
182:	learn: 0.2372562	total: 7.93s	remaining: 35.4s
183:	learn: 0.2360602	total: 7.96s	remaining: 35.3s
184:	learn: 0.2348948	total: 7.99s	remaining: 35.2s
185:	learn: 0.2339111	total: 8.03s	remaining: 35.1s
186:	learn: 0.2326843	total: 8.06s	remaining: 35s
187:	learn: 0.2317026	total: 8.1s	remaining: 35s
188:	learn: 0.2307067	total: 8.13s	remaining: 34.9s
189:	learn: 0.2297001	total: 8.17s	remaining: 34.8s
190:	learn: 0.2285134	total: 8.21s	remaining: 34.8s
191:	learn: 0.2275776	total: 8.25s	remaining: 34.7s
192:	learn: 0.2265068	total: 8.28s	remaining: 34.6s
193:	learn: 0.2251838	total: 8.32s	remaining: 34.6s
194:	learn: 0.2241389	total: 8.36s	remaining: 34.5s
195:	learn: 0.2232970	total: 8.39s	remaining: 34.4s
196:	learn: 0.2222697	total: 8.43s	remaining: 34.4s
197:	learn: 0.2219614	total: 8.47s	remaining: 34.3s
198:	learn: 0.2209713	total: 8.5s	remaining: 34.2s
199:	learn: 0.2198004	total: 8.54s	remaining: 34.1s
200:	learn: 0.2196923	total: 8.54s	remaining: 33.9s
201:	learn: 0.2186982	total: 8.57s	remaining: 33.9s
202:	learn: 0.2179264	total: 8.61s	remaining: 33.8s
203:	learn: 0.2167666	total: 8.64s	remaining: 33.7s
204:	learn: 0.2155905	total: 8.68s	remaining: 33.6s
205:	learn: 0.2144267	total: 8.71s	remaining: 33.6s
206:	learn: 0.2133957	total: 8.74s	remaining: 33.5s
207:	learn: 0.2126049	total: 8.78s	remaining: 33.4s
208:	learn: 0.2116175	total: 8.81s	remaining: 33.3s
209:	learn: 0.2106882	total: 8.84s	remaining: 33.3s
210:	learn: 0.2094471	total: 8.87s	remaining: 33.2s
211:	learn: 0.2091254	total: 8.88s	remaining: 33s
212:	learn: 0.2081344	total: 8.91s	remaining: 32.9s
213:	learn: 0.2070905	total: 8.94s	remaining: 32.8s
214:	learn: 0.2068667	total: 8.94s	remaining: 32.7s
215:	learn: 0.2060088	total: 8.98s	remaining: 32.6s
216:	learn: 0.2049888	total: 9.01s	remaining: 32.5s
217:	learn: 0.2041032	total: 9.05s	remaining: 32.5s
218:	learn: 0.2032310	total: 9.08s	remaining: 32.4s
219:	learn: 0.2025253	total: 9.12s	remaining: 32.3s
220:	learn: 0.2013816	total: 9.15s	remaining: 32.3s
221:	learn: 0.2008110	total: 9.19s	remaining: 32.2s
222:	learn: 0.1998710	total: 9.22s	remaining: 32.1s
223:	learn: 0.1990664	total: 9.26s	remaining: 32.1s
224:	learn: 0.1981375	total: 9.29s	remaining: 32s
225:	learn: 0.1978356	total: 9.3s	remaining: 31.8s
226:	learn: 0.1970638	total: 9.33s	remaining: 31.8s
227:	learn: 0.1963340	total: 9.34s	remaining: 31.6s
228:	learn: 0.1954433	total: 9.37s	remaining: 31.5s
229:	learn: 0.1952371	total: 9.37s	remaining: 31.4s
230:	learn: 0.1950041	total: 9.38s	remaining: 31.2s
231:	learn: 0.1939589	total: 9.41s	remaining: 31.2s
232:	learn: 0.1931477	total: 9.45s	remaining: 31.1s
233:	learn: 0.1928184	total: 9.46s	remaining: 31s
234:	learn: 0.1926119	total: 9.47s	remaining: 30.8s
235:	learn: 0.1923934	total: 9.47s	remaining: 30.7s
236:	learn: 0.1920847	total: 9.5s	remaining: 30.6s
237:	learn: 0.1914566	total: 9.54s	remaining: 30.5s
238:	learn: 0.1910324	total: 9.57s	remaining: 30.5s
239:	learn: 0.1903353	total: 9.6s	remaining: 30.4s
240:	learn: 0.1896043	total: 9.64s	remaining: 30.4s
241:	learn: 0.1892968	total: 9.64s	remaining: 30.2s
242:	learn: 0.1885857	total: 9.68s	remaining: 30.2s
243:	learn: 0.1883239	total: 9.68s	remaining: 30s
244:	learn: 0.1879332	total: 9.71s	remaining: 29.9s
245:	learn: 0.1870974	total: 9.75s	remaining: 29.9s
246:	learn: 0.1858966	total: 9.78s	remaining: 29.8s
247:	learn: 0.1851498	total: 9.82s	remaining: 29.8s
248:	learn: 0.1844447	total: 9.85s	remaining: 29.7s
249:	learn: 0.1837996	total: 9.88s	remaining: 29.7s
250:	learn: 0.1835412	total: 9.89s	remaining: 29.5s
251:	learn: 0.1826309	total: 9.92s	remaining: 29.5s
252:	learn: 0.1823315	total: 9.93s	remaining: 29.3s
253:	learn: 0.1814790	total: 9.96s	remaining: 29.3s
254:	learn: 0.1812079	total: 9.98s	remaining: 29.2s
255:	learn: 0.1806552	total: 10s	remaining: 29.1s
256:	learn: 0.1803577	total: 10s	remaining: 29s
257:	learn: 0.1801685	total: 10s	remaining: 28.8s
258:	learn: 0.1798830	total: 10s	remaining: 28.7s
259:	learn: 0.1791988	total: 10.1s	remaining: 28.6s
260:	learn: 0.1784048	total: 10.1s	remaining: 28.6s
261:	learn: 0.1778800	total: 10.1s	remaining: 28.5s
262:	learn: 0.1776301	total: 10.1s	remaining: 28.4s
263:	learn: 0.1771331	total: 10.2s	remaining: 28.3s
264:	learn: 0.1769085	total: 10.2s	remaining: 28.2s
265:	learn: 0.1764502	total: 10.2s	remaining: 28.2s
266:	learn: 0.1762005	total: 10.2s	remaining: 28s
267:	learn: 0.1759080	total: 10.2s	remaining: 27.9s
268:	learn: 0.1753881	total: 10.3s	remaining: 27.9s
269:	learn: 0.1751570	total: 10.3s	remaining: 27.7s
270:	learn: 0.1749326	total: 10.3s	remaining: 27.6s
271:	learn: 0.1740546	total: 10.3s	remaining: 27.5s
272:	learn: 0.1735144	total: 10.3s	remaining: 27.5s
273:	learn: 0.1732698	total: 10.3s	remaining: 27.4s
274:	learn: 0.1727256	total: 10.4s	remaining: 27.3s
275:	learn: 0.1724892	total: 10.4s	remaining: 27.2s
276:	learn: 0.1720131	total: 10.4s	remaining: 27.1s
277:	learn: 0.1710281	total: 10.4s	remaining: 27.1s
278:	learn: 0.1708147	total: 10.4s	remaining: 26.9s
279:	learn: 0.1704452	total: 10.4s	remaining: 26.8s
280:	learn: 0.1696325	total: 10.5s	remaining: 26.8s
281:	learn: 0.1688394	total: 10.5s	remaining: 26.7s
282:	learn: 0.1686272	total: 10.5s	remaining: 26.6s
283:	learn: 0.1680838	total: 10.5s	remaining: 26.6s
284:	learn: 0.1672660	total: 10.6s	remaining: 26.5s
285:	learn: 0.1670427	total: 10.6s	remaining: 26.4s
286:	learn: 0.1659469	total: 10.6s	remaining: 26.4s
287:	learn: 0.1652545	total: 10.6s	remaining: 26.3s
288:	learn: 0.1645788	total: 10.7s	remaining: 26.3s
289:	learn: 0.1643830	total: 10.7s	remaining: 26.1s
290:	learn: 0.1641478	total: 10.7s	remaining: 26.1s
291:	learn: 0.1639680	total: 10.7s	remaining: 25.9s
292:	learn: 0.1637803	total: 10.7s	remaining: 25.8s
293:	learn: 0.1630038	total: 10.7s	remaining: 25.8s
294:	learn: 0.1623625	total: 10.8s	remaining: 25.7s
295:	learn: 0.1615921	total: 10.8s	remaining: 25.7s
296:	learn: 0.1609743	total: 10.8s	remaining: 25.6s
297:	learn: 0.1604200	total: 10.9s	remaining: 25.6s
298:	learn: 0.1598451	total: 10.9s	remaining: 25.6s
299:	learn: 0.1596519	total: 10.9s	remaining: 25.5s
300:	learn: 0.1594619	total: 10.9s	remaining: 25.4s
301:	learn: 0.1592854	total: 10.9s	remaining: 25.3s
302:	learn: 0.1588003	total: 10.9s	remaining: 25.1s
303:	learn: 0.1583812	total: 11s	remaining: 25.1s
304:	learn: 0.1581327	total: 11s	remaining: 25s
305:	learn: 0.1579592	total: 11s	remaining: 24.9s
306:	learn: 0.1574422	total: 11s	remaining: 24.9s
307:	learn: 0.1568495	total: 11s	remaining: 24.8s
308:	learn: 0.1566822	total: 11s	remaining: 24.7s
309:	learn: 0.1562714	total: 11.1s	remaining: 24.6s
310:	learn: 0.1557646	total: 11.1s	remaining: 24.6s
311:	learn: 0.1552089	total: 11.1s	remaining: 24.6s
312:	learn: 0.1546795	total: 11.2s	remaining: 24.5s
313:	learn: 0.1545408	total: 11.2s	remaining: 24.4s
314:	learn: 0.1543577	total: 11.2s	remaining: 24.4s
315:	learn: 0.1538384	total: 11.2s	remaining: 24.3s
316:	learn: 0.1533278	total: 11.3s	remaining: 24.3s
317:	learn: 0.1527158	total: 11.3s	remaining: 24.3s
318:	learn: 0.1518177	total: 11.3s	remaining: 24.2s
319:	learn: 0.1510538	total: 11.4s	remaining: 24.2s
320:	learn: 0.1502795	total: 11.4s	remaining: 24.1s
321:	learn: 0.1495306	total: 11.4s	remaining: 24.1s
322:	learn: 0.1493723	total: 11.4s	remaining: 24s
323:	learn: 0.1488656	total: 11.5s	remaining: 23.9s
324:	learn: 0.1486760	total: 11.5s	remaining: 23.9s
325:	learn: 0.1484079	total: 11.5s	remaining: 23.8s
326:	learn: 0.1482634	total: 11.5s	remaining: 23.7s
327:	learn: 0.1480084	total: 11.6s	remaining: 23.7s
328:	learn: 0.1473101	total: 11.6s	remaining: 23.6s
329:	learn: 0.1471822	total: 11.6s	remaining: 23.5s
330:	learn: 0.1467134	total: 11.6s	remaining: 23.5s
331:	learn: 0.1461035	total: 11.7s	remaining: 23.5s
332:	learn: 0.1459570	total: 11.7s	remaining: 23.4s
333:	learn: 0.1455973	total: 11.7s	remaining: 23.3s
334:	learn: 0.1450185	total: 11.7s	remaining: 23.3s
335:	learn: 0.1443869	total: 11.8s	remaining: 23.3s
336:	learn: 0.1441854	total: 11.8s	remaining: 23.2s
337:	learn: 0.1437928	total: 11.8s	remaining: 23.1s
338:	learn: 0.1433622	total: 11.8s	remaining: 23.1s
339:	learn: 0.1429429	total: 11.9s	remaining: 23s
340:	learn: 0.1425362	total: 11.9s	remaining: 23s
341:	learn: 0.1421992	total: 11.9s	remaining: 23s
342:	learn: 0.1419351	total: 11.9s	remaining: 22.9s
343:	learn: 0.1413523	total: 12s	remaining: 22.9s
344:	learn: 0.1408953	total: 12s	remaining: 22.8s
345:	learn: 0.1402143	total: 12.1s	remaining: 22.8s
346:	learn: 0.1400604	total: 12.1s	remaining: 22.7s
347:	learn: 0.1396457	total: 12.1s	remaining: 22.7s
348:	learn: 0.1389876	total: 12.1s	remaining: 22.7s
349:	learn: 0.1386596	total: 12.2s	remaining: 22.6s
350:	learn: 0.1382858	total: 12.2s	remaining: 22.6s
351:	learn: 0.1377275	total: 12.2s	remaining: 22.5s
352:	learn: 0.1369743	total: 12.3s	remaining: 22.5s
353:	learn: 0.1368551	total: 12.3s	remaining: 22.4s
354:	learn: 0.1363188	total: 12.3s	remaining: 22.4s
355:	learn: 0.1361760	total: 12.3s	remaining: 22.3s
356:	learn: 0.1360231	total: 12.3s	remaining: 22.2s
357:	learn: 0.1356896	total: 12.4s	remaining: 22.2s
358:	learn: 0.1352201	total: 12.4s	remaining: 22.1s
359:	learn: 0.1349678	total: 12.4s	remaining: 22.1s
360:	learn: 0.1348449	total: 12.4s	remaining: 22s
361:	learn: 0.1345105	total: 12.5s	remaining: 22s
362:	learn: 0.1340848	total: 12.5s	remaining: 22s
363:	learn: 0.1337458	total: 12.5s	remaining: 21.9s
364:	learn: 0.1334736	total: 12.6s	remaining: 21.9s
365:	learn: 0.1330760	total: 12.7s	remaining: 21.9s
366:	learn: 0.1326648	total: 12.8s	remaining: 22s
367:	learn: 0.1325128	total: 12.8s	remaining: 22.1s
368:	learn: 0.1318410	total: 12.9s	remaining: 22s
369:	learn: 0.1311313	total: 12.9s	remaining: 22s
370:	learn: 0.1307585	total: 13s	remaining: 22s
371:	learn: 0.1303449	total: 13s	remaining: 22s
372:	learn: 0.1298109	total: 13.1s	remaining: 22s
373:	learn: 0.1293216	total: 13.1s	remaining: 21.9s
374:	learn: 0.1286856	total: 13.1s	remaining: 21.9s
375:	learn: 0.1281676	total: 13.2s	remaining: 21.9s
376:	learn: 0.1280458	total: 13.2s	remaining: 21.8s
377:	learn: 0.1279411	total: 13.3s	remaining: 21.8s
378:	learn: 0.1276384	total: 13.3s	remaining: 21.8s
379:	learn: 0.1274171	total: 13.3s	remaining: 21.7s
380:	learn: 0.1270270	total: 13.4s	remaining: 21.7s
381:	learn: 0.1268892	total: 13.4s	remaining: 21.6s
382:	learn: 0.1262199	total: 13.4s	remaining: 21.6s
383:	learn: 0.1261195	total: 13.4s	remaining: 21.5s
384:	learn: 0.1260152	total: 13.4s	remaining: 21.4s
385:	learn: 0.1252606	total: 13.4s	remaining: 21.4s
386:	learn: 0.1247859	total: 13.5s	remaining: 21.3s
387:	learn: 0.1245334	total: 13.5s	remaining: 21.3s
388:	learn: 0.1244139	total: 13.5s	remaining: 21.2s
389:	learn: 0.1243091	total: 13.5s	remaining: 21.1s
390:	learn: 0.1237502	total: 13.5s	remaining: 21.1s
391:	learn: 0.1236472	total: 13.5s	remaining: 21s
392:	learn: 0.1230799	total: 13.5s	remaining: 20.9s
393:	learn: 0.1226013	total: 13.6s	remaining: 20.9s
394:	learn: 0.1225000	total: 13.6s	remaining: 20.8s
395:	learn: 0.1222692	total: 13.6s	remaining: 20.7s
396:	learn: 0.1221756	total: 13.6s	remaining: 20.7s
397:	learn: 0.1216548	total: 13.7s	remaining: 20.7s
398:	learn: 0.1212672	total: 13.7s	remaining: 20.6s
399:	learn: 0.1211736	total: 13.7s	remaining: 20.6s
400:	learn: 0.1207791	total: 13.7s	remaining: 20.5s
401:	learn: 0.1203730	total: 13.8s	remaining: 20.5s
402:	learn: 0.1202827	total: 13.8s	remaining: 20.5s
403:	learn: 0.1199648	total: 13.8s	remaining: 20.4s
404:	learn: 0.1196463	total: 13.9s	remaining: 20.4s
405:	learn: 0.1190791	total: 13.9s	remaining: 20.4s
406:	learn: 0.1186579	total: 14s	remaining: 20.3s
407:	learn: 0.1180049	total: 14s	remaining: 20.3s
408:	learn: 0.1178240	total: 14s	remaining: 20.3s
409:	learn: 0.1177167	total: 14.1s	remaining: 20.2s
410:	learn: 0.1176109	total: 14.1s	remaining: 20.2s
411:	learn: 0.1175031	total: 14.1s	remaining: 20.2s
412:	learn: 0.1173398	total: 14.1s	remaining: 20.1s
413:	learn: 0.1169621	total: 14.2s	remaining: 20.2s
414:	learn: 0.1167415	total: 14.3s	remaining: 20.2s
415:	learn: 0.1166396	total: 14.3s	remaining: 20.1s
416:	learn: 0.1165481	total: 14.4s	remaining: 20.1s
417:	learn: 0.1164638	total: 14.4s	remaining: 20s
418:	learn: 0.1162205	total: 14.4s	remaining: 19.9s
419:	learn: 0.1158372	total: 14.4s	remaining: 19.8s
420:	learn: 0.1151911	total: 14.4s	remaining: 19.8s
421:	learn: 0.1148270	total: 14.5s	remaining: 19.8s
422:	learn: 0.1142205	total: 14.5s	remaining: 19.8s
423:	learn: 0.1141242	total: 14.6s	remaining: 19.8s
424:	learn: 0.1136412	total: 14.6s	remaining: 19.8s
425:	learn: 0.1133280	total: 14.7s	remaining: 19.7s
426:	learn: 0.1129398	total: 14.7s	remaining: 19.7s
427:	learn: 0.1128605	total: 14.7s	remaining: 19.7s
428:	learn: 0.1125518	total: 14.8s	remaining: 19.6s
429:	learn: 0.1119610	total: 14.8s	remaining: 19.6s
430:	learn: 0.1115059	total: 14.8s	remaining: 19.6s
431:	learn: 0.1111897	total: 14.9s	remaining: 19.6s
432:	learn: 0.1108585	total: 14.9s	remaining: 19.6s
433:	learn: 0.1107658	total: 15s	remaining: 19.5s
434:	learn: 0.1106782	total: 15s	remaining: 19.5s
435:	learn: 0.1106028	total: 15s	remaining: 19.4s
436:	learn: 0.1105213	total: 15s	remaining: 19.3s
437:	learn: 0.1104319	total: 15s	remaining: 19.2s
438:	learn: 0.1103325	total: 15s	remaining: 19.2s
439:	learn: 0.1098552	total: 15.1s	remaining: 19.2s
440:	learn: 0.1093740	total: 15.1s	remaining: 19.2s
441:	learn: 0.1089670	total: 15.2s	remaining: 19.2s
442:	learn: 0.1085477	total: 15.2s	remaining: 19.1s
443:	learn: 0.1082717	total: 15.3s	remaining: 19.1s
444:	learn: 0.1081324	total: 15.3s	remaining: 19.1s
445:	learn: 0.1080135	total: 15.4s	remaining: 19.1s
446:	learn: 0.1076075	total: 15.4s	remaining: 19.1s
447:	learn: 0.1072737	total: 15.5s	remaining: 19.1s
448:	learn: 0.1071955	total: 15.5s	remaining: 19s
449:	learn: 0.1070960	total: 15.5s	remaining: 19s
450:	learn: 0.1070111	total: 15.6s	remaining: 19s
451:	learn: 0.1068793	total: 15.6s	remaining: 18.9s
452:	learn: 0.1065106	total: 15.6s	remaining: 18.9s
453:	learn: 0.1063801	total: 15.7s	remaining: 18.9s
454:	learn: 0.1061058	total: 15.7s	remaining: 18.8s
455:	learn: 0.1055438	total: 15.8s	remaining: 18.8s
456:	learn: 0.1052154	total: 15.8s	remaining: 18.8s
457:	learn: 0.1049485	total: 15.8s	remaining: 18.7s
458:	learn: 0.1045521	total: 15.9s	remaining: 18.7s
459:	learn: 0.1040281	total: 15.9s	remaining: 18.7s
460:	learn: 0.1035331	total: 16s	remaining: 18.7s
461:	learn: 0.1032260	total: 16s	remaining: 18.6s
462:	learn: 0.1027213	total: 16s	remaining: 18.6s
463:	learn: 0.1025465	total: 16.1s	remaining: 18.6s
464:	learn: 0.1024773	total: 16.1s	remaining: 18.5s
465:	learn: 0.1020102	total: 16.1s	remaining: 18.5s
466:	learn: 0.1017533	total: 16.2s	remaining: 18.4s
467:	learn: 0.1014413	total: 16.2s	remaining: 18.4s
468:	learn: 0.1010258	total: 16.2s	remaining: 18.4s
469:	learn: 0.1007031	total: 16.2s	remaining: 18.3s
470:	learn: 0.1002081	total: 16.3s	remaining: 18.3s
471:	learn: 0.0996800	total: 16.3s	remaining: 18.3s
472:	learn: 0.0992871	total: 16.4s	remaining: 18.2s
473:	learn: 0.0992166	total: 16.4s	remaining: 18.2s
474:	learn: 0.0988588	total: 16.4s	remaining: 18.2s
475:	learn: 0.0983705	total: 16.5s	remaining: 18.1s
476:	learn: 0.0980236	total: 16.5s	remaining: 18.1s
477:	learn: 0.0979602	total: 16.5s	remaining: 18s
478:	learn: 0.0978654	total: 16.5s	remaining: 18s
479:	learn: 0.0974966	total: 16.5s	remaining: 17.9s
480:	learn: 0.0971515	total: 16.6s	remaining: 17.9s
481:	learn: 0.0969004	total: 16.6s	remaining: 17.8s
482:	learn: 0.0968256	total: 16.6s	remaining: 17.8s
483:	learn: 0.0967659	total: 16.7s	remaining: 17.8s
484:	learn: 0.0967094	total: 16.7s	remaining: 17.7s
485:	learn: 0.0964765	total: 16.7s	remaining: 17.7s
486:	learn: 0.0962216	total: 16.7s	remaining: 17.6s
487:	learn: 0.0957534	total: 16.8s	remaining: 17.6s
488:	learn: 0.0954092	total: 16.8s	remaining: 17.6s
489:	learn: 0.0950269	total: 16.8s	remaining: 17.5s
490:	learn: 0.0945003	total: 16.9s	remaining: 17.5s
491:	learn: 0.0941842	total: 16.9s	remaining: 17.5s
492:	learn: 0.0938894	total: 16.9s	remaining: 17.4s
493:	learn: 0.0935793	total: 17s	remaining: 17.4s
494:	learn: 0.0931639	total: 17s	remaining: 17.3s
495:	learn: 0.0929576	total: 17s	remaining: 17.3s
496:	learn: 0.0925598	total: 17.1s	remaining: 17.3s
497:	learn: 0.0921894	total: 17.1s	remaining: 17.3s
498:	learn: 0.0917254	total: 17.1s	remaining: 17.2s
499:	learn: 0.0912003	total: 17.2s	remaining: 17.2s
500:	learn: 0.0909619	total: 17.2s	remaining: 17.1s
501:	learn: 0.0907070	total: 17.2s	remaining: 17.1s
502:	learn: 0.0904683	total: 17.3s	remaining: 17.1s
503:	learn: 0.0902687	total: 17.3s	remaining: 17s
504:	learn: 0.0900324	total: 17.3s	remaining: 17s
505:	learn: 0.0896544	total: 17.4s	remaining: 17s
506:	learn: 0.0895178	total: 17.6s	remaining: 17.1s
507:	learn: 0.0891023	total: 17.6s	remaining: 17.1s
508:	learn: 0.0890028	total: 17.7s	remaining: 17.1s
509:	learn: 0.0887886	total: 17.7s	remaining: 17s
510:	learn: 0.0883388	total: 17.8s	remaining: 17s
511:	learn: 0.0882776	total: 17.8s	remaining: 17s
512:	learn: 0.0878890	total: 17.9s	remaining: 17s
513:	learn: 0.0875139	total: 17.9s	remaining: 17s
514:	learn: 0.0874591	total: 17.9s	remaining: 16.9s
515:	learn: 0.0873703	total: 18s	remaining: 16.9s
516:	learn: 0.0873192	total: 18s	remaining: 16.8s
517:	learn: 0.0870618	total: 18s	remaining: 16.8s
518:	learn: 0.0867661	total: 18.1s	remaining: 16.8s
519:	learn: 0.0864373	total: 18.2s	remaining: 16.8s
520:	learn: 0.0861081	total: 18.2s	remaining: 16.7s
521:	learn: 0.0859450	total: 18.2s	remaining: 16.7s
522:	learn: 0.0857102	total: 18.3s	remaining: 16.7s
523:	learn: 0.0856272	total: 18.3s	remaining: 16.7s
524:	learn: 0.0853139	total: 18.4s	remaining: 16.6s
525:	learn: 0.0852300	total: 18.4s	remaining: 16.6s
526:	learn: 0.0849712	total: 18.5s	remaining: 16.6s
527:	learn: 0.0846904	total: 18.5s	remaining: 16.6s
528:	learn: 0.0842770	total: 18.6s	remaining: 16.5s
529:	learn: 0.0841877	total: 18.6s	remaining: 16.5s
530:	learn: 0.0839663	total: 18.6s	remaining: 16.4s
531:	learn: 0.0838815	total: 18.7s	remaining: 16.4s
532:	learn: 0.0834863	total: 18.7s	remaining: 16.4s
533:	learn: 0.0834319	total: 18.7s	remaining: 16.3s
534:	learn: 0.0833682	total: 18.7s	remaining: 16.3s
535:	learn: 0.0830530	total: 18.8s	remaining: 16.3s
536:	learn: 0.0829548	total: 18.8s	remaining: 16.2s
537:	learn: 0.0827155	total: 18.9s	remaining: 16.2s
538:	learn: 0.0824636	total: 18.9s	remaining: 16.2s
539:	learn: 0.0824252	total: 18.9s	remaining: 16.1s
540:	learn: 0.0821493	total: 18.9s	remaining: 16.1s
541:	learn: 0.0820308	total: 19s	remaining: 16s
542:	learn: 0.0819888	total: 19s	remaining: 16s
543:	learn: 0.0816024	total: 19.1s	remaining: 16s
544:	learn: 0.0813265	total: 19.1s	remaining: 15.9s
545:	learn: 0.0809661	total: 19.1s	remaining: 15.9s
546:	learn: 0.0806997	total: 19.2s	remaining: 15.9s
547:	learn: 0.0804538	total: 19.2s	remaining: 15.9s
548:	learn: 0.0801742	total: 19.3s	remaining: 15.8s
549:	learn: 0.0799422	total: 19.3s	remaining: 15.8s
550:	learn: 0.0795233	total: 19.4s	remaining: 15.8s
551:	learn: 0.0792841	total: 19.4s	remaining: 15.7s
552:	learn: 0.0791848	total: 19.4s	remaining: 15.7s
553:	learn: 0.0787926	total: 19.5s	remaining: 15.7s
554:	learn: 0.0784282	total: 19.5s	remaining: 15.6s
555:	learn: 0.0780641	total: 19.5s	remaining: 15.6s
556:	learn: 0.0777271	total: 19.6s	remaining: 15.6s
557:	learn: 0.0775064	total: 19.6s	remaining: 15.5s
558:	learn: 0.0773385	total: 19.7s	remaining: 15.5s
559:	learn: 0.0772347	total: 19.7s	remaining: 15.5s
560:	learn: 0.0768724	total: 19.7s	remaining: 15.4s
561:	learn: 0.0765278	total: 19.7s	remaining: 15.4s
562:	learn: 0.0761483	total: 19.8s	remaining: 15.3s
563:	learn: 0.0761120	total: 19.8s	remaining: 15.3s
564:	learn: 0.0758928	total: 19.8s	remaining: 15.3s
565:	learn: 0.0756468	total: 19.9s	remaining: 15.2s
566:	learn: 0.0752788	total: 19.9s	remaining: 15.2s
567:	learn: 0.0751875	total: 20s	remaining: 15.2s
568:	learn: 0.0751402	total: 20s	remaining: 15.1s
569:	learn: 0.0750485	total: 20s	remaining: 15.1s
570:	learn: 0.0747178	total: 20.1s	remaining: 15.1s
571:	learn: 0.0743694	total: 20.1s	remaining: 15s
572:	learn: 0.0740597	total: 20.1s	remaining: 15s
573:	learn: 0.0736993	total: 20.2s	remaining: 15s
574:	learn: 0.0733596	total: 20.2s	remaining: 14.9s
575:	learn: 0.0730050	total: 20.2s	remaining: 14.9s
576:	learn: 0.0729643	total: 20.3s	remaining: 14.9s
577:	learn: 0.0726686	total: 20.3s	remaining: 14.8s
578:	learn: 0.0723319	total: 20.3s	remaining: 14.8s
579:	learn: 0.0720592	total: 20.4s	remaining: 14.8s
580:	learn: 0.0716912	total: 20.4s	remaining: 14.7s
581:	learn: 0.0714239	total: 20.4s	remaining: 14.7s
582:	learn: 0.0711734	total: 20.5s	remaining: 14.6s
583:	learn: 0.0708196	total: 20.5s	remaining: 14.6s
584:	learn: 0.0705199	total: 20.5s	remaining: 14.6s
585:	learn: 0.0704407	total: 20.6s	remaining: 14.5s
586:	learn: 0.0700810	total: 20.6s	remaining: 14.5s
587:	learn: 0.0697951	total: 20.7s	remaining: 14.5s
588:	learn: 0.0696375	total: 20.7s	remaining: 14.4s
589:	learn: 0.0693252	total: 20.7s	remaining: 14.4s
590:	learn: 0.0689930	total: 20.7s	remaining: 14.4s
591:	learn: 0.0685891	total: 20.8s	remaining: 14.3s
592:	learn: 0.0685580	total: 20.8s	remaining: 14.3s
593:	learn: 0.0685154	total: 20.8s	remaining: 14.2s
594:	learn: 0.0683525	total: 20.9s	remaining: 14.2s
595:	learn: 0.0681040	total: 20.9s	remaining: 14.2s
596:	learn: 0.0678252	total: 20.9s	remaining: 14.1s
597:	learn: 0.0677265	total: 21s	remaining: 14.1s
598:	learn: 0.0676882	total: 21s	remaining: 14.1s
599:	learn: 0.0674914	total: 21s	remaining: 14s
600:	learn: 0.0671655	total: 21.1s	remaining: 14s
601:	learn: 0.0668647	total: 21.1s	remaining: 14s
602:	learn: 0.0668241	total: 21.1s	remaining: 13.9s
603:	learn: 0.0664812	total: 21.2s	remaining: 13.9s
604:	learn: 0.0661999	total: 21.2s	remaining: 13.9s
605:	learn: 0.0659505	total: 21.3s	remaining: 13.8s
606:	learn: 0.0658956	total: 21.3s	remaining: 13.8s
607:	learn: 0.0655605	total: 21.3s	remaining: 13.8s
608:	learn: 0.0653451	total: 21.4s	remaining: 13.7s
609:	learn: 0.0652355	total: 21.4s	remaining: 13.7s
610:	learn: 0.0651720	total: 21.5s	remaining: 13.7s
611:	learn: 0.0649255	total: 21.5s	remaining: 13.6s
612:	learn: 0.0646761	total: 21.6s	remaining: 13.6s
613:	learn: 0.0643879	total: 21.6s	remaining: 13.6s
614:	learn: 0.0642490	total: 21.6s	remaining: 13.6s
615:	learn: 0.0640242	total: 21.7s	remaining: 13.5s
616:	learn: 0.0638672	total: 21.7s	remaining: 13.5s
617:	learn: 0.0638271	total: 21.8s	remaining: 13.5s
618:	learn: 0.0634882	total: 21.8s	remaining: 13.4s
619:	learn: 0.0631924	total: 21.9s	remaining: 13.4s
620:	learn: 0.0630122	total: 21.9s	remaining: 13.4s
621:	learn: 0.0628810	total: 22s	remaining: 13.4s
622:	learn: 0.0628466	total: 22s	remaining: 13.3s
623:	learn: 0.0625229	total: 22.1s	remaining: 13.3s
624:	learn: 0.0621959	total: 22.1s	remaining: 13.3s
625:	learn: 0.0619293	total: 22.1s	remaining: 13.2s
626:	learn: 0.0618824	total: 22.2s	remaining: 13.2s
627:	learn: 0.0617229	total: 22.2s	remaining: 13.2s
628:	learn: 0.0614992	total: 22.2s	remaining: 13.1s
629:	learn: 0.0612849	total: 22.3s	remaining: 13.1s
630:	learn: 0.0611510	total: 22.3s	remaining: 13.1s
631:	learn: 0.0610364	total: 22.4s	remaining: 13s
632:	learn: 0.0607736	total: 22.4s	remaining: 13s
633:	learn: 0.0606391	total: 22.5s	remaining: 13s
634:	learn: 0.0603516	total: 22.5s	remaining: 12.9s
635:	learn: 0.0602337	total: 22.5s	remaining: 12.9s
636:	learn: 0.0599928	total: 22.6s	remaining: 12.9s
637:	learn: 0.0598762	total: 22.6s	remaining: 12.8s
638:	learn: 0.0598192	total: 22.6s	remaining: 12.8s
639:	learn: 0.0595344	total: 22.7s	remaining: 12.8s
640:	learn: 0.0593191	total: 22.8s	remaining: 12.7s
641:	learn: 0.0591045	total: 22.8s	remaining: 12.7s
642:	learn: 0.0590695	total: 22.8s	remaining: 12.7s
643:	learn: 0.0588708	total: 22.9s	remaining: 12.6s
644:	learn: 0.0586932	total: 22.9s	remaining: 12.6s
645:	learn: 0.0585472	total: 22.9s	remaining: 12.6s
646:	learn: 0.0584197	total: 23s	remaining: 12.5s
647:	learn: 0.0582546	total: 23s	remaining: 12.5s
648:	learn: 0.0579927	total: 23s	remaining: 12.5s
649:	learn: 0.0578049	total: 23.1s	remaining: 12.4s
650:	learn: 0.0575614	total: 23.1s	remaining: 12.4s
651:	learn: 0.0575327	total: 23.2s	remaining: 12.4s
652:	learn: 0.0573201	total: 23.2s	remaining: 12.3s
653:	learn: 0.0571086	total: 23.2s	remaining: 12.3s
654:	learn: 0.0569940	total: 23.3s	remaining: 12.2s
655:	learn: 0.0569433	total: 23.3s	remaining: 12.2s
656:	learn: 0.0567793	total: 23.3s	remaining: 12.2s
657:	learn: 0.0566004	total: 23.4s	remaining: 12.1s
658:	learn: 0.0564021	total: 23.4s	remaining: 12.1s
659:	learn: 0.0562727	total: 23.4s	remaining: 12.1s
660:	learn: 0.0560735	total: 23.5s	remaining: 12s
661:	learn: 0.0558157	total: 23.6s	remaining: 12s
662:	learn: 0.0555137	total: 23.6s	remaining: 12s
663:	learn: 0.0552652	total: 23.7s	remaining: 12s
664:	learn: 0.0549915	total: 23.7s	remaining: 11.9s
665:	learn: 0.0547365	total: 23.7s	remaining: 11.9s
666:	learn: 0.0546632	total: 23.7s	remaining: 11.8s
667:	learn: 0.0544442	total: 23.8s	remaining: 11.8s
668:	learn: 0.0541800	total: 23.8s	remaining: 11.8s
669:	learn: 0.0539566	total: 23.9s	remaining: 11.8s
670:	learn: 0.0536768	total: 23.9s	remaining: 11.7s
671:	learn: 0.0534736	total: 23.9s	remaining: 11.7s
672:	learn: 0.0532240	total: 24s	remaining: 11.7s
673:	learn: 0.0530358	total: 24s	remaining: 11.6s
674:	learn: 0.0529031	total: 24.1s	remaining: 11.6s
675:	learn: 0.0527290	total: 24.1s	remaining: 11.6s
676:	learn: 0.0526181	total: 24.2s	remaining: 11.5s
677:	learn: 0.0524605	total: 24.2s	remaining: 11.5s
678:	learn: 0.0522061	total: 24.3s	remaining: 11.5s
679:	learn: 0.0520305	total: 24.3s	remaining: 11.4s
680:	learn: 0.0518055	total: 24.3s	remaining: 11.4s
681:	learn: 0.0515725	total: 24.4s	remaining: 11.4s
682:	learn: 0.0514161	total: 24.4s	remaining: 11.3s
683:	learn: 0.0512600	total: 24.5s	remaining: 11.3s
684:	learn: 0.0511053	total: 24.5s	remaining: 11.3s
685:	learn: 0.0509165	total: 24.5s	remaining: 11.2s
686:	learn: 0.0506910	total: 24.6s	remaining: 11.2s
687:	learn: 0.0506058	total: 24.6s	remaining: 11.2s
688:	learn: 0.0505931	total: 24.6s	remaining: 11.1s
689:	learn: 0.0503400	total: 24.6s	remaining: 11.1s
690:	learn: 0.0501621	total: 24.7s	remaining: 11s
691:	learn: 0.0499489	total: 24.7s	remaining: 11s
692:	learn: 0.0497681	total: 24.7s	remaining: 11s
693:	learn: 0.0496961	total: 24.7s	remaining: 10.9s
694:	learn: 0.0495318	total: 24.8s	remaining: 10.9s
695:	learn: 0.0494220	total: 24.8s	remaining: 10.8s
696:	learn: 0.0493667	total: 24.9s	remaining: 10.8s
697:	learn: 0.0492189	total: 24.9s	remaining: 10.8s
698:	learn: 0.0490119	total: 24.9s	remaining: 10.7s
699:	learn: 0.0487617	total: 25s	remaining: 10.7s
700:	learn: 0.0485085	total: 25s	remaining: 10.7s
701:	learn: 0.0482721	total: 25s	remaining: 10.6s
702:	learn: 0.0480240	total: 25.1s	remaining: 10.6s
703:	learn: 0.0477974	total: 25.1s	remaining: 10.5s
704:	learn: 0.0475654	total: 25.1s	remaining: 10.5s
705:	learn: 0.0474970	total: 25.2s	remaining: 10.5s
706:	learn: 0.0473839	total: 25.2s	remaining: 10.4s
707:	learn: 0.0472115	total: 25.2s	remaining: 10.4s
708:	learn: 0.0470998	total: 25.3s	remaining: 10.4s
709:	learn: 0.0469034	total: 25.3s	remaining: 10.3s
710:	learn: 0.0466874	total: 25.3s	remaining: 10.3s
711:	learn: 0.0466229	total: 25.4s	remaining: 10.3s
712:	learn: 0.0464792	total: 25.4s	remaining: 10.2s
713:	learn: 0.0463120	total: 25.4s	remaining: 10.2s
714:	learn: 0.0462336	total: 25.4s	remaining: 10.1s
715:	learn: 0.0461327	total: 25.5s	remaining: 10.1s
716:	learn: 0.0459330	total: 25.6s	remaining: 10.1s
717:	learn: 0.0456828	total: 25.7s	remaining: 10.1s
718:	learn: 0.0455402	total: 25.7s	remaining: 10.1s
719:	learn: 0.0454099	total: 25.8s	remaining: 10s
720:	learn: 0.0452033	total: 25.8s	remaining: 10s
721:	learn: 0.0450302	total: 25.9s	remaining: 9.97s
722:	learn: 0.0448701	total: 25.9s	remaining: 9.94s
723:	learn: 0.0447077	total: 26s	remaining: 9.9s
724:	learn: 0.0445128	total: 26s	remaining: 9.87s
725:	learn: 0.0444150	total: 26.1s	remaining: 9.84s
726:	learn: 0.0442453	total: 26.1s	remaining: 9.81s
727:	learn: 0.0440688	total: 26.2s	remaining: 9.77s
728:	learn: 0.0438428	total: 26.2s	remaining: 9.74s
729:	learn: 0.0436579	total: 26.2s	remaining: 9.71s
730:	learn: 0.0434610	total: 26.3s	remaining: 9.68s
731:	learn: 0.0432794	total: 26.3s	remaining: 9.64s
732:	learn: 0.0431595	total: 26.4s	remaining: 9.61s
733:	learn: 0.0430508	total: 26.4s	remaining: 9.58s
734:	learn: 0.0429107	total: 26.5s	remaining: 9.55s
735:	learn: 0.0428031	total: 26.5s	remaining: 9.52s
736:	learn: 0.0427176	total: 26.6s	remaining: 9.48s
737:	learn: 0.0426973	total: 26.6s	remaining: 9.43s
738:	learn: 0.0425895	total: 26.6s	remaining: 9.4s
739:	learn: 0.0424345	total: 26.6s	remaining: 9.36s
740:	learn: 0.0422416	total: 26.7s	remaining: 9.33s
741:	learn: 0.0421176	total: 26.7s	remaining: 9.29s
742:	learn: 0.0420256	total: 26.8s	remaining: 9.26s
743:	learn: 0.0418406	total: 26.8s	remaining: 9.23s
744:	learn: 0.0417048	total: 26.9s	remaining: 9.19s
745:	learn: 0.0414785	total: 26.9s	remaining: 9.16s
746:	learn: 0.0414285	total: 27s	remaining: 9.13s
747:	learn: 0.0413490	total: 27s	remaining: 9.1s
748:	learn: 0.0411656	total: 27s	remaining: 9.06s
749:	learn: 0.0410583	total: 27.1s	remaining: 9.02s
750:	learn: 0.0409004	total: 27.1s	remaining: 8.99s
751:	learn: 0.0406952	total: 27.1s	remaining: 8.95s
752:	learn: 0.0406365	total: 27.2s	remaining: 8.92s
753:	learn: 0.0404234	total: 27.2s	remaining: 8.89s
754:	learn: 0.0402519	total: 27.3s	remaining: 8.86s
755:	learn: 0.0402043	total: 27.4s	remaining: 8.83s
756:	learn: 0.0400310	total: 27.5s	remaining: 8.82s
757:	learn: 0.0399689	total: 27.6s	remaining: 8.79s
758:	learn: 0.0398558	total: 27.6s	remaining: 8.78s
759:	learn: 0.0396648	total: 27.7s	remaining: 8.75s
760:	learn: 0.0394748	total: 27.8s	remaining: 8.72s
761:	learn: 0.0393253	total: 27.8s	remaining: 8.69s
762:	learn: 0.0392008	total: 27.9s	remaining: 8.66s
763:	learn: 0.0390061	total: 27.9s	remaining: 8.63s
764:	learn: 0.0388742	total: 28s	remaining: 8.59s
765:	learn: 0.0387519	total: 28s	remaining: 8.56s
766:	learn: 0.0386257	total: 28.1s	remaining: 8.53s
767:	learn: 0.0384566	total: 28.1s	remaining: 8.49s
768:	learn: 0.0382878	total: 28.2s	remaining: 8.46s
769:	learn: 0.0381679	total: 28.2s	remaining: 8.43s
770:	learn: 0.0380361	total: 28.3s	remaining: 8.39s
771:	learn: 0.0380194	total: 28.3s	remaining: 8.36s
772:	learn: 0.0379665	total: 28.3s	remaining: 8.32s
773:	learn: 0.0378106	total: 28.4s	remaining: 8.28s
774:	learn: 0.0377268	total: 28.4s	remaining: 8.25s
775:	learn: 0.0375520	total: 28.5s	remaining: 8.21s
776:	learn: 0.0373591	total: 28.5s	remaining: 8.18s
777:	learn: 0.0372236	total: 28.5s	remaining: 8.14s
778:	learn: 0.0371969	total: 28.6s	remaining: 8.11s
779:	learn: 0.0370460	total: 28.6s	remaining: 8.07s
780:	learn: 0.0368957	total: 28.7s	remaining: 8.04s
781:	learn: 0.0367736	total: 28.7s	remaining: 8s
782:	learn: 0.0365800	total: 28.7s	remaining: 7.96s
783:	learn: 0.0365425	total: 28.7s	remaining: 7.92s
784:	learn: 0.0364658	total: 28.8s	remaining: 7.88s
785:	learn: 0.0363337	total: 28.8s	remaining: 7.84s
786:	learn: 0.0361976	total: 28.8s	remaining: 7.81s
787:	learn: 0.0361805	total: 28.9s	remaining: 7.77s
788:	learn: 0.0360118	total: 28.9s	remaining: 7.73s
789:	learn: 0.0359939	total: 29s	remaining: 7.7s
790:	learn: 0.0358982	total: 29s	remaining: 7.67s
791:	learn: 0.0357615	total: 29.1s	remaining: 7.63s
792:	learn: 0.0355951	total: 29.1s	remaining: 7.59s
793:	learn: 0.0355548	total: 29.1s	remaining: 7.55s
794:	learn: 0.0355426	total: 29.1s	remaining: 7.51s
795:	learn: 0.0354493	total: 29.2s	remaining: 7.47s
796:	learn: 0.0352823	total: 29.2s	remaining: 7.44s
797:	learn: 0.0351293	total: 29.3s	remaining: 7.4s
798:	learn: 0.0350117	total: 29.4s	remaining: 7.38s
799:	learn: 0.0348630	total: 29.4s	remaining: 7.36s
800:	learn: 0.0348254	total: 29.5s	remaining: 7.33s
801:	learn: 0.0347826	total: 29.6s	remaining: 7.3s
802:	learn: 0.0347616	total: 29.6s	remaining: 7.27s
803:	learn: 0.0345840	total: 29.7s	remaining: 7.24s
804:	learn: 0.0344938	total: 29.8s	remaining: 7.21s
805:	learn: 0.0344404	total: 29.8s	remaining: 7.17s
806:	learn: 0.0343741	total: 29.9s	remaining: 7.15s
807:	learn: 0.0342195	total: 29.9s	remaining: 7.11s
808:	learn: 0.0341991	total: 30s	remaining: 7.08s
809:	learn: 0.0341201	total: 30.1s	remaining: 7.05s
810:	learn: 0.0339950	total: 30.1s	remaining: 7.01s
811:	learn: 0.0339816	total: 30.1s	remaining: 6.98s
812:	learn: 0.0338506	total: 30.2s	remaining: 6.94s
813:	learn: 0.0337770	total: 30.2s	remaining: 6.91s
814:	learn: 0.0337100	total: 30.3s	remaining: 6.87s
815:	learn: 0.0336053	total: 30.3s	remaining: 6.83s
816:	learn: 0.0334628	total: 30.3s	remaining: 6.79s
817:	learn: 0.0333307	total: 30.4s	remaining: 6.75s
818:	learn: 0.0332322	total: 30.4s	remaining: 6.72s
819:	learn: 0.0330740	total: 30.4s	remaining: 6.68s
820:	learn: 0.0329214	total: 30.5s	remaining: 6.64s
821:	learn: 0.0327824	total: 30.5s	remaining: 6.61s
822:	learn: 0.0326894	total: 30.5s	remaining: 6.57s
823:	learn: 0.0325626	total: 30.6s	remaining: 6.53s
824:	learn: 0.0324184	total: 30.6s	remaining: 6.5s
825:	learn: 0.0322628	total: 30.7s	remaining: 6.46s
826:	learn: 0.0321004	total: 30.7s	remaining: 6.43s
827:	learn: 0.0320002	total: 30.8s	remaining: 6.39s
828:	learn: 0.0319756	total: 30.8s	remaining: 6.35s
829:	learn: 0.0318206	total: 30.9s	remaining: 6.32s
830:	learn: 0.0317258	total: 30.9s	remaining: 6.28s
831:	learn: 0.0317122	total: 30.9s	remaining: 6.25s
832:	learn: 0.0316980	total: 31s	remaining: 6.21s
833:	learn: 0.0315462	total: 31s	remaining: 6.17s
834:	learn: 0.0314189	total: 31s	remaining: 6.13s
835:	learn: 0.0313037	total: 31.1s	remaining: 6.1s
836:	learn: 0.0312893	total: 31.1s	remaining: 6.06s
837:	learn: 0.0312012	total: 31.1s	remaining: 6.02s
838:	learn: 0.0310578	total: 31.2s	remaining: 5.98s
839:	learn: 0.0310441	total: 31.2s	remaining: 5.95s
840:	learn: 0.0309578	total: 31.3s	remaining: 5.91s
841:	learn: 0.0308192	total: 31.3s	remaining: 5.87s
842:	learn: 0.0307681	total: 31.3s	remaining: 5.84s
843:	learn: 0.0306419	total: 31.4s	remaining: 5.8s
844:	learn: 0.0305981	total: 31.4s	remaining: 5.76s
845:	learn: 0.0304448	total: 31.5s	remaining: 5.73s
846:	learn: 0.0303673	total: 31.5s	remaining: 5.69s
847:	learn: 0.0302346	total: 31.5s	remaining: 5.65s
848:	learn: 0.0301418	total: 31.6s	remaining: 5.62s
849:	learn: 0.0300640	total: 31.6s	remaining: 5.58s
850:	learn: 0.0299426	total: 31.7s	remaining: 5.54s
851:	learn: 0.0298415	total: 31.7s	remaining: 5.51s
852:	learn: 0.0297440	total: 31.7s	remaining: 5.47s
853:	learn: 0.0296715	total: 31.8s	remaining: 5.43s
854:	learn: 0.0295379	total: 31.8s	remaining: 5.4s
855:	learn: 0.0294079	total: 31.9s	remaining: 5.36s
856:	learn: 0.0292722	total: 31.9s	remaining: 5.32s
857:	learn: 0.0291729	total: 31.9s	remaining: 5.28s
858:	learn: 0.0290910	total: 32s	remaining: 5.25s
859:	learn: 0.0289981	total: 32s	remaining: 5.21s
860:	learn: 0.0289037	total: 32s	remaining: 5.17s
861:	learn: 0.0287880	total: 32.1s	remaining: 5.13s
862:	learn: 0.0287335	total: 32.1s	remaining: 5.09s
863:	learn: 0.0285996	total: 32.1s	remaining: 5.06s
864:	learn: 0.0285671	total: 32.2s	remaining: 5.02s
865:	learn: 0.0284304	total: 32.2s	remaining: 4.98s
866:	learn: 0.0282822	total: 32.2s	remaining: 4.95s
867:	learn: 0.0282367	total: 32.3s	remaining: 4.91s
868:	learn: 0.0281371	total: 32.3s	remaining: 4.87s
869:	learn: 0.0280741	total: 32.3s	remaining: 4.83s
870:	learn: 0.0280371	total: 32.4s	remaining: 4.79s
871:	learn: 0.0279578	total: 32.4s	remaining: 4.76s
872:	learn: 0.0278367	total: 32.5s	remaining: 4.72s
873:	learn: 0.0277241	total: 32.5s	remaining: 4.69s
874:	learn: 0.0276958	total: 32.6s	remaining: 4.65s
875:	learn: 0.0276250	total: 32.6s	remaining: 4.61s
876:	learn: 0.0275513	total: 32.6s	remaining: 4.58s
877:	learn: 0.0273820	total: 32.7s	remaining: 4.54s
878:	learn: 0.0273015	total: 32.7s	remaining: 4.51s
879:	learn: 0.0272326	total: 32.8s	remaining: 4.47s
880:	learn: 0.0271448	total: 32.8s	remaining: 4.43s
881:	learn: 0.0270609	total: 32.9s	remaining: 4.4s
882:	learn: 0.0269478	total: 32.9s	remaining: 4.36s
883:	learn: 0.0268054	total: 33s	remaining: 4.33s
884:	learn: 0.0267326	total: 33s	remaining: 4.29s
885:	learn: 0.0266175	total: 33.1s	remaining: 4.25s
886:	learn: 0.0265677	total: 33.1s	remaining: 4.22s
887:	learn: 0.0265379	total: 33.1s	remaining: 4.18s
888:	learn: 0.0264880	total: 33.2s	remaining: 4.14s
889:	learn: 0.0264300	total: 33.2s	remaining: 4.11s
890:	learn: 0.0263079	total: 33.3s	remaining: 4.07s
891:	learn: 0.0262056	total: 33.3s	remaining: 4.03s
892:	learn: 0.0261779	total: 33.3s	remaining: 3.99s
893:	learn: 0.0260952	total: 33.4s	remaining: 3.96s
894:	learn: 0.0260233	total: 33.5s	remaining: 3.92s
895:	learn: 0.0258865	total: 33.5s	remaining: 3.89s
896:	learn: 0.0258627	total: 33.5s	remaining: 3.85s
897:	learn: 0.0257226	total: 33.6s	remaining: 3.81s
898:	learn: 0.0256152	total: 33.6s	remaining: 3.78s
899:	learn: 0.0254827	total: 33.7s	remaining: 3.74s
900:	learn: 0.0254077	total: 33.7s	remaining: 3.7s
901:	learn: 0.0253519	total: 33.7s	remaining: 3.66s
902:	learn: 0.0252457	total: 33.8s	remaining: 3.63s
903:	learn: 0.0251521	total: 33.8s	remaining: 3.59s
904:	learn: 0.0250553	total: 33.9s	remaining: 3.55s
905:	learn: 0.0249481	total: 33.9s	remaining: 3.52s
906:	learn: 0.0248736	total: 33.9s	remaining: 3.48s
907:	learn: 0.0247683	total: 34s	remaining: 3.44s
908:	learn: 0.0246516	total: 34s	remaining: 3.41s
909:	learn: 0.0245648	total: 34.1s	remaining: 3.37s
910:	learn: 0.0244490	total: 34.2s	remaining: 3.34s
911:	learn: 0.0243956	total: 34.2s	remaining: 3.3s
912:	learn: 0.0243308	total: 34.3s	remaining: 3.27s
913:	learn: 0.0242220	total: 34.3s	remaining: 3.23s
914:	learn: 0.0241008	total: 34.4s	remaining: 3.19s
915:	learn: 0.0240005	total: 34.5s	remaining: 3.16s
916:	learn: 0.0238960	total: 34.5s	remaining: 3.12s
917:	learn: 0.0238252	total: 34.5s	remaining: 3.08s
918:	learn: 0.0237506	total: 34.6s	remaining: 3.05s
919:	learn: 0.0237244	total: 34.6s	remaining: 3.01s
920:	learn: 0.0236693	total: 34.7s	remaining: 2.97s
921:	learn: 0.0236224	total: 34.7s	remaining: 2.94s
922:	learn: 0.0236114	total: 34.7s	remaining: 2.9s
923:	learn: 0.0235328	total: 34.8s	remaining: 2.86s
924:	learn: 0.0234235	total: 34.8s	remaining: 2.82s
925:	learn: 0.0233553	total: 34.8s	remaining: 2.78s
926:	learn: 0.0233175	total: 34.9s	remaining: 2.75s
927:	learn: 0.0232507	total: 34.9s	remaining: 2.71s
928:	learn: 0.0231334	total: 35s	remaining: 2.67s
929:	learn: 0.0230132	total: 35s	remaining: 2.63s
930:	learn: 0.0228990	total: 35s	remaining: 2.6s
931:	learn: 0.0228335	total: 35.1s	remaining: 2.56s
932:	learn: 0.0227754	total: 35.2s	remaining: 2.52s
933:	learn: 0.0226843	total: 35.2s	remaining: 2.49s
934:	learn: 0.0226493	total: 35.3s	remaining: 2.45s
935:	learn: 0.0226387	total: 35.3s	remaining: 2.42s
936:	learn: 0.0225610	total: 35.4s	remaining: 2.38s
937:	learn: 0.0225106	total: 35.4s	remaining: 2.34s
938:	learn: 0.0224285	total: 35.5s	remaining: 2.3s
939:	learn: 0.0223836	total: 35.5s	remaining: 2.27s
940:	learn: 0.0223234	total: 35.5s	remaining: 2.23s
941:	learn: 0.0222180	total: 35.6s	remaining: 2.19s
942:	learn: 0.0221668	total: 35.6s	remaining: 2.15s
943:	learn: 0.0221587	total: 35.6s	remaining: 2.11s
944:	learn: 0.0220841	total: 35.7s	remaining: 2.08s
945:	learn: 0.0220041	total: 35.7s	remaining: 2.04s
946:	learn: 0.0219604	total: 35.8s	remaining: 2s
947:	learn: 0.0219140	total: 35.8s	remaining: 1.96s
948:	learn: 0.0219017	total: 35.8s	remaining: 1.93s
949:	learn: 0.0218133	total: 35.9s	remaining: 1.89s
950:	learn: 0.0217064	total: 35.9s	remaining: 1.85s
951:	learn: 0.0216162	total: 36s	remaining: 1.81s
952:	learn: 0.0215661	total: 36s	remaining: 1.77s
953:	learn: 0.0214659	total: 36.1s	remaining: 1.74s
954:	learn: 0.0214231	total: 36.1s	remaining: 1.7s
955:	learn: 0.0213272	total: 36.1s	remaining: 1.66s
956:	learn: 0.0212239	total: 36.2s	remaining: 1.63s
957:	learn: 0.0211178	total: 36.2s	remaining: 1.59s
958:	learn: 0.0210137	total: 36.3s	remaining: 1.55s
959:	learn: 0.0209215	total: 36.3s	remaining: 1.51s
960:	learn: 0.0208199	total: 36.4s	remaining: 1.48s
961:	learn: 0.0207665	total: 36.4s	remaining: 1.44s
962:	learn: 0.0207427	total: 36.5s	remaining: 1.4s
963:	learn: 0.0206737	total: 36.5s	remaining: 1.36s
964:	learn: 0.0206116	total: 36.5s	remaining: 1.32s
965:	learn: 0.0205805	total: 36.6s	remaining: 1.29s
966:	learn: 0.0205130	total: 36.6s	remaining: 1.25s
967:	learn: 0.0204271	total: 36.6s	remaining: 1.21s
968:	learn: 0.0203202	total: 36.7s	remaining: 1.17s
969:	learn: 0.0202839	total: 36.7s	remaining: 1.14s
970:	learn: 0.0202145	total: 36.8s	remaining: 1.1s
971:	learn: 0.0201391	total: 36.8s	remaining: 1.06s
972:	learn: 0.0200402	total: 36.9s	remaining: 1.02s
973:	learn: 0.0200043	total: 36.9s	remaining: 985ms
974:	learn: 0.0199290	total: 36.9s	remaining: 947ms
975:	learn: 0.0199106	total: 37s	remaining: 909ms
976:	learn: 0.0198270	total: 37s	remaining: 871ms
977:	learn: 0.0197186	total: 37.1s	remaining: 834ms
978:	learn: 0.0197104	total: 37.1s	remaining: 796ms
979:	learn: 0.0196662	total: 37.2s	remaining: 759ms
980:	learn: 0.0196578	total: 37.2s	remaining: 721ms
981:	learn: 0.0195575	total: 37.3s	remaining: 683ms
982:	learn: 0.0194901	total: 37.3s	remaining: 645ms
983:	learn: 0.0194083	total: 37.3s	remaining: 607ms
984:	learn: 0.0193461	total: 37.4s	remaining: 569ms
985:	learn: 0.0192551	total: 37.4s	remaining: 532ms
986:	learn: 0.0191788	total: 37.5s	remaining: 494ms
987:	learn: 0.0190843	total: 37.5s	remaining: 456ms
988:	learn: 0.0190186	total: 37.6s	remaining: 418ms
989:	learn: 0.0189387	total: 37.6s	remaining: 380ms
990:	learn: 0.0189214	total: 37.6s	remaining: 342ms
991:	learn: 0.0188582	total: 37.7s	remaining: 304ms
992:	learn: 0.0188138	total: 37.7s	remaining: 266ms
993:	learn: 0.0187644	total: 37.8s	remaining: 228ms
994:	learn: 0.0186626	total: 37.8s	remaining: 190ms
995:	learn: 0.0186112	total: 37.9s	remaining: 152ms
996:	learn: 0.0185177	total: 37.9s	remaining: 114ms
997:	learn: 0.0184265	total: 38s	remaining: 76.1ms
998:	learn: 0.0183419	total: 38s	remaining: 38ms
999:	learn: 0.0182524	total: 38s	remaining: 0us
[CV] ...... learning_rate=0.03, l2_leaf_reg=5, depth=10, total=  39.0s
[CV] learning_rate=0.03, l2_leaf_reg=3, depth=6 ......................
0:	learn: 0.8832129	total: 3.17ms	remaining: 3.16s
1:	learn: 0.8696674	total: 5.45ms	remaining: 2.72s
2:	learn: 0.8548216	total: 7.69ms	remaining: 2.55s
3:	learn: 0.8417922	total: 9.98ms	remaining: 2.48s
4:	learn: 0.8276931	total: 12.2ms	remaining: 2.43s
5:	learn: 0.8140383	total: 15.5ms	remaining: 2.56s
6:	learn: 0.8027066	total: 17.9ms	remaining: 2.54s
7:	learn: 0.7887660	total: 20.3ms	remaining: 2.52s
8:	learn: 0.7774463	total: 22.5ms	remaining: 2.48s
9:	learn: 0.7669423	total: 24.8ms	remaining: 2.45s
10:	learn: 0.7559512	total: 27ms	remaining: 2.42s
11:	learn: 0.7450505	total: 30.1ms	remaining: 2.48s
12:	learn: 0.7368725	total: 32.6ms	remaining: 2.48s
13:	learn: 0.7277597	total: 35.7ms	remaining: 2.51s
14:	learn: 0.7187168	total: 38.6ms	remaining: 2.53s
15:	learn: 0.7096545	total: 40.8ms	remaining: 2.51s
16:	learn: 0.7014080	total: 43.8ms	remaining: 2.53s
17:	learn: 0.6907014	total: 46ms	remaining: 2.51s
18:	learn: 0.6813052	total: 48.5ms	remaining: 2.5s
19:	learn: 0.6723136	total: 50.6ms	remaining: 2.48s
20:	learn: 0.6643746	total: 52.9ms	remaining: 2.47s
21:	learn: 0.6555249	total: 55.1ms	remaining: 2.45s
22:	learn: 0.6474584	total: 58.1ms	remaining: 2.47s
23:	learn: 0.6392868	total: 60.4ms	remaining: 2.46s
24:	learn: 0.6314242	total: 62.5ms	remaining: 2.44s
25:	learn: 0.6240918	total: 64.7ms	remaining: 2.42s
26:	learn: 0.6170549	total: 67.3ms	remaining: 2.42s
27:	learn: 0.6108066	total: 69.8ms	remaining: 2.42s
28:	learn: 0.6048427	total: 72.9ms	remaining: 2.44s
29:	learn: 0.5974155	total: 75.3ms	remaining: 2.44s
30:	learn: 0.5904669	total: 77.7ms	remaining: 2.43s
31:	learn: 0.5835712	total: 79.9ms	remaining: 2.42s
32:	learn: 0.5774498	total: 82.1ms	remaining: 2.4s
33:	learn: 0.5713199	total: 84.2ms	remaining: 2.39s
34:	learn: 0.5658902	total: 87.2ms	remaining: 2.4s
35:	learn: 0.5607280	total: 89.7ms	remaining: 2.4s
36:	learn: 0.5556510	total: 91.8ms	remaining: 2.39s
37:	learn: 0.5496221	total: 94.1ms	remaining: 2.38s
38:	learn: 0.5445261	total: 96.5ms	remaining: 2.38s
39:	learn: 0.5391561	total: 98.7ms	remaining: 2.37s
40:	learn: 0.5342147	total: 102ms	remaining: 2.38s
41:	learn: 0.5286652	total: 104ms	remaining: 2.37s
42:	learn: 0.5232231	total: 106ms	remaining: 2.36s
43:	learn: 0.5176506	total: 108ms	remaining: 2.35s
44:	learn: 0.5128855	total: 111ms	remaining: 2.35s
45:	learn: 0.5088235	total: 113ms	remaining: 2.34s
46:	learn: 0.5038348	total: 116ms	remaining: 2.35s
47:	learn: 0.5002635	total: 118ms	remaining: 2.34s
48:	learn: 0.4966728	total: 121ms	remaining: 2.34s
49:	learn: 0.4923404	total: 124ms	remaining: 2.37s
50:	learn: 0.4882375	total: 127ms	remaining: 2.36s
51:	learn: 0.4840739	total: 130ms	remaining: 2.38s
52:	learn: 0.4797082	total: 133ms	remaining: 2.37s
53:	learn: 0.4756175	total: 135ms	remaining: 2.36s
54:	learn: 0.4719106	total: 137ms	remaining: 2.36s
55:	learn: 0.4688788	total: 139ms	remaining: 2.35s
56:	learn: 0.4652316	total: 142ms	remaining: 2.35s
57:	learn: 0.4612703	total: 145ms	remaining: 2.35s
58:	learn: 0.4577084	total: 147ms	remaining: 2.35s
59:	learn: 0.4545894	total: 150ms	remaining: 2.34s
60:	learn: 0.4513930	total: 152ms	remaining: 2.34s
61:	learn: 0.4478386	total: 155ms	remaining: 2.34s
62:	learn: 0.4446437	total: 158ms	remaining: 2.35s
63:	learn: 0.4415714	total: 160ms	remaining: 2.34s
64:	learn: 0.4385779	total: 162ms	remaining: 2.33s
65:	learn: 0.4357453	total: 165ms	remaining: 2.33s
66:	learn: 0.4330801	total: 167ms	remaining: 2.33s
67:	learn: 0.4308228	total: 169ms	remaining: 2.32s
68:	learn: 0.4281551	total: 172ms	remaining: 2.32s
69:	learn: 0.4257084	total: 175ms	remaining: 2.32s
70:	learn: 0.4227250	total: 177ms	remaining: 2.31s
71:	learn: 0.4197601	total: 179ms	remaining: 2.31s
72:	learn: 0.4171179	total: 181ms	remaining: 2.3s
73:	learn: 0.4148874	total: 184ms	remaining: 2.3s
74:	learn: 0.4127516	total: 186ms	remaining: 2.3s
75:	learn: 0.4101036	total: 189ms	remaining: 2.29s
76:	learn: 0.4081150	total: 191ms	remaining: 2.29s
77:	learn: 0.4057112	total: 193ms	remaining: 2.28s
78:	learn: 0.4033870	total: 196ms	remaining: 2.28s
79:	learn: 0.4013819	total: 198ms	remaining: 2.28s
80:	learn: 0.3995216	total: 201ms	remaining: 2.28s
81:	learn: 0.3973904	total: 203ms	remaining: 2.27s
82:	learn: 0.3956873	total: 206ms	remaining: 2.27s
83:	learn: 0.3934200	total: 208ms	remaining: 2.27s
84:	learn: 0.3910275	total: 211ms	remaining: 2.27s
85:	learn: 0.3883885	total: 214ms	remaining: 2.27s
86:	learn: 0.3868348	total: 217ms	remaining: 2.28s
87:	learn: 0.3847654	total: 219ms	remaining: 2.27s
88:	learn: 0.3826562	total: 222ms	remaining: 2.27s
89:	learn: 0.3807052	total: 224ms	remaining: 2.26s
90:	learn: 0.3792035	total: 226ms	remaining: 2.26s
91:	learn: 0.3778735	total: 229ms	remaining: 2.26s
92:	learn: 0.3757326	total: 231ms	remaining: 2.25s
93:	learn: 0.3740503	total: 233ms	remaining: 2.25s
94:	learn: 0.3722125	total: 236ms	remaining: 2.24s
95:	learn: 0.3706595	total: 237ms	remaining: 2.23s
96:	learn: 0.3689486	total: 239ms	remaining: 2.23s
97:	learn: 0.3669662	total: 242ms	remaining: 2.23s
98:	learn: 0.3656782	total: 245ms	remaining: 2.23s
99:	learn: 0.3641563	total: 247ms	remaining: 2.22s
100:	learn: 0.3628129	total: 249ms	remaining: 2.22s
101:	learn: 0.3612256	total: 252ms	remaining: 2.21s
102:	learn: 0.3598212	total: 254ms	remaining: 2.21s
103:	learn: 0.3585591	total: 256ms	remaining: 2.21s
104:	learn: 0.3582934	total: 258ms	remaining: 2.2s
105:	learn: 0.3567627	total: 260ms	remaining: 2.19s
106:	learn: 0.3565861	total: 261ms	remaining: 2.18s
107:	learn: 0.3551061	total: 263ms	remaining: 2.17s
108:	learn: 0.3536323	total: 265ms	remaining: 2.17s
109:	learn: 0.3522887	total: 268ms	remaining: 2.17s
110:	learn: 0.3510320	total: 270ms	remaining: 2.16s
111:	learn: 0.3500967	total: 273ms	remaining: 2.16s
112:	learn: 0.3487614	total: 275ms	remaining: 2.16s
113:	learn: 0.3475654	total: 277ms	remaining: 2.15s
114:	learn: 0.3456472	total: 279ms	remaining: 2.15s
115:	learn: 0.3447235	total: 282ms	remaining: 2.15s
116:	learn: 0.3434886	total: 285ms	remaining: 2.15s
117:	learn: 0.3422442	total: 287ms	remaining: 2.15s
118:	learn: 0.3415269	total: 290ms	remaining: 2.14s
119:	learn: 0.3406311	total: 292ms	remaining: 2.14s
120:	learn: 0.3390698	total: 295ms	remaining: 2.14s
121:	learn: 0.3383190	total: 298ms	remaining: 2.14s
122:	learn: 0.3368939	total: 301ms	remaining: 2.14s
123:	learn: 0.3362341	total: 303ms	remaining: 2.14s
124:	learn: 0.3356936	total: 304ms	remaining: 2.13s
125:	learn: 0.3347999	total: 306ms	remaining: 2.13s
126:	learn: 0.3342065	total: 309ms	remaining: 2.12s
127:	learn: 0.3328187	total: 311ms	remaining: 2.12s
128:	learn: 0.3312569	total: 314ms	remaining: 2.12s
129:	learn: 0.3298534	total: 316ms	remaining: 2.11s
130:	learn: 0.3288188	total: 318ms	remaining: 2.11s
131:	learn: 0.3281235	total: 321ms	remaining: 2.11s
132:	learn: 0.3274638	total: 323ms	remaining: 2.1s
133:	learn: 0.3268337	total: 325ms	remaining: 2.1s
134:	learn: 0.3261092	total: 328ms	remaining: 2.1s
135:	learn: 0.3251828	total: 330ms	remaining: 2.1s
136:	learn: 0.3240004	total: 333ms	remaining: 2.09s
137:	learn: 0.3231762	total: 335ms	remaining: 2.09s
138:	learn: 0.3219001	total: 337ms	remaining: 2.09s
139:	learn: 0.3212992	total: 339ms	remaining: 2.08s
140:	learn: 0.3202269	total: 343ms	remaining: 2.09s
141:	learn: 0.3187712	total: 351ms	remaining: 2.12s
142:	learn: 0.3179698	total: 354ms	remaining: 2.12s
143:	learn: 0.3175895	total: 356ms	remaining: 2.11s
144:	learn: 0.3170469	total: 359ms	remaining: 2.12s
145:	learn: 0.3166352	total: 362ms	remaining: 2.12s
146:	learn: 0.3153806	total: 365ms	remaining: 2.12s
147:	learn: 0.3146517	total: 368ms	remaining: 2.12s
148:	learn: 0.3132923	total: 373ms	remaining: 2.13s
149:	learn: 0.3122773	total: 376ms	remaining: 2.13s
150:	learn: 0.3111399	total: 382ms	remaining: 2.15s
151:	learn: 0.3104036	total: 390ms	remaining: 2.17s
152:	learn: 0.3095572	total: 393ms	remaining: 2.17s
153:	learn: 0.3087369	total: 396ms	remaining: 2.17s
154:	learn: 0.3079871	total: 399ms	remaining: 2.18s
155:	learn: 0.3073971	total: 403ms	remaining: 2.18s
156:	learn: 0.3070206	total: 406ms	remaining: 2.18s
157:	learn: 0.3063755	total: 409ms	remaining: 2.18s
158:	learn: 0.3054692	total: 411ms	remaining: 2.17s
159:	learn: 0.3046622	total: 414ms	remaining: 2.17s
160:	learn: 0.3045345	total: 415ms	remaining: 2.16s
161:	learn: 0.3038600	total: 418ms	remaining: 2.16s
162:	learn: 0.3026140	total: 421ms	remaining: 2.16s
163:	learn: 0.3021349	total: 424ms	remaining: 2.16s
164:	learn: 0.3012253	total: 428ms	remaining: 2.16s
165:	learn: 0.3010109	total: 432ms	remaining: 2.17s
166:	learn: 0.3002017	total: 434ms	remaining: 2.17s
167:	learn: 0.2994425	total: 438ms	remaining: 2.17s
168:	learn: 0.2991514	total: 439ms	remaining: 2.16s
169:	learn: 0.2979769	total: 442ms	remaining: 2.16s
170:	learn: 0.2969445	total: 446ms	remaining: 2.16s
171:	learn: 0.2960969	total: 449ms	remaining: 2.16s
172:	learn: 0.2948003	total: 453ms	remaining: 2.16s
173:	learn: 0.2944176	total: 455ms	remaining: 2.16s
174:	learn: 0.2939614	total: 458ms	remaining: 2.16s
175:	learn: 0.2934041	total: 462ms	remaining: 2.16s
176:	learn: 0.2929385	total: 464ms	remaining: 2.16s
177:	learn: 0.2917265	total: 468ms	remaining: 2.16s
178:	learn: 0.2912511	total: 470ms	remaining: 2.16s
179:	learn: 0.2902836	total: 473ms	remaining: 2.16s
180:	learn: 0.2897099	total: 478ms	remaining: 2.16s
181:	learn: 0.2889737	total: 481ms	remaining: 2.16s
182:	learn: 0.2883031	total: 484ms	remaining: 2.16s
183:	learn: 0.2880832	total: 485ms	remaining: 2.15s
184:	learn: 0.2873966	total: 489ms	remaining: 2.16s
185:	learn: 0.2868190	total: 492ms	remaining: 2.15s
186:	learn: 0.2863936	total: 495ms	remaining: 2.15s
187:	learn: 0.2857007	total: 497ms	remaining: 2.15s
188:	learn: 0.2851423	total: 500ms	remaining: 2.14s
189:	learn: 0.2843800	total: 503ms	remaining: 2.14s
190:	learn: 0.2838084	total: 506ms	remaining: 2.14s
191:	learn: 0.2832907	total: 508ms	remaining: 2.14s
192:	learn: 0.2831517	total: 509ms	remaining: 2.13s
193:	learn: 0.2827369	total: 512ms	remaining: 2.13s
194:	learn: 0.2824700	total: 513ms	remaining: 2.12s
195:	learn: 0.2818899	total: 516ms	remaining: 2.12s
196:	learn: 0.2812474	total: 519ms	remaining: 2.12s
197:	learn: 0.2808732	total: 522ms	remaining: 2.11s
198:	learn: 0.2800661	total: 525ms	remaining: 2.11s
199:	learn: 0.2796243	total: 527ms	remaining: 2.11s
200:	learn: 0.2790729	total: 531ms	remaining: 2.11s
201:	learn: 0.2783862	total: 534ms	remaining: 2.11s
202:	learn: 0.2776592	total: 536ms	remaining: 2.1s
203:	learn: 0.2766620	total: 539ms	remaining: 2.1s
204:	learn: 0.2760722	total: 541ms	remaining: 2.1s
205:	learn: 0.2757678	total: 545ms	remaining: 2.1s
206:	learn: 0.2752711	total: 548ms	remaining: 2.1s
207:	learn: 0.2747092	total: 551ms	remaining: 2.1s
208:	learn: 0.2744450	total: 554ms	remaining: 2.1s
209:	learn: 0.2740727	total: 557ms	remaining: 2.09s
210:	learn: 0.2734162	total: 560ms	remaining: 2.09s
211:	learn: 0.2730914	total: 562ms	remaining: 2.09s
212:	learn: 0.2725854	total: 565ms	remaining: 2.09s
213:	learn: 0.2723468	total: 567ms	remaining: 2.08s
214:	learn: 0.2717301	total: 570ms	remaining: 2.08s
215:	learn: 0.2713531	total: 572ms	remaining: 2.08s
216:	learn: 0.2707083	total: 576ms	remaining: 2.08s
217:	learn: 0.2703494	total: 579ms	remaining: 2.08s
218:	learn: 0.2698199	total: 581ms	remaining: 2.07s
219:	learn: 0.2687967	total: 584ms	remaining: 2.07s
220:	learn: 0.2684878	total: 585ms	remaining: 2.06s
221:	learn: 0.2679384	total: 589ms	remaining: 2.06s
222:	learn: 0.2673406	total: 592ms	remaining: 2.06s
223:	learn: 0.2666306	total: 595ms	remaining: 2.06s
224:	learn: 0.2656699	total: 598ms	remaining: 2.06s
225:	learn: 0.2652940	total: 599ms	remaining: 2.05s
226:	learn: 0.2647012	total: 603ms	remaining: 2.05s
227:	learn: 0.2644167	total: 606ms	remaining: 2.05s
228:	learn: 0.2637303	total: 609ms	remaining: 2.05s
229:	learn: 0.2630390	total: 612ms	remaining: 2.05s
230:	learn: 0.2619397	total: 615ms	remaining: 2.05s
231:	learn: 0.2613493	total: 618ms	remaining: 2.05s
232:	learn: 0.2607666	total: 621ms	remaining: 2.04s
233:	learn: 0.2603266	total: 624ms	remaining: 2.04s
234:	learn: 0.2599921	total: 626ms	remaining: 2.04s
235:	learn: 0.2593989	total: 629ms	remaining: 2.03s
236:	learn: 0.2590573	total: 632ms	remaining: 2.04s
237:	learn: 0.2588228	total: 635ms	remaining: 2.03s
238:	learn: 0.2580987	total: 638ms	remaining: 2.03s
239:	learn: 0.2575380	total: 641ms	remaining: 2.03s
240:	learn: 0.2573200	total: 644ms	remaining: 2.03s
241:	learn: 0.2570902	total: 647ms	remaining: 2.03s
242:	learn: 0.2562469	total: 650ms	remaining: 2.02s
243:	learn: 0.2558699	total: 653ms	remaining: 2.02s
244:	learn: 0.2551499	total: 656ms	remaining: 2.02s
245:	learn: 0.2542932	total: 658ms	remaining: 2.02s
246:	learn: 0.2536651	total: 662ms	remaining: 2.02s
247:	learn: 0.2531425	total: 664ms	remaining: 2.01s
248:	learn: 0.2526860	total: 668ms	remaining: 2.01s
249:	learn: 0.2524921	total: 671ms	remaining: 2.01s
250:	learn: 0.2514372	total: 676ms	remaining: 2.02s
251:	learn: 0.2510758	total: 679ms	remaining: 2.02s
252:	learn: 0.2506518	total: 682ms	remaining: 2.01s
253:	learn: 0.2491597	total: 685ms	remaining: 2.01s
254:	learn: 0.2487326	total: 688ms	remaining: 2.01s
255:	learn: 0.2481628	total: 692ms	remaining: 2.01s
256:	learn: 0.2470531	total: 694ms	remaining: 2.01s
257:	learn: 0.2466624	total: 697ms	remaining: 2s
258:	learn: 0.2464095	total: 700ms	remaining: 2s
259:	learn: 0.2457203	total: 703ms	remaining: 2s
260:	learn: 0.2450509	total: 706ms	remaining: 2s
261:	learn: 0.2442671	total: 709ms	remaining: 2s
262:	learn: 0.2432853	total: 712ms	remaining: 1.99s
263:	learn: 0.2421245	total: 715ms	remaining: 1.99s
264:	learn: 0.2416976	total: 717ms	remaining: 1.99s
265:	learn: 0.2413853	total: 721ms	remaining: 1.99s
266:	learn: 0.2403181	total: 723ms	remaining: 1.99s
267:	learn: 0.2399114	total: 726ms	remaining: 1.98s
268:	learn: 0.2393544	total: 729ms	remaining: 1.98s
269:	learn: 0.2390749	total: 732ms	remaining: 1.98s
270:	learn: 0.2382064	total: 735ms	remaining: 1.98s
271:	learn: 0.2375755	total: 738ms	remaining: 1.98s
272:	learn: 0.2369243	total: 741ms	remaining: 1.97s
273:	learn: 0.2361720	total: 744ms	remaining: 1.97s
274:	learn: 0.2357861	total: 747ms	remaining: 1.97s
275:	learn: 0.2348372	total: 750ms	remaining: 1.97s
276:	learn: 0.2344956	total: 752ms	remaining: 1.96s
277:	learn: 0.2340088	total: 755ms	remaining: 1.96s
278:	learn: 0.2336727	total: 758ms	remaining: 1.96s
279:	learn: 0.2333261	total: 761ms	remaining: 1.96s
280:	learn: 0.2323146	total: 764ms	remaining: 1.96s
281:	learn: 0.2320569	total: 768ms	remaining: 1.95s
282:	learn: 0.2315932	total: 773ms	remaining: 1.96s
283:	learn: 0.2305124	total: 776ms	remaining: 1.96s
284:	learn: 0.2301507	total: 779ms	remaining: 1.96s
285:	learn: 0.2295306	total: 784ms	remaining: 1.96s
286:	learn: 0.2289121	total: 788ms	remaining: 1.96s
287:	learn: 0.2281343	total: 792ms	remaining: 1.96s
288:	learn: 0.2275660	total: 799ms	remaining: 1.97s
289:	learn: 0.2266797	total: 803ms	remaining: 1.97s
290:	learn: 0.2258045	total: 809ms	remaining: 1.97s
291:	learn: 0.2255044	total: 813ms	remaining: 1.97s
292:	learn: 0.2246665	total: 817ms	remaining: 1.97s
293:	learn: 0.2239845	total: 821ms	remaining: 1.97s
294:	learn: 0.2237231	total: 824ms	remaining: 1.97s
295:	learn: 0.2234972	total: 827ms	remaining: 1.97s
296:	learn: 0.2223359	total: 831ms	remaining: 1.97s
297:	learn: 0.2214282	total: 836ms	remaining: 1.97s
298:	learn: 0.2212638	total: 839ms	remaining: 1.97s
299:	learn: 0.2209477	total: 843ms	remaining: 1.97s
300:	learn: 0.2196894	total: 847ms	remaining: 1.97s
301:	learn: 0.2186264	total: 853ms	remaining: 1.97s
302:	learn: 0.2182126	total: 857ms	remaining: 1.97s
303:	learn: 0.2177705	total: 867ms	remaining: 1.99s
304:	learn: 0.2175669	total: 872ms	remaining: 1.99s
305:	learn: 0.2171829	total: 877ms	remaining: 1.99s
306:	learn: 0.2161799	total: 884ms	remaining: 2s
307:	learn: 0.2154016	total: 888ms	remaining: 2s
308:	learn: 0.2146099	total: 892ms	remaining: 1.99s
309:	learn: 0.2140786	total: 899ms	remaining: 2s
310:	learn: 0.2138739	total: 903ms	remaining: 2s
311:	learn: 0.2135214	total: 908ms	remaining: 2s
312:	learn: 0.2133684	total: 917ms	remaining: 2.01s
313:	learn: 0.2130886	total: 921ms	remaining: 2.01s
314:	learn: 0.2118695	total: 925ms	remaining: 2.01s
315:	learn: 0.2117692	total: 932ms	remaining: 2.02s
316:	learn: 0.2106942	total: 936ms	remaining: 2.02s
317:	learn: 0.2103759	total: 942ms	remaining: 2.02s
318:	learn: 0.2094431	total: 946ms	remaining: 2.02s
319:	learn: 0.2085311	total: 949ms	remaining: 2.02s
320:	learn: 0.2078050	total: 954ms	remaining: 2.02s
321:	learn: 0.2075788	total: 961ms	remaining: 2.02s
322:	learn: 0.2074826	total: 964ms	remaining: 2.02s
323:	learn: 0.2071382	total: 966ms	remaining: 2.02s
324:	learn: 0.2069140	total: 969ms	remaining: 2.01s
325:	learn: 0.2063347	total: 974ms	remaining: 2.01s
326:	learn: 0.2053700	total: 976ms	remaining: 2.01s
327:	learn: 0.2046032	total: 979ms	remaining: 2s
328:	learn: 0.2034837	total: 982ms	remaining: 2s
329:	learn: 0.2030173	total: 984ms	remaining: 2s
330:	learn: 0.2021924	total: 987ms	remaining: 1.99s
331:	learn: 0.2017092	total: 989ms	remaining: 1.99s
332:	learn: 0.2007544	total: 992ms	remaining: 1.99s
333:	learn: 0.1997855	total: 994ms	remaining: 1.98s
334:	learn: 0.1995478	total: 997ms	remaining: 1.98s
335:	learn: 0.1986207	total: 1s	remaining: 1.98s
336:	learn: 0.1984354	total: 1s	remaining: 1.97s
337:	learn: 0.1976306	total: 1s	remaining: 1.97s
338:	learn: 0.1968310	total: 1.01s	remaining: 1.97s
339:	learn: 0.1965750	total: 1.01s	remaining: 1.96s
340:	learn: 0.1958320	total: 1.01s	remaining: 1.96s
341:	learn: 0.1948914	total: 1.02s	remaining: 1.96s
342:	learn: 0.1942632	total: 1.02s	remaining: 1.95s
343:	learn: 0.1935869	total: 1.02s	remaining: 1.95s
344:	learn: 0.1925049	total: 1.02s	remaining: 1.95s
345:	learn: 0.1916678	total: 1.03s	remaining: 1.94s
346:	learn: 0.1913980	total: 1.03s	remaining: 1.94s
347:	learn: 0.1912209	total: 1.03s	remaining: 1.94s
348:	learn: 0.1910428	total: 1.04s	remaining: 1.93s
349:	learn: 0.1902796	total: 1.04s	remaining: 1.93s
350:	learn: 0.1899445	total: 1.04s	remaining: 1.93s
351:	learn: 0.1896922	total: 1.04s	remaining: 1.92s
352:	learn: 0.1889527	total: 1.05s	remaining: 1.92s
353:	learn: 0.1884150	total: 1.05s	remaining: 1.92s
354:	learn: 0.1882472	total: 1.05s	remaining: 1.91s
355:	learn: 0.1873122	total: 1.06s	remaining: 1.91s
356:	learn: 0.1870502	total: 1.06s	remaining: 1.91s
357:	learn: 0.1867948	total: 1.06s	remaining: 1.91s
358:	learn: 0.1865985	total: 1.06s	remaining: 1.9s
359:	learn: 0.1861842	total: 1.07s	remaining: 1.9s
360:	learn: 0.1855492	total: 1.07s	remaining: 1.9s
361:	learn: 0.1849693	total: 1.07s	remaining: 1.89s
362:	learn: 0.1844103	total: 1.08s	remaining: 1.89s
363:	learn: 0.1838439	total: 1.08s	remaining: 1.89s
364:	learn: 0.1832629	total: 1.08s	remaining: 1.88s
365:	learn: 0.1825335	total: 1.09s	remaining: 1.88s
366:	learn: 0.1820134	total: 1.09s	remaining: 1.88s
367:	learn: 0.1811417	total: 1.09s	remaining: 1.88s
368:	learn: 0.1808772	total: 1.09s	remaining: 1.87s
369:	learn: 0.1807949	total: 1.1s	remaining: 1.87s
370:	learn: 0.1800262	total: 1.1s	remaining: 1.87s
371:	learn: 0.1798451	total: 1.1s	remaining: 1.86s
372:	learn: 0.1793182	total: 1.11s	remaining: 1.86s
373:	learn: 0.1791678	total: 1.11s	remaining: 1.85s
374:	learn: 0.1784791	total: 1.11s	remaining: 1.85s
375:	learn: 0.1782350	total: 1.11s	remaining: 1.85s
376:	learn: 0.1773626	total: 1.12s	remaining: 1.84s
377:	learn: 0.1767742	total: 1.12s	remaining: 1.84s
378:	learn: 0.1763371	total: 1.12s	remaining: 1.84s
379:	learn: 0.1754471	total: 1.12s	remaining: 1.83s
380:	learn: 0.1751408	total: 1.13s	remaining: 1.83s
381:	learn: 0.1743209	total: 1.13s	remaining: 1.83s
382:	learn: 0.1741677	total: 1.14s	remaining: 1.83s
383:	learn: 0.1739587	total: 1.14s	remaining: 1.83s
384:	learn: 0.1737148	total: 1.14s	remaining: 1.82s
385:	learn: 0.1730342	total: 1.14s	remaining: 1.82s
386:	learn: 0.1724295	total: 1.15s	remaining: 1.81s
387:	learn: 0.1719462	total: 1.15s	remaining: 1.81s
388:	learn: 0.1713079	total: 1.15s	remaining: 1.81s
389:	learn: 0.1707939	total: 1.15s	remaining: 1.8s
390:	learn: 0.1696235	total: 1.16s	remaining: 1.8s
391:	learn: 0.1693780	total: 1.16s	remaining: 1.8s
392:	learn: 0.1687053	total: 1.16s	remaining: 1.8s
393:	learn: 0.1681716	total: 1.17s	remaining: 1.79s
394:	learn: 0.1679490	total: 1.17s	remaining: 1.79s
395:	learn: 0.1678635	total: 1.17s	remaining: 1.79s
396:	learn: 0.1677794	total: 1.17s	remaining: 1.78s
397:	learn: 0.1676180	total: 1.18s	remaining: 1.78s
398:	learn: 0.1672288	total: 1.18s	remaining: 1.78s
399:	learn: 0.1670728	total: 1.18s	remaining: 1.77s
400:	learn: 0.1668345	total: 1.19s	remaining: 1.77s
401:	learn: 0.1661811	total: 1.19s	remaining: 1.77s
402:	learn: 0.1660499	total: 1.19s	remaining: 1.76s
403:	learn: 0.1655370	total: 1.19s	remaining: 1.76s
404:	learn: 0.1650289	total: 1.2s	remaining: 1.76s
405:	learn: 0.1643511	total: 1.2s	remaining: 1.75s
406:	learn: 0.1636349	total: 1.2s	remaining: 1.75s
407:	learn: 0.1634023	total: 1.2s	remaining: 1.75s
408:	learn: 0.1630373	total: 1.21s	remaining: 1.74s
409:	learn: 0.1627714	total: 1.21s	remaining: 1.74s
410:	learn: 0.1625080	total: 1.21s	remaining: 1.74s
411:	learn: 0.1621942	total: 1.22s	remaining: 1.74s
412:	learn: 0.1618374	total: 1.22s	remaining: 1.73s
413:	learn: 0.1615013	total: 1.22s	remaining: 1.73s
414:	learn: 0.1613191	total: 1.23s	remaining: 1.73s
415:	learn: 0.1611176	total: 1.23s	remaining: 1.72s
416:	learn: 0.1604103	total: 1.23s	remaining: 1.72s
417:	learn: 0.1602516	total: 1.23s	remaining: 1.72s
418:	learn: 0.1596138	total: 1.24s	remaining: 1.71s
419:	learn: 0.1591773	total: 1.24s	remaining: 1.71s
420:	learn: 0.1584742	total: 1.24s	remaining: 1.71s
421:	learn: 0.1581294	total: 1.25s	remaining: 1.71s
422:	learn: 0.1575001	total: 1.25s	remaining: 1.7s
423:	learn: 0.1574054	total: 1.25s	remaining: 1.7s
424:	learn: 0.1572111	total: 1.25s	remaining: 1.7s
425:	learn: 0.1570016	total: 1.26s	remaining: 1.69s
426:	learn: 0.1564483	total: 1.26s	remaining: 1.69s
427:	learn: 0.1562785	total: 1.26s	remaining: 1.69s
428:	learn: 0.1560691	total: 1.26s	remaining: 1.68s
429:	learn: 0.1559552	total: 1.27s	remaining: 1.68s
430:	learn: 0.1557758	total: 1.27s	remaining: 1.68s
431:	learn: 0.1550198	total: 1.27s	remaining: 1.67s
432:	learn: 0.1548433	total: 1.28s	remaining: 1.67s
433:	learn: 0.1543298	total: 1.28s	remaining: 1.67s
434:	learn: 0.1538287	total: 1.28s	remaining: 1.66s
435:	learn: 0.1532372	total: 1.28s	remaining: 1.66s
436:	learn: 0.1527430	total: 1.29s	remaining: 1.66s
437:	learn: 0.1517768	total: 1.29s	remaining: 1.65s
438:	learn: 0.1512346	total: 1.29s	remaining: 1.65s
439:	learn: 0.1507840	total: 1.29s	remaining: 1.65s
440:	learn: 0.1506181	total: 1.3s	remaining: 1.64s
441:	learn: 0.1501127	total: 1.3s	remaining: 1.64s
442:	learn: 0.1498998	total: 1.3s	remaining: 1.64s
443:	learn: 0.1492789	total: 1.3s	remaining: 1.63s
444:	learn: 0.1488347	total: 1.31s	remaining: 1.63s
445:	learn: 0.1483529	total: 1.31s	remaining: 1.63s
446:	learn: 0.1481783	total: 1.31s	remaining: 1.62s
447:	learn: 0.1476460	total: 1.31s	remaining: 1.62s
448:	learn: 0.1472179	total: 1.32s	remaining: 1.62s
449:	learn: 0.1466969	total: 1.32s	remaining: 1.61s
450:	learn: 0.1462960	total: 1.32s	remaining: 1.61s
451:	learn: 0.1457937	total: 1.32s	remaining: 1.61s
452:	learn: 0.1456551	total: 1.33s	remaining: 1.6s
453:	learn: 0.1454491	total: 1.33s	remaining: 1.6s
454:	learn: 0.1446285	total: 1.33s	remaining: 1.59s
455:	learn: 0.1441197	total: 1.33s	remaining: 1.59s
456:	learn: 0.1440140	total: 1.34s	remaining: 1.59s
457:	learn: 0.1433966	total: 1.34s	remaining: 1.58s
458:	learn: 0.1433004	total: 1.34s	remaining: 1.58s
459:	learn: 0.1427566	total: 1.34s	remaining: 1.58s
460:	learn: 0.1421504	total: 1.35s	remaining: 1.57s
461:	learn: 0.1417322	total: 1.35s	remaining: 1.57s
462:	learn: 0.1414236	total: 1.35s	remaining: 1.57s
463:	learn: 0.1407903	total: 1.35s	remaining: 1.56s
464:	learn: 0.1402215	total: 1.36s	remaining: 1.56s
465:	learn: 0.1394614	total: 1.36s	remaining: 1.56s
466:	learn: 0.1390055	total: 1.36s	remaining: 1.55s
467:	learn: 0.1386460	total: 1.36s	remaining: 1.55s
468:	learn: 0.1385639	total: 1.36s	remaining: 1.55s
469:	learn: 0.1383900	total: 1.37s	remaining: 1.54s
470:	learn: 0.1379241	total: 1.37s	remaining: 1.54s
471:	learn: 0.1373309	total: 1.37s	remaining: 1.54s
472:	learn: 0.1368535	total: 1.38s	remaining: 1.53s
473:	learn: 0.1360845	total: 1.38s	remaining: 1.53s
474:	learn: 0.1358016	total: 1.38s	remaining: 1.52s
475:	learn: 0.1356443	total: 1.38s	remaining: 1.52s
476:	learn: 0.1350094	total: 1.39s	remaining: 1.52s
477:	learn: 0.1346924	total: 1.39s	remaining: 1.51s
478:	learn: 0.1341088	total: 1.39s	remaining: 1.51s
479:	learn: 0.1336004	total: 1.39s	remaining: 1.51s
480:	learn: 0.1334714	total: 1.39s	remaining: 1.5s
481:	learn: 0.1333491	total: 1.4s	remaining: 1.5s
482:	learn: 0.1332565	total: 1.4s	remaining: 1.5s
483:	learn: 0.1330658	total: 1.4s	remaining: 1.49s
484:	learn: 0.1329586	total: 1.4s	remaining: 1.49s
485:	learn: 0.1328607	total: 1.41s	remaining: 1.49s
486:	learn: 0.1325710	total: 1.41s	remaining: 1.49s
487:	learn: 0.1319802	total: 1.41s	remaining: 1.48s
488:	learn: 0.1316109	total: 1.42s	remaining: 1.48s
489:	learn: 0.1313861	total: 1.42s	remaining: 1.48s
490:	learn: 0.1312272	total: 1.42s	remaining: 1.47s
491:	learn: 0.1307075	total: 1.42s	remaining: 1.47s
492:	learn: 0.1303550	total: 1.43s	remaining: 1.47s
493:	learn: 0.1302635	total: 1.43s	remaining: 1.46s
494:	learn: 0.1300618	total: 1.43s	remaining: 1.46s
495:	learn: 0.1296578	total: 1.43s	remaining: 1.46s
496:	learn: 0.1295906	total: 1.43s	remaining: 1.45s
497:	learn: 0.1290928	total: 1.44s	remaining: 1.45s
498:	learn: 0.1285743	total: 1.44s	remaining: 1.45s
499:	learn: 0.1283943	total: 1.44s	remaining: 1.44s
500:	learn: 0.1278223	total: 1.44s	remaining: 1.44s
501:	learn: 0.1277318	total: 1.45s	remaining: 1.44s
502:	learn: 0.1271794	total: 1.45s	remaining: 1.43s
503:	learn: 0.1271046	total: 1.45s	remaining: 1.43s
504:	learn: 0.1266758	total: 1.45s	remaining: 1.42s
505:	learn: 0.1259356	total: 1.46s	remaining: 1.42s
506:	learn: 0.1254961	total: 1.46s	remaining: 1.42s
507:	learn: 0.1253687	total: 1.46s	remaining: 1.42s
508:	learn: 0.1246671	total: 1.46s	remaining: 1.41s
509:	learn: 0.1241906	total: 1.47s	remaining: 1.41s
510:	learn: 0.1238277	total: 1.47s	remaining: 1.4s
511:	learn: 0.1237260	total: 1.47s	remaining: 1.4s
512:	learn: 0.1236439	total: 1.47s	remaining: 1.4s
513:	learn: 0.1232041	total: 1.47s	remaining: 1.39s
514:	learn: 0.1225517	total: 1.48s	remaining: 1.39s
515:	learn: 0.1222070	total: 1.48s	remaining: 1.39s
516:	learn: 0.1221342	total: 1.48s	remaining: 1.38s
517:	learn: 0.1218247	total: 1.48s	remaining: 1.38s
518:	learn: 0.1217379	total: 1.49s	remaining: 1.38s
519:	learn: 0.1212574	total: 1.49s	remaining: 1.37s
520:	learn: 0.1211762	total: 1.49s	remaining: 1.37s
521:	learn: 0.1208334	total: 1.49s	remaining: 1.37s
522:	learn: 0.1206417	total: 1.5s	remaining: 1.36s
523:	learn: 0.1200882	total: 1.5s	remaining: 1.36s
524:	learn: 0.1195472	total: 1.5s	remaining: 1.36s
525:	learn: 0.1190290	total: 1.5s	remaining: 1.35s
526:	learn: 0.1187510	total: 1.51s	remaining: 1.35s
527:	learn: 0.1181495	total: 1.51s	remaining: 1.35s
528:	learn: 0.1179935	total: 1.51s	remaining: 1.34s
529:	learn: 0.1177780	total: 1.51s	remaining: 1.34s
530:	learn: 0.1175997	total: 1.52s	remaining: 1.34s
531:	learn: 0.1172200	total: 1.52s	remaining: 1.33s
532:	learn: 0.1170531	total: 1.52s	remaining: 1.33s
533:	learn: 0.1169564	total: 1.52s	remaining: 1.33s
534:	learn: 0.1168077	total: 1.52s	remaining: 1.33s
535:	learn: 0.1166415	total: 1.53s	remaining: 1.32s
536:	learn: 0.1163934	total: 1.53s	remaining: 1.32s
537:	learn: 0.1157982	total: 1.53s	remaining: 1.32s
538:	learn: 0.1156348	total: 1.53s	remaining: 1.31s
539:	learn: 0.1155707	total: 1.54s	remaining: 1.31s
540:	learn: 0.1155195	total: 1.54s	remaining: 1.31s
541:	learn: 0.1149617	total: 1.54s	remaining: 1.3s
542:	learn: 0.1148072	total: 1.54s	remaining: 1.3s
543:	learn: 0.1142154	total: 1.55s	remaining: 1.3s
544:	learn: 0.1141081	total: 1.55s	remaining: 1.29s
545:	learn: 0.1135408	total: 1.55s	remaining: 1.29s
546:	learn: 0.1134157	total: 1.55s	remaining: 1.29s
547:	learn: 0.1127794	total: 1.56s	remaining: 1.28s
548:	learn: 0.1122595	total: 1.56s	remaining: 1.28s
549:	learn: 0.1120797	total: 1.56s	remaining: 1.28s
550:	learn: 0.1120082	total: 1.56s	remaining: 1.27s
551:	learn: 0.1116778	total: 1.57s	remaining: 1.27s
552:	learn: 0.1115854	total: 1.57s	remaining: 1.27s
553:	learn: 0.1111488	total: 1.57s	remaining: 1.26s
554:	learn: 0.1109269	total: 1.57s	remaining: 1.26s
555:	learn: 0.1106837	total: 1.58s	remaining: 1.26s
556:	learn: 0.1105982	total: 1.58s	remaining: 1.25s
557:	learn: 0.1103499	total: 1.58s	remaining: 1.25s
558:	learn: 0.1100237	total: 1.58s	remaining: 1.25s
559:	learn: 0.1097639	total: 1.59s	remaining: 1.25s
560:	learn: 0.1094996	total: 1.59s	remaining: 1.24s
561:	learn: 0.1094152	total: 1.59s	remaining: 1.24s
562:	learn: 0.1093675	total: 1.59s	remaining: 1.24s
563:	learn: 0.1089678	total: 1.59s	remaining: 1.23s
564:	learn: 0.1084759	total: 1.6s	remaining: 1.23s
565:	learn: 0.1084232	total: 1.6s	remaining: 1.23s
566:	learn: 0.1080136	total: 1.6s	remaining: 1.22s
567:	learn: 0.1074351	total: 1.61s	remaining: 1.22s
568:	learn: 0.1071741	total: 1.61s	remaining: 1.22s
569:	learn: 0.1070786	total: 1.61s	remaining: 1.22s
570:	learn: 0.1068185	total: 1.61s	remaining: 1.21s
571:	learn: 0.1067419	total: 1.62s	remaining: 1.21s
572:	learn: 0.1062980	total: 1.62s	remaining: 1.21s
573:	learn: 0.1061904	total: 1.62s	remaining: 1.2s
574:	learn: 0.1060711	total: 1.62s	remaining: 1.2s
575:	learn: 0.1057891	total: 1.63s	remaining: 1.2s
576:	learn: 0.1052601	total: 1.63s	remaining: 1.19s
577:	learn: 0.1046328	total: 1.63s	remaining: 1.19s
578:	learn: 0.1043062	total: 1.63s	remaining: 1.19s
579:	learn: 0.1039273	total: 1.63s	remaining: 1.18s
580:	learn: 0.1037115	total: 1.64s	remaining: 1.18s
581:	learn: 0.1035850	total: 1.64s	remaining: 1.18s
582:	learn: 0.1032650	total: 1.64s	remaining: 1.17s
583:	learn: 0.1027898	total: 1.64s	remaining: 1.17s
584:	learn: 0.1027582	total: 1.65s	remaining: 1.17s
585:	learn: 0.1023281	total: 1.65s	remaining: 1.16s
586:	learn: 0.1019649	total: 1.65s	remaining: 1.16s
587:	learn: 0.1015788	total: 1.65s	remaining: 1.16s
588:	learn: 0.1014371	total: 1.66s	remaining: 1.15s
589:	learn: 0.1013754	total: 1.66s	remaining: 1.15s
590:	learn: 0.1010289	total: 1.66s	remaining: 1.15s
591:	learn: 0.1006962	total: 1.66s	remaining: 1.15s
592:	learn: 0.1006197	total: 1.66s	remaining: 1.14s
593:	learn: 0.1003923	total: 1.67s	remaining: 1.14s
594:	learn: 0.1002646	total: 1.67s	remaining: 1.14s
595:	learn: 0.1001183	total: 1.67s	remaining: 1.13s
596:	learn: 0.1000509	total: 1.67s	remaining: 1.13s
597:	learn: 0.0998237	total: 1.68s	remaining: 1.13s
598:	learn: 0.0995674	total: 1.68s	remaining: 1.12s
599:	learn: 0.0989309	total: 1.68s	remaining: 1.12s
600:	learn: 0.0987531	total: 1.68s	remaining: 1.12s
601:	learn: 0.0984744	total: 1.68s	remaining: 1.11s
602:	learn: 0.0983747	total: 1.69s	remaining: 1.11s
603:	learn: 0.0981498	total: 1.69s	remaining: 1.11s
604:	learn: 0.0978874	total: 1.69s	remaining: 1.1s
605:	learn: 0.0976589	total: 1.69s	remaining: 1.1s
606:	learn: 0.0973301	total: 1.7s	remaining: 1.1s
607:	learn: 0.0969959	total: 1.7s	remaining: 1.09s
608:	learn: 0.0964636	total: 1.7s	remaining: 1.09s
609:	learn: 0.0963596	total: 1.7s	remaining: 1.09s
610:	learn: 0.0962913	total: 1.71s	remaining: 1.09s
611:	learn: 0.0961097	total: 1.71s	remaining: 1.08s
612:	learn: 0.0957831	total: 1.71s	remaining: 1.08s
613:	learn: 0.0956244	total: 1.71s	remaining: 1.08s
614:	learn: 0.0953247	total: 1.72s	remaining: 1.07s
615:	learn: 0.0951303	total: 1.72s	remaining: 1.07s
616:	learn: 0.0950990	total: 1.72s	remaining: 1.07s
617:	learn: 0.0947704	total: 1.72s	remaining: 1.06s
618:	learn: 0.0946874	total: 1.73s	remaining: 1.06s
619:	learn: 0.0946160	total: 1.73s	remaining: 1.06s
620:	learn: 0.0943092	total: 1.73s	remaining: 1.06s
621:	learn: 0.0939399	total: 1.73s	remaining: 1.05s
622:	learn: 0.0938450	total: 1.74s	remaining: 1.05s
623:	learn: 0.0935047	total: 1.74s	remaining: 1.05s
624:	learn: 0.0933828	total: 1.74s	remaining: 1.04s
625:	learn: 0.0931251	total: 1.74s	remaining: 1.04s
626:	learn: 0.0929100	total: 1.75s	remaining: 1.04s
627:	learn: 0.0927084	total: 1.75s	remaining: 1.03s
628:	learn: 0.0924387	total: 1.75s	remaining: 1.03s
629:	learn: 0.0921671	total: 1.75s	remaining: 1.03s
630:	learn: 0.0917355	total: 1.75s	remaining: 1.03s
631:	learn: 0.0913317	total: 1.76s	remaining: 1.02s
632:	learn: 0.0911326	total: 1.76s	remaining: 1.02s
633:	learn: 0.0907087	total: 1.76s	remaining: 1.02s
634:	learn: 0.0906452	total: 1.76s	remaining: 1.01s
635:	learn: 0.0901596	total: 1.77s	remaining: 1.01s
636:	learn: 0.0898282	total: 1.77s	remaining: 1.01s
637:	learn: 0.0895053	total: 1.77s	remaining: 1s
638:	learn: 0.0890474	total: 1.77s	remaining: 1s
639:	learn: 0.0887814	total: 1.78s	remaining: 999ms
640:	learn: 0.0886817	total: 1.78s	remaining: 996ms
641:	learn: 0.0885778	total: 1.78s	remaining: 993ms
642:	learn: 0.0885178	total: 1.78s	remaining: 990ms
643:	learn: 0.0880778	total: 1.79s	remaining: 988ms
644:	learn: 0.0877174	total: 1.79s	remaining: 987ms
645:	learn: 0.0876362	total: 1.8s	remaining: 984ms
646:	learn: 0.0874961	total: 1.8s	remaining: 982ms
647:	learn: 0.0870432	total: 1.8s	remaining: 980ms
648:	learn: 0.0867988	total: 1.81s	remaining: 978ms
649:	learn: 0.0866058	total: 1.81s	remaining: 975ms
650:	learn: 0.0862779	total: 1.81s	remaining: 973ms
651:	learn: 0.0859309	total: 1.82s	remaining: 971ms
652:	learn: 0.0858230	total: 1.82s	remaining: 967ms
653:	learn: 0.0857676	total: 1.82s	remaining: 964ms
654:	learn: 0.0856607	total: 1.82s	remaining: 961ms
655:	learn: 0.0856058	total: 1.83s	remaining: 958ms
656:	learn: 0.0855356	total: 1.83s	remaining: 955ms
657:	learn: 0.0851686	total: 1.83s	remaining: 953ms
658:	learn: 0.0849862	total: 1.83s	remaining: 950ms
659:	learn: 0.0847612	total: 1.84s	remaining: 947ms
660:	learn: 0.0843544	total: 1.84s	remaining: 944ms
661:	learn: 0.0841698	total: 1.84s	remaining: 941ms
662:	learn: 0.0840859	total: 1.84s	remaining: 938ms
663:	learn: 0.0840292	total: 1.85s	remaining: 935ms
664:	learn: 0.0837571	total: 1.85s	remaining: 932ms
665:	learn: 0.0837034	total: 1.85s	remaining: 929ms
666:	learn: 0.0836425	total: 1.85s	remaining: 926ms
667:	learn: 0.0831607	total: 1.86s	remaining: 923ms
668:	learn: 0.0829340	total: 1.86s	remaining: 920ms
669:	learn: 0.0828666	total: 1.86s	remaining: 917ms
670:	learn: 0.0828138	total: 1.86s	remaining: 914ms
671:	learn: 0.0827736	total: 1.87s	remaining: 911ms
672:	learn: 0.0825063	total: 1.87s	remaining: 908ms
673:	learn: 0.0823965	total: 1.87s	remaining: 905ms
674:	learn: 0.0822178	total: 1.87s	remaining: 902ms
675:	learn: 0.0818911	total: 1.88s	remaining: 899ms
676:	learn: 0.0817635	total: 1.88s	remaining: 896ms
677:	learn: 0.0813948	total: 1.88s	remaining: 894ms
678:	learn: 0.0811530	total: 1.88s	remaining: 891ms
679:	learn: 0.0807528	total: 1.89s	remaining: 888ms
680:	learn: 0.0804756	total: 1.89s	remaining: 885ms
681:	learn: 0.0800991	total: 1.89s	remaining: 882ms
682:	learn: 0.0797656	total: 1.89s	remaining: 879ms
683:	learn: 0.0794957	total: 1.9s	remaining: 876ms
684:	learn: 0.0790797	total: 1.9s	remaining: 873ms
685:	learn: 0.0790459	total: 1.9s	remaining: 870ms
686:	learn: 0.0787150	total: 1.9s	remaining: 868ms
687:	learn: 0.0784041	total: 1.91s	remaining: 865ms
688:	learn: 0.0779866	total: 1.91s	remaining: 862ms
689:	learn: 0.0775994	total: 1.91s	remaining: 859ms
690:	learn: 0.0775085	total: 1.91s	remaining: 856ms
691:	learn: 0.0771230	total: 1.92s	remaining: 853ms
692:	learn: 0.0770623	total: 1.92s	remaining: 850ms
693:	learn: 0.0770018	total: 1.92s	remaining: 847ms
694:	learn: 0.0765310	total: 1.92s	remaining: 844ms
695:	learn: 0.0761674	total: 1.93s	remaining: 841ms
696:	learn: 0.0758380	total: 1.93s	remaining: 838ms
697:	learn: 0.0757768	total: 1.93s	remaining: 835ms
698:	learn: 0.0754699	total: 1.93s	remaining: 833ms
699:	learn: 0.0753075	total: 1.94s	remaining: 830ms
700:	learn: 0.0752428	total: 1.94s	remaining: 827ms
701:	learn: 0.0751439	total: 1.94s	remaining: 824ms
702:	learn: 0.0748586	total: 1.94s	remaining: 821ms
703:	learn: 0.0747732	total: 1.95s	remaining: 818ms
704:	learn: 0.0747160	total: 1.95s	remaining: 815ms
705:	learn: 0.0745872	total: 1.95s	remaining: 812ms
706:	learn: 0.0743417	total: 1.95s	remaining: 809ms
707:	learn: 0.0742478	total: 1.96s	remaining: 806ms
708:	learn: 0.0738951	total: 1.96s	remaining: 803ms
709:	learn: 0.0736533	total: 1.96s	remaining: 801ms
710:	learn: 0.0734009	total: 1.96s	remaining: 798ms
711:	learn: 0.0732185	total: 1.97s	remaining: 795ms
712:	learn: 0.0731058	total: 1.97s	remaining: 792ms
713:	learn: 0.0728661	total: 1.97s	remaining: 790ms
714:	learn: 0.0728220	total: 1.97s	remaining: 787ms
715:	learn: 0.0727520	total: 1.98s	remaining: 784ms
716:	learn: 0.0724717	total: 1.98s	remaining: 781ms
717:	learn: 0.0724308	total: 1.98s	remaining: 778ms
718:	learn: 0.0721143	total: 1.98s	remaining: 775ms
719:	learn: 0.0719589	total: 1.99s	remaining: 773ms
720:	learn: 0.0718090	total: 1.99s	remaining: 770ms
721:	learn: 0.0717821	total: 1.99s	remaining: 767ms
722:	learn: 0.0714883	total: 1.99s	remaining: 764ms
723:	learn: 0.0713014	total: 2s	remaining: 761ms
724:	learn: 0.0710208	total: 2s	remaining: 758ms
725:	learn: 0.0708958	total: 2s	remaining: 755ms
726:	learn: 0.0706861	total: 2s	remaining: 753ms
727:	learn: 0.0705519	total: 2.01s	remaining: 750ms
728:	learn: 0.0704480	total: 2.01s	remaining: 747ms
729:	learn: 0.0701324	total: 2.01s	remaining: 744ms
730:	learn: 0.0699575	total: 2.01s	remaining: 741ms
731:	learn: 0.0696827	total: 2.02s	remaining: 738ms
732:	learn: 0.0693871	total: 2.02s	remaining: 735ms
733:	learn: 0.0690949	total: 2.02s	remaining: 733ms
734:	learn: 0.0689565	total: 2.02s	remaining: 730ms
735:	learn: 0.0688428	total: 2.02s	remaining: 727ms
736:	learn: 0.0687773	total: 2.03s	remaining: 724ms
737:	learn: 0.0687096	total: 2.03s	remaining: 721ms
738:	learn: 0.0686449	total: 2.03s	remaining: 718ms
739:	learn: 0.0684631	total: 2.04s	remaining: 716ms
740:	learn: 0.0682094	total: 2.04s	remaining: 713ms
741:	learn: 0.0681620	total: 2.04s	remaining: 710ms
742:	learn: 0.0681312	total: 2.04s	remaining: 707ms
743:	learn: 0.0680926	total: 2.04s	remaining: 704ms
744:	learn: 0.0678956	total: 2.05s	remaining: 701ms
745:	learn: 0.0677013	total: 2.05s	remaining: 698ms
746:	learn: 0.0674273	total: 2.05s	remaining: 695ms
747:	learn: 0.0671938	total: 2.06s	remaining: 692ms
748:	learn: 0.0670728	total: 2.06s	remaining: 689ms
749:	learn: 0.0668917	total: 2.06s	remaining: 686ms
750:	learn: 0.0666625	total: 2.06s	remaining: 684ms
751:	learn: 0.0666302	total: 2.06s	remaining: 681ms
752:	learn: 0.0664701	total: 2.07s	remaining: 678ms
753:	learn: 0.0663110	total: 2.07s	remaining: 675ms
754:	learn: 0.0661758	total: 2.07s	remaining: 673ms
755:	learn: 0.0659242	total: 2.08s	remaining: 670ms
756:	learn: 0.0658442	total: 2.08s	remaining: 667ms
757:	learn: 0.0657991	total: 2.08s	remaining: 664ms
758:	learn: 0.0657495	total: 2.08s	remaining: 662ms
759:	learn: 0.0655776	total: 2.08s	remaining: 659ms
760:	learn: 0.0653676	total: 2.09s	remaining: 656ms
761:	learn: 0.0649366	total: 2.09s	remaining: 653ms
762:	learn: 0.0648011	total: 2.09s	remaining: 650ms
763:	learn: 0.0644858	total: 2.1s	remaining: 647ms
764:	learn: 0.0644602	total: 2.1s	remaining: 645ms
765:	learn: 0.0640811	total: 2.1s	remaining: 642ms
766:	learn: 0.0637261	total: 2.1s	remaining: 639ms
767:	learn: 0.0636002	total: 2.1s	remaining: 636ms
768:	learn: 0.0635068	total: 2.11s	remaining: 633ms
769:	learn: 0.0633971	total: 2.11s	remaining: 630ms
770:	learn: 0.0630580	total: 2.11s	remaining: 628ms
771:	learn: 0.0630217	total: 2.11s	remaining: 625ms
772:	learn: 0.0629015	total: 2.12s	remaining: 622ms
773:	learn: 0.0627907	total: 2.12s	remaining: 619ms
774:	learn: 0.0625239	total: 2.12s	remaining: 616ms
775:	learn: 0.0622479	total: 2.12s	remaining: 613ms
776:	learn: 0.0619478	total: 2.13s	remaining: 610ms
777:	learn: 0.0617543	total: 2.13s	remaining: 607ms
778:	learn: 0.0616087	total: 2.13s	remaining: 605ms
779:	learn: 0.0614970	total: 2.13s	remaining: 602ms
780:	learn: 0.0613095	total: 2.14s	remaining: 599ms
781:	learn: 0.0612626	total: 2.14s	remaining: 596ms
782:	learn: 0.0610772	total: 2.14s	remaining: 593ms
783:	learn: 0.0608859	total: 2.14s	remaining: 590ms
784:	learn: 0.0607404	total: 2.14s	remaining: 587ms
785:	learn: 0.0606992	total: 2.15s	remaining: 585ms
786:	learn: 0.0606752	total: 2.15s	remaining: 582ms
787:	learn: 0.0605788	total: 2.15s	remaining: 579ms
788:	learn: 0.0605584	total: 2.15s	remaining: 576ms
789:	learn: 0.0605331	total: 2.16s	remaining: 573ms
790:	learn: 0.0601787	total: 2.16s	remaining: 570ms
791:	learn: 0.0600662	total: 2.16s	remaining: 568ms
792:	learn: 0.0600230	total: 2.16s	remaining: 565ms
793:	learn: 0.0599097	total: 2.17s	remaining: 562ms
794:	learn: 0.0598427	total: 2.17s	remaining: 559ms
795:	learn: 0.0597848	total: 2.17s	remaining: 557ms
796:	learn: 0.0596181	total: 2.17s	remaining: 554ms
797:	learn: 0.0593765	total: 2.18s	remaining: 551ms
798:	learn: 0.0591913	total: 2.18s	remaining: 548ms
799:	learn: 0.0589331	total: 2.18s	remaining: 545ms
800:	learn: 0.0588371	total: 2.18s	remaining: 543ms
801:	learn: 0.0587365	total: 2.19s	remaining: 539ms
802:	learn: 0.0586878	total: 2.19s	remaining: 537ms
803:	learn: 0.0584065	total: 2.19s	remaining: 534ms
804:	learn: 0.0582815	total: 2.19s	remaining: 531ms
805:	learn: 0.0580095	total: 2.19s	remaining: 528ms
806:	learn: 0.0576475	total: 2.2s	remaining: 526ms
807:	learn: 0.0575066	total: 2.2s	remaining: 523ms
808:	learn: 0.0573375	total: 2.2s	remaining: 520ms
809:	learn: 0.0571726	total: 2.2s	remaining: 517ms
810:	learn: 0.0570835	total: 2.21s	remaining: 514ms
811:	learn: 0.0570316	total: 2.21s	remaining: 511ms
812:	learn: 0.0566384	total: 2.21s	remaining: 509ms
813:	learn: 0.0564228	total: 2.21s	remaining: 506ms
814:	learn: 0.0562011	total: 2.22s	remaining: 503ms
815:	learn: 0.0560646	total: 2.22s	remaining: 500ms
816:	learn: 0.0560325	total: 2.22s	remaining: 498ms
817:	learn: 0.0559911	total: 2.22s	remaining: 495ms
818:	learn: 0.0557272	total: 2.23s	remaining: 492ms
819:	learn: 0.0555289	total: 2.23s	remaining: 489ms
820:	learn: 0.0554700	total: 2.23s	remaining: 486ms
821:	learn: 0.0554463	total: 2.23s	remaining: 484ms
822:	learn: 0.0552423	total: 2.24s	remaining: 481ms
823:	learn: 0.0552086	total: 2.24s	remaining: 478ms
824:	learn: 0.0550235	total: 2.24s	remaining: 475ms
825:	learn: 0.0550109	total: 2.24s	remaining: 472ms
826:	learn: 0.0548496	total: 2.25s	remaining: 470ms
827:	learn: 0.0546978	total: 2.25s	remaining: 467ms
828:	learn: 0.0546822	total: 2.25s	remaining: 464ms
829:	learn: 0.0546553	total: 2.25s	remaining: 462ms
830:	learn: 0.0546199	total: 2.26s	remaining: 459ms
831:	learn: 0.0545149	total: 2.26s	remaining: 456ms
832:	learn: 0.0544983	total: 2.26s	remaining: 453ms
833:	learn: 0.0543986	total: 2.26s	remaining: 451ms
834:	learn: 0.0543752	total: 2.27s	remaining: 448ms
835:	learn: 0.0542401	total: 2.27s	remaining: 445ms
836:	learn: 0.0541115	total: 2.27s	remaining: 442ms
837:	learn: 0.0539939	total: 2.27s	remaining: 439ms
838:	learn: 0.0539104	total: 2.27s	remaining: 437ms
839:	learn: 0.0537576	total: 2.28s	remaining: 434ms
840:	learn: 0.0536119	total: 2.28s	remaining: 431ms
841:	learn: 0.0533354	total: 2.28s	remaining: 428ms
842:	learn: 0.0532993	total: 2.28s	remaining: 426ms
843:	learn: 0.0532102	total: 2.29s	remaining: 423ms
844:	learn: 0.0530701	total: 2.29s	remaining: 420ms
845:	learn: 0.0528818	total: 2.29s	remaining: 417ms
846:	learn: 0.0528654	total: 2.29s	remaining: 414ms
847:	learn: 0.0526763	total: 2.3s	remaining: 412ms
848:	learn: 0.0525810	total: 2.3s	remaining: 409ms
849:	learn: 0.0525580	total: 2.3s	remaining: 406ms
850:	learn: 0.0525158	total: 2.3s	remaining: 403ms
851:	learn: 0.0525041	total: 2.31s	remaining: 401ms
852:	learn: 0.0523262	total: 2.31s	remaining: 398ms
853:	learn: 0.0522230	total: 2.31s	remaining: 395ms
854:	learn: 0.0519995	total: 2.31s	remaining: 392ms
855:	learn: 0.0519283	total: 2.31s	remaining: 389ms
856:	learn: 0.0518946	total: 2.32s	remaining: 387ms
857:	learn: 0.0518317	total: 2.32s	remaining: 384ms
858:	learn: 0.0518185	total: 2.32s	remaining: 381ms
859:	learn: 0.0515644	total: 2.32s	remaining: 378ms
860:	learn: 0.0515450	total: 2.33s	remaining: 376ms
861:	learn: 0.0515133	total: 2.33s	remaining: 373ms
862:	learn: 0.0514844	total: 2.33s	remaining: 370ms
863:	learn: 0.0513651	total: 2.33s	remaining: 367ms
864:	learn: 0.0511035	total: 2.34s	remaining: 365ms
865:	learn: 0.0510623	total: 2.34s	remaining: 362ms
866:	learn: 0.0509843	total: 2.34s	remaining: 359ms
867:	learn: 0.0509267	total: 2.34s	remaining: 356ms
868:	learn: 0.0509084	total: 2.35s	remaining: 354ms
869:	learn: 0.0506616	total: 2.35s	remaining: 351ms
870:	learn: 0.0506249	total: 2.35s	remaining: 348ms
871:	learn: 0.0505204	total: 2.35s	remaining: 346ms
872:	learn: 0.0504939	total: 2.36s	remaining: 343ms
873:	learn: 0.0504005	total: 2.36s	remaining: 340ms
874:	learn: 0.0502926	total: 2.36s	remaining: 337ms
875:	learn: 0.0500416	total: 2.36s	remaining: 335ms
876:	learn: 0.0499978	total: 2.37s	remaining: 332ms
877:	learn: 0.0498907	total: 2.37s	remaining: 329ms
878:	learn: 0.0497981	total: 2.37s	remaining: 326ms
879:	learn: 0.0496189	total: 2.37s	remaining: 324ms
880:	learn: 0.0494789	total: 2.38s	remaining: 321ms
881:	learn: 0.0492509	total: 2.38s	remaining: 318ms
882:	learn: 0.0491373	total: 2.38s	remaining: 315ms
883:	learn: 0.0489705	total: 2.38s	remaining: 313ms
884:	learn: 0.0487616	total: 2.38s	remaining: 310ms
885:	learn: 0.0486513	total: 2.39s	remaining: 307ms
886:	learn: 0.0485037	total: 2.39s	remaining: 305ms
887:	learn: 0.0483411	total: 2.39s	remaining: 302ms
888:	learn: 0.0480687	total: 2.4s	remaining: 299ms
889:	learn: 0.0479171	total: 2.4s	remaining: 296ms
890:	learn: 0.0477638	total: 2.4s	remaining: 294ms
891:	learn: 0.0475946	total: 2.4s	remaining: 291ms
892:	learn: 0.0473813	total: 2.41s	remaining: 288ms
893:	learn: 0.0472827	total: 2.41s	remaining: 286ms
894:	learn: 0.0471235	total: 2.41s	remaining: 283ms
895:	learn: 0.0469782	total: 2.41s	remaining: 280ms
896:	learn: 0.0467701	total: 2.42s	remaining: 277ms
897:	learn: 0.0466353	total: 2.42s	remaining: 275ms
898:	learn: 0.0465906	total: 2.42s	remaining: 272ms
899:	learn: 0.0463930	total: 2.42s	remaining: 269ms
900:	learn: 0.0463386	total: 2.42s	remaining: 266ms
901:	learn: 0.0463152	total: 2.43s	remaining: 264ms
902:	learn: 0.0461521	total: 2.43s	remaining: 261ms
903:	learn: 0.0461101	total: 2.43s	remaining: 258ms
904:	learn: 0.0460753	total: 2.43s	remaining: 256ms
905:	learn: 0.0460335	total: 2.44s	remaining: 253ms
906:	learn: 0.0458304	total: 2.44s	remaining: 250ms
907:	learn: 0.0457872	total: 2.44s	remaining: 247ms
908:	learn: 0.0457578	total: 2.44s	remaining: 245ms
909:	learn: 0.0457183	total: 2.44s	remaining: 242ms
910:	learn: 0.0456106	total: 2.45s	remaining: 239ms
911:	learn: 0.0455124	total: 2.45s	remaining: 236ms
912:	learn: 0.0453372	total: 2.45s	remaining: 234ms
913:	learn: 0.0451566	total: 2.46s	remaining: 231ms
914:	learn: 0.0450541	total: 2.46s	remaining: 228ms
915:	learn: 0.0448135	total: 2.46s	remaining: 226ms
916:	learn: 0.0447846	total: 2.46s	remaining: 223ms
917:	learn: 0.0446874	total: 2.46s	remaining: 220ms
918:	learn: 0.0444819	total: 2.47s	remaining: 217ms
919:	learn: 0.0444680	total: 2.47s	remaining: 215ms
920:	learn: 0.0442598	total: 2.47s	remaining: 212ms
921:	learn: 0.0441748	total: 2.47s	remaining: 209ms
922:	learn: 0.0439720	total: 2.48s	remaining: 207ms
923:	learn: 0.0437938	total: 2.48s	remaining: 204ms
924:	learn: 0.0437026	total: 2.48s	remaining: 201ms
925:	learn: 0.0436717	total: 2.48s	remaining: 198ms
926:	learn: 0.0435903	total: 2.49s	remaining: 196ms
927:	learn: 0.0433620	total: 2.49s	remaining: 193ms
928:	learn: 0.0432842	total: 2.49s	remaining: 190ms
929:	learn: 0.0432181	total: 2.49s	remaining: 188ms
930:	learn: 0.0430856	total: 2.5s	remaining: 185ms
931:	learn: 0.0430110	total: 2.5s	remaining: 182ms
932:	learn: 0.0428709	total: 2.5s	remaining: 180ms
933:	learn: 0.0428182	total: 2.5s	remaining: 177ms
934:	learn: 0.0426433	total: 2.5s	remaining: 174ms
935:	learn: 0.0424936	total: 2.51s	remaining: 171ms
936:	learn: 0.0424123	total: 2.51s	remaining: 169ms
937:	learn: 0.0423389	total: 2.51s	remaining: 166ms
938:	learn: 0.0422273	total: 2.51s	remaining: 163ms
939:	learn: 0.0421068	total: 2.52s	remaining: 161ms
940:	learn: 0.0418038	total: 2.52s	remaining: 158ms
941:	learn: 0.0417093	total: 2.52s	remaining: 155ms
942:	learn: 0.0416595	total: 2.53s	remaining: 153ms
943:	learn: 0.0415363	total: 2.53s	remaining: 150ms
944:	learn: 0.0415146	total: 2.53s	remaining: 147ms
945:	learn: 0.0414950	total: 2.53s	remaining: 145ms
946:	learn: 0.0413527	total: 2.54s	remaining: 142ms
947:	learn: 0.0413089	total: 2.54s	remaining: 139ms
948:	learn: 0.0411930	total: 2.54s	remaining: 137ms
949:	learn: 0.0410707	total: 2.54s	remaining: 134ms
950:	learn: 0.0409470	total: 2.54s	remaining: 131ms
951:	learn: 0.0409051	total: 2.55s	remaining: 128ms
952:	learn: 0.0407630	total: 2.55s	remaining: 126ms
953:	learn: 0.0407400	total: 2.55s	remaining: 123ms
954:	learn: 0.0406438	total: 2.56s	remaining: 120ms
955:	learn: 0.0406164	total: 2.56s	remaining: 118ms
956:	learn: 0.0405942	total: 2.56s	remaining: 115ms
957:	learn: 0.0405617	total: 2.56s	remaining: 112ms
958:	learn: 0.0405386	total: 2.56s	remaining: 110ms
959:	learn: 0.0403380	total: 2.57s	remaining: 107ms
960:	learn: 0.0401125	total: 2.57s	remaining: 104ms
961:	learn: 0.0399688	total: 2.57s	remaining: 102ms
962:	learn: 0.0399389	total: 2.58s	remaining: 99ms
963:	learn: 0.0398357	total: 2.58s	remaining: 96.3ms
964:	learn: 0.0398104	total: 2.58s	remaining: 93.6ms
965:	learn: 0.0396490	total: 2.58s	remaining: 90.9ms
966:	learn: 0.0396180	total: 2.58s	remaining: 88.2ms
967:	learn: 0.0394317	total: 2.59s	remaining: 85.5ms
968:	learn: 0.0392953	total: 2.59s	remaining: 82.8ms
969:	learn: 0.0392794	total: 2.59s	remaining: 80.2ms
970:	learn: 0.0392380	total: 2.59s	remaining: 77.5ms
971:	learn: 0.0391589	total: 2.6s	remaining: 74.8ms
972:	learn: 0.0391269	total: 2.6s	remaining: 72.1ms
973:	learn: 0.0389679	total: 2.6s	remaining: 69.4ms
974:	learn: 0.0389287	total: 2.6s	remaining: 66.8ms
975:	learn: 0.0387803	total: 2.6s	remaining: 64.1ms
976:	learn: 0.0386592	total: 2.61s	remaining: 61.4ms
977:	learn: 0.0385606	total: 2.61s	remaining: 58.7ms
978:	learn: 0.0384919	total: 2.61s	remaining: 56ms
979:	learn: 0.0384154	total: 2.61s	remaining: 53.4ms
980:	learn: 0.0382383	total: 2.62s	remaining: 50.7ms
981:	learn: 0.0381800	total: 2.62s	remaining: 48ms
982:	learn: 0.0381584	total: 2.62s	remaining: 45.3ms
983:	learn: 0.0380794	total: 2.62s	remaining: 42.7ms
984:	learn: 0.0379593	total: 2.63s	remaining: 40ms
985:	learn: 0.0378447	total: 2.63s	remaining: 37.3ms
986:	learn: 0.0377160	total: 2.63s	remaining: 34.7ms
987:	learn: 0.0375594	total: 2.63s	remaining: 32ms
988:	learn: 0.0374232	total: 2.64s	remaining: 29.3ms
989:	learn: 0.0373024	total: 2.64s	remaining: 26.7ms
990:	learn: 0.0372857	total: 2.64s	remaining: 24ms
991:	learn: 0.0371585	total: 2.64s	remaining: 21.3ms
992:	learn: 0.0370845	total: 2.65s	remaining: 18.7ms
993:	learn: 0.0369743	total: 2.65s	remaining: 16ms
994:	learn: 0.0368850	total: 2.65s	remaining: 13.3ms
995:	learn: 0.0368573	total: 2.65s	remaining: 10.7ms
996:	learn: 0.0367252	total: 2.65s	remaining: 7.99ms
997:	learn: 0.0366423	total: 2.66s	remaining: 5.33ms
998:	learn: 0.0365727	total: 2.66s	remaining: 2.66ms
999:	learn: 0.0365356	total: 2.66s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=3, depth=6, total=   3.2s
[CV] learning_rate=0.03, l2_leaf_reg=3, depth=6 ......................
0:	learn: 0.8708164	total: 4.94ms	remaining: 4.93s
1:	learn: 0.8576237	total: 8.84ms	remaining: 4.41s
2:	learn: 0.8435270	total: 12.2ms	remaining: 4.05s
3:	learn: 0.8292873	total: 17.6ms	remaining: 4.39s
4:	learn: 0.8157740	total: 21.9ms	remaining: 4.37s
5:	learn: 0.8018995	total: 25.1ms	remaining: 4.17s
6:	learn: 0.7901601	total: 29.2ms	remaining: 4.14s
7:	learn: 0.7778026	total: 33.1ms	remaining: 4.11s
8:	learn: 0.7644233	total: 36.2ms	remaining: 3.98s
9:	learn: 0.7551810	total: 39.1ms	remaining: 3.87s
10:	learn: 0.7430751	total: 41.7ms	remaining: 3.75s
11:	learn: 0.7320051	total: 48.2ms	remaining: 3.97s
12:	learn: 0.7208085	total: 51.5ms	remaining: 3.91s
13:	learn: 0.7108417	total: 54.9ms	remaining: 3.87s
14:	learn: 0.7014686	total: 58.4ms	remaining: 3.83s
15:	learn: 0.6921396	total: 61ms	remaining: 3.75s
16:	learn: 0.6838301	total: 63.7ms	remaining: 3.68s
17:	learn: 0.6732638	total: 66.9ms	remaining: 3.65s
18:	learn: 0.6636160	total: 70.1ms	remaining: 3.62s
19:	learn: 0.6542258	total: 75.1ms	remaining: 3.68s
20:	learn: 0.6457527	total: 80.4ms	remaining: 3.75s
21:	learn: 0.6369055	total: 84.4ms	remaining: 3.75s
22:	learn: 0.6274431	total: 88.5ms	remaining: 3.76s
23:	learn: 0.6195891	total: 91.9ms	remaining: 3.73s
24:	learn: 0.6119208	total: 94.6ms	remaining: 3.69s
25:	learn: 0.6038043	total: 98.3ms	remaining: 3.68s
26:	learn: 0.5962412	total: 102ms	remaining: 3.66s
27:	learn: 0.5891746	total: 107ms	remaining: 3.71s
28:	learn: 0.5824882	total: 110ms	remaining: 3.68s
29:	learn: 0.5753267	total: 113ms	remaining: 3.65s
30:	learn: 0.5687557	total: 118ms	remaining: 3.68s
31:	learn: 0.5620283	total: 121ms	remaining: 3.65s
32:	learn: 0.5547155	total: 124ms	remaining: 3.63s
33:	learn: 0.5481245	total: 127ms	remaining: 3.6s
34:	learn: 0.5429317	total: 133ms	remaining: 3.66s
35:	learn: 0.5374915	total: 137ms	remaining: 3.66s
36:	learn: 0.5316687	total: 141ms	remaining: 3.68s
37:	learn: 0.5267342	total: 144ms	remaining: 3.66s
38:	learn: 0.5211031	total: 148ms	remaining: 3.66s
39:	learn: 0.5155795	total: 151ms	remaining: 3.63s
40:	learn: 0.5099951	total: 154ms	remaining: 3.6s
41:	learn: 0.5036502	total: 157ms	remaining: 3.58s
42:	learn: 0.4980627	total: 161ms	remaining: 3.59s
43:	learn: 0.4924349	total: 167ms	remaining: 3.64s
44:	learn: 0.4878096	total: 170ms	remaining: 3.61s
45:	learn: 0.4823045	total: 173ms	remaining: 3.59s
46:	learn: 0.4775007	total: 177ms	remaining: 3.59s
47:	learn: 0.4726862	total: 180ms	remaining: 3.57s
48:	learn: 0.4687996	total: 183ms	remaining: 3.55s
49:	learn: 0.4646695	total: 187ms	remaining: 3.55s
50:	learn: 0.4603899	total: 192ms	remaining: 3.56s
51:	learn: 0.4558612	total: 195ms	remaining: 3.55s
52:	learn: 0.4517257	total: 197ms	remaining: 3.52s
53:	learn: 0.4484476	total: 200ms	remaining: 3.5s
54:	learn: 0.4446360	total: 204ms	remaining: 3.5s
55:	learn: 0.4397935	total: 207ms	remaining: 3.49s
56:	learn: 0.4359017	total: 210ms	remaining: 3.48s
57:	learn: 0.4327074	total: 213ms	remaining: 3.46s
58:	learn: 0.4285908	total: 217ms	remaining: 3.46s
59:	learn: 0.4254099	total: 220ms	remaining: 3.45s
60:	learn: 0.4222965	total: 223ms	remaining: 3.44s
61:	learn: 0.4197383	total: 228ms	remaining: 3.44s
62:	learn: 0.4166945	total: 230ms	remaining: 3.43s
63:	learn: 0.4135859	total: 234ms	remaining: 3.42s
64:	learn: 0.4106066	total: 237ms	remaining: 3.41s
65:	learn: 0.4076942	total: 240ms	remaining: 3.39s
66:	learn: 0.4049314	total: 245ms	remaining: 3.42s
67:	learn: 0.4023096	total: 253ms	remaining: 3.46s
68:	learn: 0.3993182	total: 255ms	remaining: 3.44s
69:	learn: 0.3962487	total: 258ms	remaining: 3.43s
70:	learn: 0.3933121	total: 261ms	remaining: 3.42s
71:	learn: 0.3908163	total: 265ms	remaining: 3.42s
72:	learn: 0.3880185	total: 268ms	remaining: 3.41s
73:	learn: 0.3857716	total: 272ms	remaining: 3.4s
74:	learn: 0.3836603	total: 274ms	remaining: 3.38s
75:	learn: 0.3814822	total: 277ms	remaining: 3.37s
76:	learn: 0.3787028	total: 281ms	remaining: 3.37s
77:	learn: 0.3766020	total: 284ms	remaining: 3.35s
78:	learn: 0.3746193	total: 286ms	remaining: 3.33s
79:	learn: 0.3725225	total: 289ms	remaining: 3.32s
80:	learn: 0.3705866	total: 291ms	remaining: 3.31s
81:	learn: 0.3681193	total: 294ms	remaining: 3.29s
82:	learn: 0.3660208	total: 296ms	remaining: 3.27s
83:	learn: 0.3639122	total: 299ms	remaining: 3.26s
84:	learn: 0.3618188	total: 301ms	remaining: 3.24s
85:	learn: 0.3597255	total: 304ms	remaining: 3.23s
86:	learn: 0.3584063	total: 307ms	remaining: 3.22s
87:	learn: 0.3563443	total: 310ms	remaining: 3.21s
88:	learn: 0.3545927	total: 312ms	remaining: 3.19s
89:	learn: 0.3527271	total: 314ms	remaining: 3.17s
90:	learn: 0.3516098	total: 316ms	remaining: 3.16s
91:	learn: 0.3497650	total: 318ms	remaining: 3.14s
92:	learn: 0.3481585	total: 321ms	remaining: 3.13s
93:	learn: 0.3462769	total: 323ms	remaining: 3.12s
94:	learn: 0.3446710	total: 326ms	remaining: 3.1s
95:	learn: 0.3432325	total: 330ms	remaining: 3.1s
96:	learn: 0.3418801	total: 332ms	remaining: 3.09s
97:	learn: 0.3403872	total: 335ms	remaining: 3.08s
98:	learn: 0.3389039	total: 337ms	remaining: 3.07s
99:	learn: 0.3374401	total: 340ms	remaining: 3.06s
100:	learn: 0.3361630	total: 342ms	remaining: 3.04s
101:	learn: 0.3348226	total: 344ms	remaining: 3.03s
102:	learn: 0.3333340	total: 346ms	remaining: 3.02s
103:	learn: 0.3317266	total: 349ms	remaining: 3.01s
104:	learn: 0.3306021	total: 352ms	remaining: 3s
105:	learn: 0.3292561	total: 355ms	remaining: 2.99s
106:	learn: 0.3275098	total: 357ms	remaining: 2.98s
107:	learn: 0.3254347	total: 359ms	remaining: 2.97s
108:	learn: 0.3241302	total: 361ms	remaining: 2.95s
109:	learn: 0.3233614	total: 364ms	remaining: 2.95s
110:	learn: 0.3219050	total: 367ms	remaining: 2.94s
111:	learn: 0.3203843	total: 369ms	remaining: 2.92s
112:	learn: 0.3192025	total: 371ms	remaining: 2.91s
113:	learn: 0.3176471	total: 373ms	remaining: 2.9s
114:	learn: 0.3164744	total: 375ms	remaining: 2.89s
115:	learn: 0.3155496	total: 379ms	remaining: 2.88s
116:	learn: 0.3142371	total: 381ms	remaining: 2.87s
117:	learn: 0.3132748	total: 383ms	remaining: 2.86s
118:	learn: 0.3123042	total: 385ms	remaining: 2.85s
119:	learn: 0.3110184	total: 388ms	remaining: 2.84s
120:	learn: 0.3100447	total: 390ms	remaining: 2.83s
121:	learn: 0.3089362	total: 393ms	remaining: 2.83s
122:	learn: 0.3078100	total: 395ms	remaining: 2.82s
123:	learn: 0.3065920	total: 398ms	remaining: 2.81s
124:	learn: 0.3053926	total: 400ms	remaining: 2.8s
125:	learn: 0.3044367	total: 402ms	remaining: 2.79s
126:	learn: 0.3031606	total: 405ms	remaining: 2.78s
127:	learn: 0.3022927	total: 408ms	remaining: 2.78s
128:	learn: 0.3016192	total: 411ms	remaining: 2.77s
129:	learn: 0.3009172	total: 413ms	remaining: 2.77s
130:	learn: 0.2997674	total: 416ms	remaining: 2.76s
131:	learn: 0.2988859	total: 418ms	remaining: 2.75s
132:	learn: 0.2979032	total: 420ms	remaining: 2.74s
133:	learn: 0.2972328	total: 423ms	remaining: 2.73s
134:	learn: 0.2966923	total: 426ms	remaining: 2.73s
135:	learn: 0.2958501	total: 428ms	remaining: 2.72s
136:	learn: 0.2951525	total: 429ms	remaining: 2.7s
137:	learn: 0.2945881	total: 431ms	remaining: 2.69s
138:	learn: 0.2944554	total: 432ms	remaining: 2.67s
139:	learn: 0.2936695	total: 434ms	remaining: 2.67s
140:	learn: 0.2926298	total: 437ms	remaining: 2.66s
141:	learn: 0.2917862	total: 440ms	remaining: 2.66s
142:	learn: 0.2908393	total: 442ms	remaining: 2.65s
143:	learn: 0.2901322	total: 445ms	remaining: 2.65s
144:	learn: 0.2896244	total: 447ms	remaining: 2.64s
145:	learn: 0.2886858	total: 450ms	remaining: 2.63s
146:	learn: 0.2881955	total: 452ms	remaining: 2.62s
147:	learn: 0.2871135	total: 454ms	remaining: 2.62s
148:	learn: 0.2863210	total: 457ms	remaining: 2.61s
149:	learn: 0.2861123	total: 458ms	remaining: 2.59s
150:	learn: 0.2846252	total: 460ms	remaining: 2.58s
151:	learn: 0.2835644	total: 462ms	remaining: 2.58s
152:	learn: 0.2828282	total: 465ms	remaining: 2.57s
153:	learn: 0.2817497	total: 467ms	remaining: 2.57s
154:	learn: 0.2807909	total: 470ms	remaining: 2.56s
155:	learn: 0.2801579	total: 472ms	remaining: 2.55s
156:	learn: 0.2787751	total: 474ms	remaining: 2.54s
157:	learn: 0.2776204	total: 476ms	remaining: 2.54s
158:	learn: 0.2763398	total: 479ms	remaining: 2.54s
159:	learn: 0.2751479	total: 482ms	remaining: 2.53s
160:	learn: 0.2746500	total: 484ms	remaining: 2.52s
161:	learn: 0.2736907	total: 486ms	remaining: 2.52s
162:	learn: 0.2726380	total: 489ms	remaining: 2.51s
163:	learn: 0.2720408	total: 491ms	remaining: 2.5s
164:	learn: 0.2715382	total: 494ms	remaining: 2.5s
165:	learn: 0.2707080	total: 496ms	remaining: 2.49s
166:	learn: 0.2696223	total: 498ms	remaining: 2.48s
167:	learn: 0.2688382	total: 501ms	remaining: 2.48s
168:	learn: 0.2682594	total: 503ms	remaining: 2.47s
169:	learn: 0.2673663	total: 505ms	remaining: 2.46s
170:	learn: 0.2665550	total: 507ms	remaining: 2.46s
171:	learn: 0.2658123	total: 510ms	remaining: 2.45s
172:	learn: 0.2649974	total: 512ms	remaining: 2.45s
173:	learn: 0.2643320	total: 514ms	remaining: 2.44s
174:	learn: 0.2637696	total: 516ms	remaining: 2.43s
175:	learn: 0.2627427	total: 518ms	remaining: 2.42s
176:	learn: 0.2621072	total: 520ms	remaining: 2.42s
177:	learn: 0.2614417	total: 523ms	remaining: 2.41s
178:	learn: 0.2607089	total: 525ms	remaining: 2.41s
179:	learn: 0.2596037	total: 527ms	remaining: 2.4s
180:	learn: 0.2588439	total: 530ms	remaining: 2.4s
181:	learn: 0.2584388	total: 531ms	remaining: 2.39s
182:	learn: 0.2579648	total: 533ms	remaining: 2.38s
183:	learn: 0.2572871	total: 536ms	remaining: 2.38s
184:	learn: 0.2566325	total: 539ms	remaining: 2.37s
185:	learn: 0.2559023	total: 541ms	remaining: 2.37s
186:	learn: 0.2551254	total: 543ms	remaining: 2.36s
187:	learn: 0.2543132	total: 546ms	remaining: 2.36s
188:	learn: 0.2542215	total: 546ms	remaining: 2.34s
189:	learn: 0.2537537	total: 548ms	remaining: 2.34s
190:	learn: 0.2528552	total: 551ms	remaining: 2.33s
191:	learn: 0.2517938	total: 553ms	remaining: 2.33s
192:	learn: 0.2513820	total: 555ms	remaining: 2.32s
193:	learn: 0.2509563	total: 558ms	remaining: 2.32s
194:	learn: 0.2503301	total: 560ms	remaining: 2.31s
195:	learn: 0.2496106	total: 562ms	remaining: 2.31s
196:	learn: 0.2484997	total: 565ms	remaining: 2.3s
197:	learn: 0.2480407	total: 567ms	remaining: 2.3s
198:	learn: 0.2474088	total: 570ms	remaining: 2.29s
199:	learn: 0.2470697	total: 573ms	remaining: 2.29s
200:	learn: 0.2463024	total: 575ms	remaining: 2.29s
201:	learn: 0.2451384	total: 577ms	remaining: 2.28s
202:	learn: 0.2439906	total: 580ms	remaining: 2.28s
203:	learn: 0.2436941	total: 583ms	remaining: 2.27s
204:	learn: 0.2433056	total: 585ms	remaining: 2.27s
205:	learn: 0.2426551	total: 587ms	remaining: 2.26s
206:	learn: 0.2423784	total: 589ms	remaining: 2.26s
207:	learn: 0.2419436	total: 592ms	remaining: 2.25s
208:	learn: 0.2413759	total: 595ms	remaining: 2.25s
209:	learn: 0.2407836	total: 597ms	remaining: 2.25s
210:	learn: 0.2405444	total: 599ms	remaining: 2.24s
211:	learn: 0.2402497	total: 601ms	remaining: 2.23s
212:	learn: 0.2399556	total: 604ms	remaining: 2.23s
213:	learn: 0.2396369	total: 606ms	remaining: 2.23s
214:	learn: 0.2387027	total: 609ms	remaining: 2.22s
215:	learn: 0.2383139	total: 612ms	remaining: 2.22s
216:	learn: 0.2380248	total: 614ms	remaining: 2.21s
217:	learn: 0.2374372	total: 616ms	remaining: 2.21s
218:	learn: 0.2369958	total: 619ms	remaining: 2.21s
219:	learn: 0.2357362	total: 623ms	remaining: 2.21s
220:	learn: 0.2354247	total: 625ms	remaining: 2.2s
221:	learn: 0.2349282	total: 627ms	remaining: 2.2s
222:	learn: 0.2341645	total: 630ms	remaining: 2.19s
223:	learn: 0.2337299	total: 632ms	remaining: 2.19s
224:	learn: 0.2334691	total: 634ms	remaining: 2.18s
225:	learn: 0.2325799	total: 636ms	remaining: 2.18s
226:	learn: 0.2321003	total: 639ms	remaining: 2.17s
227:	learn: 0.2317849	total: 641ms	remaining: 2.17s
228:	learn: 0.2315620	total: 643ms	remaining: 2.17s
229:	learn: 0.2311555	total: 645ms	remaining: 2.16s
230:	learn: 0.2306443	total: 648ms	remaining: 2.16s
231:	learn: 0.2297983	total: 650ms	remaining: 2.15s
232:	learn: 0.2286894	total: 653ms	remaining: 2.15s
233:	learn: 0.2284786	total: 655ms	remaining: 2.15s
234:	learn: 0.2279132	total: 658ms	remaining: 2.14s
235:	learn: 0.2268671	total: 660ms	remaining: 2.14s
236:	learn: 0.2256276	total: 662ms	remaining: 2.13s
237:	learn: 0.2254105	total: 665ms	remaining: 2.13s
238:	learn: 0.2244594	total: 668ms	remaining: 2.13s
239:	learn: 0.2236480	total: 670ms	remaining: 2.12s
240:	learn: 0.2227155	total: 672ms	remaining: 2.12s
241:	learn: 0.2219431	total: 674ms	remaining: 2.11s
242:	learn: 0.2216899	total: 677ms	remaining: 2.11s
243:	learn: 0.2214073	total: 679ms	remaining: 2.1s
244:	learn: 0.2210189	total: 682ms	remaining: 2.1s
245:	learn: 0.2208025	total: 684ms	remaining: 2.1s
246:	learn: 0.2205941	total: 686ms	remaining: 2.09s
247:	learn: 0.2196636	total: 688ms	remaining: 2.09s
248:	learn: 0.2185109	total: 691ms	remaining: 2.08s
249:	learn: 0.2182608	total: 693ms	remaining: 2.08s
250:	learn: 0.2180723	total: 696ms	remaining: 2.08s
251:	learn: 0.2178993	total: 697ms	remaining: 2.07s
252:	learn: 0.2170636	total: 700ms	remaining: 2.06s
253:	learn: 0.2158138	total: 702ms	remaining: 2.06s
254:	learn: 0.2148009	total: 704ms	remaining: 2.06s
255:	learn: 0.2146242	total: 707ms	remaining: 2.05s
256:	learn: 0.2138753	total: 710ms	remaining: 2.05s
257:	learn: 0.2128931	total: 713ms	remaining: 2.05s
258:	learn: 0.2125991	total: 715ms	remaining: 2.04s
259:	learn: 0.2113392	total: 717ms	remaining: 2.04s
260:	learn: 0.2106983	total: 719ms	remaining: 2.04s
261:	learn: 0.2098837	total: 721ms	remaining: 2.03s
262:	learn: 0.2096764	total: 724ms	remaining: 2.03s
263:	learn: 0.2094624	total: 727ms	remaining: 2.02s
264:	learn: 0.2088572	total: 729ms	remaining: 2.02s
265:	learn: 0.2079959	total: 732ms	remaining: 2.02s
266:	learn: 0.2077239	total: 735ms	remaining: 2.02s
267:	learn: 0.2068923	total: 738ms	remaining: 2.01s
268:	learn: 0.2063401	total: 740ms	remaining: 2.01s
269:	learn: 0.2060092	total: 742ms	remaining: 2.01s
270:	learn: 0.2058485	total: 745ms	remaining: 2s
271:	learn: 0.2050259	total: 747ms	remaining: 2s
272:	learn: 0.2048351	total: 749ms	remaining: 2s
273:	learn: 0.2041042	total: 752ms	remaining: 1.99s
274:	learn: 0.2030698	total: 755ms	remaining: 1.99s
275:	learn: 0.2028204	total: 757ms	remaining: 1.99s
276:	learn: 0.2026614	total: 759ms	remaining: 1.98s
277:	learn: 0.2024740	total: 761ms	remaining: 1.98s
278:	learn: 0.2023138	total: 764ms	remaining: 1.97s
279:	learn: 0.2021523	total: 767ms	remaining: 1.97s
280:	learn: 0.2009812	total: 769ms	remaining: 1.97s
281:	learn: 0.2006526	total: 770ms	remaining: 1.96s
282:	learn: 0.2004932	total: 773ms	remaining: 1.96s
283:	learn: 0.2003499	total: 775ms	remaining: 1.95s
284:	learn: 0.2002096	total: 777ms	remaining: 1.95s
285:	learn: 0.2000286	total: 779ms	remaining: 1.95s
286:	learn: 0.1999018	total: 781ms	remaining: 1.94s
287:	learn: 0.1997620	total: 784ms	remaining: 1.94s
288:	learn: 0.1994461	total: 785ms	remaining: 1.93s
289:	learn: 0.1992884	total: 787ms	remaining: 1.93s
290:	learn: 0.1991418	total: 790ms	remaining: 1.92s
291:	learn: 0.1990198	total: 793ms	remaining: 1.92s
292:	learn: 0.1988878	total: 796ms	remaining: 1.92s
293:	learn: 0.1987526	total: 798ms	remaining: 1.92s
294:	learn: 0.1986424	total: 800ms	remaining: 1.91s
295:	learn: 0.1979086	total: 802ms	remaining: 1.91s
296:	learn: 0.1977926	total: 804ms	remaining: 1.9s
297:	learn: 0.1976591	total: 807ms	remaining: 1.9s
298:	learn: 0.1975211	total: 810ms	remaining: 1.9s
299:	learn: 0.1973643	total: 812ms	remaining: 1.89s
300:	learn: 0.1961720	total: 814ms	remaining: 1.89s
301:	learn: 0.1960238	total: 817ms	remaining: 1.89s
302:	learn: 0.1947869	total: 819ms	remaining: 1.88s
303:	learn: 0.1945045	total: 820ms	remaining: 1.88s
304:	learn: 0.1939472	total: 822ms	remaining: 1.87s
305:	learn: 0.1931704	total: 825ms	remaining: 1.87s
306:	learn: 0.1926068	total: 827ms	remaining: 1.87s
307:	learn: 0.1920108	total: 830ms	remaining: 1.86s
308:	learn: 0.1917175	total: 832ms	remaining: 1.86s
309:	learn: 0.1913350	total: 834ms	remaining: 1.86s
310:	learn: 0.1903173	total: 837ms	remaining: 1.85s
311:	learn: 0.1889528	total: 840ms	remaining: 1.85s
312:	learn: 0.1884580	total: 842ms	remaining: 1.85s
313:	learn: 0.1883313	total: 844ms	remaining: 1.84s
314:	learn: 0.1877397	total: 847ms	remaining: 1.84s
315:	learn: 0.1876072	total: 849ms	remaining: 1.84s
316:	learn: 0.1873994	total: 852ms	remaining: 1.83s
317:	learn: 0.1869123	total: 854ms	remaining: 1.83s
318:	learn: 0.1862991	total: 857ms	remaining: 1.83s
319:	learn: 0.1861855	total: 859ms	remaining: 1.82s
320:	learn: 0.1853900	total: 861ms	remaining: 1.82s
321:	learn: 0.1852653	total: 863ms	remaining: 1.82s
322:	learn: 0.1849517	total: 867ms	remaining: 1.82s
323:	learn: 0.1838589	total: 869ms	remaining: 1.81s
324:	learn: 0.1833879	total: 871ms	remaining: 1.81s
325:	learn: 0.1832745	total: 873ms	remaining: 1.8s
326:	learn: 0.1827081	total: 875ms	remaining: 1.8s
327:	learn: 0.1818284	total: 877ms	remaining: 1.8s
328:	learn: 0.1814159	total: 881ms	remaining: 1.8s
329:	learn: 0.1808750	total: 884ms	remaining: 1.79s
330:	learn: 0.1805466	total: 886ms	remaining: 1.79s
331:	learn: 0.1795848	total: 888ms	remaining: 1.79s
332:	learn: 0.1792415	total: 890ms	remaining: 1.78s
333:	learn: 0.1790164	total: 893ms	remaining: 1.78s
334:	learn: 0.1783524	total: 896ms	remaining: 1.78s
335:	learn: 0.1779838	total: 898ms	remaining: 1.77s
336:	learn: 0.1770565	total: 901ms	remaining: 1.77s
337:	learn: 0.1762497	total: 903ms	remaining: 1.77s
338:	learn: 0.1758833	total: 905ms	remaining: 1.76s
339:	learn: 0.1749835	total: 907ms	remaining: 1.76s
340:	learn: 0.1743550	total: 910ms	remaining: 1.76s
341:	learn: 0.1742160	total: 912ms	remaining: 1.75s
342:	learn: 0.1741146	total: 915ms	remaining: 1.75s
343:	learn: 0.1734028	total: 918ms	remaining: 1.75s
344:	learn: 0.1726772	total: 921ms	remaining: 1.75s
345:	learn: 0.1717740	total: 924ms	remaining: 1.75s
346:	learn: 0.1711363	total: 926ms	remaining: 1.74s
347:	learn: 0.1709395	total: 928ms	remaining: 1.74s
348:	learn: 0.1702876	total: 931ms	remaining: 1.74s
349:	learn: 0.1696635	total: 933ms	remaining: 1.73s
350:	learn: 0.1689538	total: 936ms	remaining: 1.73s
351:	learn: 0.1684011	total: 938ms	remaining: 1.73s
352:	learn: 0.1676762	total: 941ms	remaining: 1.73s
353:	learn: 0.1668569	total: 944ms	remaining: 1.72s
354:	learn: 0.1665093	total: 947ms	remaining: 1.72s
355:	learn: 0.1658216	total: 949ms	remaining: 1.72s
356:	learn: 0.1652172	total: 952ms	remaining: 1.71s
357:	learn: 0.1651230	total: 954ms	remaining: 1.71s
358:	learn: 0.1642582	total: 957ms	remaining: 1.71s
359:	learn: 0.1640537	total: 959ms	remaining: 1.71s
360:	learn: 0.1638081	total: 961ms	remaining: 1.7s
361:	learn: 0.1635112	total: 964ms	remaining: 1.7s
362:	learn: 0.1627048	total: 967ms	remaining: 1.7s
363:	learn: 0.1622283	total: 970ms	remaining: 1.69s
364:	learn: 0.1614356	total: 973ms	remaining: 1.69s
365:	learn: 0.1608269	total: 975ms	remaining: 1.69s
366:	learn: 0.1601586	total: 978ms	remaining: 1.69s
367:	learn: 0.1593091	total: 981ms	remaining: 1.68s
368:	learn: 0.1585311	total: 983ms	remaining: 1.68s
369:	learn: 0.1580770	total: 986ms	remaining: 1.68s
370:	learn: 0.1575137	total: 988ms	remaining: 1.68s
371:	learn: 0.1569277	total: 991ms	remaining: 1.67s
372:	learn: 0.1563607	total: 993ms	remaining: 1.67s
373:	learn: 0.1559448	total: 996ms	remaining: 1.67s
374:	learn: 0.1558138	total: 999ms	remaining: 1.66s
375:	learn: 0.1550609	total: 1s	remaining: 1.66s
376:	learn: 0.1548110	total: 1s	remaining: 1.66s
377:	learn: 0.1540116	total: 1.01s	remaining: 1.66s
378:	learn: 0.1539098	total: 1.01s	remaining: 1.65s
379:	learn: 0.1533584	total: 1.01s	remaining: 1.65s
380:	learn: 0.1529040	total: 1.01s	remaining: 1.65s
381:	learn: 0.1524296	total: 1.02s	remaining: 1.65s
382:	learn: 0.1521382	total: 1.02s	remaining: 1.64s
383:	learn: 0.1517575	total: 1.02s	remaining: 1.64s
384:	learn: 0.1511841	total: 1.02s	remaining: 1.64s
385:	learn: 0.1504564	total: 1.03s	remaining: 1.63s
386:	learn: 0.1498133	total: 1.03s	remaining: 1.63s
387:	learn: 0.1490841	total: 1.03s	remaining: 1.63s
388:	learn: 0.1483732	total: 1.03s	remaining: 1.63s
389:	learn: 0.1476518	total: 1.04s	remaining: 1.63s
390:	learn: 0.1470605	total: 1.04s	remaining: 1.62s
391:	learn: 0.1468856	total: 1.04s	remaining: 1.62s
392:	learn: 0.1463338	total: 1.05s	remaining: 1.62s
393:	learn: 0.1453716	total: 1.05s	remaining: 1.61s
394:	learn: 0.1445857	total: 1.05s	remaining: 1.61s
395:	learn: 0.1440621	total: 1.05s	remaining: 1.61s
396:	learn: 0.1436448	total: 1.06s	remaining: 1.61s
397:	learn: 0.1433483	total: 1.06s	remaining: 1.6s
398:	learn: 0.1425709	total: 1.06s	remaining: 1.6s
399:	learn: 0.1420267	total: 1.06s	remaining: 1.6s
400:	learn: 0.1415505	total: 1.07s	remaining: 1.59s
401:	learn: 0.1409301	total: 1.07s	remaining: 1.59s
402:	learn: 0.1400996	total: 1.07s	remaining: 1.59s
403:	learn: 0.1394963	total: 1.07s	remaining: 1.59s
404:	learn: 0.1388287	total: 1.08s	remaining: 1.58s
405:	learn: 0.1383158	total: 1.08s	remaining: 1.58s
406:	learn: 0.1377824	total: 1.08s	remaining: 1.58s
407:	learn: 0.1369684	total: 1.09s	remaining: 1.58s
408:	learn: 0.1364915	total: 1.09s	remaining: 1.57s
409:	learn: 0.1363365	total: 1.09s	remaining: 1.57s
410:	learn: 0.1357073	total: 1.09s	remaining: 1.57s
411:	learn: 0.1353635	total: 1.1s	remaining: 1.57s
412:	learn: 0.1347889	total: 1.1s	remaining: 1.56s
413:	learn: 0.1345889	total: 1.1s	remaining: 1.56s
414:	learn: 0.1341945	total: 1.11s	remaining: 1.56s
415:	learn: 0.1334840	total: 1.11s	remaining: 1.56s
416:	learn: 0.1333175	total: 1.11s	remaining: 1.56s
417:	learn: 0.1325124	total: 1.11s	remaining: 1.55s
418:	learn: 0.1318538	total: 1.12s	remaining: 1.55s
419:	learn: 0.1317730	total: 1.12s	remaining: 1.55s
420:	learn: 0.1312989	total: 1.12s	remaining: 1.54s
421:	learn: 0.1306374	total: 1.13s	remaining: 1.54s
422:	learn: 0.1300601	total: 1.13s	remaining: 1.54s
423:	learn: 0.1296214	total: 1.13s	remaining: 1.53s
424:	learn: 0.1291819	total: 1.13s	remaining: 1.53s
425:	learn: 0.1287181	total: 1.13s	remaining: 1.53s
426:	learn: 0.1286226	total: 1.14s	remaining: 1.53s
427:	learn: 0.1279148	total: 1.14s	remaining: 1.52s
428:	learn: 0.1275011	total: 1.14s	remaining: 1.52s
429:	learn: 0.1271101	total: 1.15s	remaining: 1.52s
430:	learn: 0.1267955	total: 1.15s	remaining: 1.51s
431:	learn: 0.1263250	total: 1.15s	remaining: 1.51s
432:	learn: 0.1258460	total: 1.15s	remaining: 1.51s
433:	learn: 0.1254613	total: 1.16s	remaining: 1.51s
434:	learn: 0.1251225	total: 1.16s	remaining: 1.5s
435:	learn: 0.1246605	total: 1.16s	remaining: 1.5s
436:	learn: 0.1240890	total: 1.16s	remaining: 1.5s
437:	learn: 0.1237178	total: 1.16s	remaining: 1.49s
438:	learn: 0.1229612	total: 1.17s	remaining: 1.49s
439:	learn: 0.1226174	total: 1.17s	remaining: 1.49s
440:	learn: 0.1220476	total: 1.17s	remaining: 1.48s
441:	learn: 0.1214131	total: 1.17s	remaining: 1.48s
442:	learn: 0.1209207	total: 1.18s	remaining: 1.48s
443:	learn: 0.1206486	total: 1.18s	remaining: 1.48s
444:	learn: 0.1200563	total: 1.18s	remaining: 1.47s
445:	learn: 0.1199130	total: 1.18s	remaining: 1.47s
446:	learn: 0.1194439	total: 1.19s	remaining: 1.47s
447:	learn: 0.1193469	total: 1.19s	remaining: 1.46s
448:	learn: 0.1189111	total: 1.19s	remaining: 1.46s
449:	learn: 0.1186169	total: 1.19s	remaining: 1.46s
450:	learn: 0.1180787	total: 1.2s	remaining: 1.46s
451:	learn: 0.1179636	total: 1.2s	remaining: 1.45s
452:	learn: 0.1177681	total: 1.2s	remaining: 1.45s
453:	learn: 0.1174005	total: 1.2s	remaining: 1.45s
454:	learn: 0.1170797	total: 1.21s	remaining: 1.44s
455:	learn: 0.1166540	total: 1.21s	remaining: 1.44s
456:	learn: 0.1163536	total: 1.21s	remaining: 1.44s
457:	learn: 0.1162764	total: 1.21s	remaining: 1.44s
458:	learn: 0.1162077	total: 1.22s	remaining: 1.43s
459:	learn: 0.1156350	total: 1.22s	remaining: 1.43s
460:	learn: 0.1152911	total: 1.22s	remaining: 1.43s
461:	learn: 0.1152015	total: 1.23s	remaining: 1.43s
462:	learn: 0.1151426	total: 1.23s	remaining: 1.42s
463:	learn: 0.1146552	total: 1.23s	remaining: 1.42s
464:	learn: 0.1141756	total: 1.23s	remaining: 1.42s
465:	learn: 0.1136462	total: 1.24s	remaining: 1.42s
466:	learn: 0.1131394	total: 1.24s	remaining: 1.42s
467:	learn: 0.1125056	total: 1.24s	remaining: 1.41s
468:	learn: 0.1120015	total: 1.24s	remaining: 1.41s
469:	learn: 0.1116440	total: 1.25s	remaining: 1.41s
470:	learn: 0.1112241	total: 1.25s	remaining: 1.4s
471:	learn: 0.1107300	total: 1.25s	remaining: 1.4s
472:	learn: 0.1100448	total: 1.25s	remaining: 1.4s
473:	learn: 0.1097665	total: 1.26s	remaining: 1.39s
474:	learn: 0.1093659	total: 1.26s	remaining: 1.39s
475:	learn: 0.1088813	total: 1.26s	remaining: 1.39s
476:	learn: 0.1086491	total: 1.26s	remaining: 1.39s
477:	learn: 0.1083863	total: 1.27s	remaining: 1.38s
478:	learn: 0.1078553	total: 1.27s	remaining: 1.38s
479:	learn: 0.1077431	total: 1.27s	remaining: 1.38s
480:	learn: 0.1074124	total: 1.27s	remaining: 1.38s
481:	learn: 0.1068949	total: 1.28s	remaining: 1.37s
482:	learn: 0.1063794	total: 1.28s	remaining: 1.37s
483:	learn: 0.1062033	total: 1.28s	remaining: 1.37s
484:	learn: 0.1059035	total: 1.28s	remaining: 1.36s
485:	learn: 0.1053368	total: 1.29s	remaining: 1.36s
486:	learn: 0.1050087	total: 1.29s	remaining: 1.36s
487:	learn: 0.1046910	total: 1.29s	remaining: 1.35s
488:	learn: 0.1042465	total: 1.29s	remaining: 1.35s
489:	learn: 0.1040317	total: 1.3s	remaining: 1.35s
490:	learn: 0.1037059	total: 1.3s	remaining: 1.35s
491:	learn: 0.1032084	total: 1.3s	remaining: 1.34s
492:	learn: 0.1027400	total: 1.3s	remaining: 1.34s
493:	learn: 0.1024503	total: 1.31s	remaining: 1.34s
494:	learn: 0.1023852	total: 1.31s	remaining: 1.33s
495:	learn: 0.1021006	total: 1.31s	remaining: 1.33s
496:	learn: 0.1017920	total: 1.31s	remaining: 1.33s
497:	learn: 0.1014035	total: 1.32s	remaining: 1.33s
498:	learn: 0.1009287	total: 1.32s	remaining: 1.33s
499:	learn: 0.1008415	total: 1.32s	remaining: 1.32s
500:	learn: 0.1003636	total: 1.33s	remaining: 1.32s
501:	learn: 0.1000358	total: 1.33s	remaining: 1.32s
502:	learn: 0.0996488	total: 1.33s	remaining: 1.32s
503:	learn: 0.0992442	total: 1.34s	remaining: 1.31s
504:	learn: 0.0988964	total: 1.34s	remaining: 1.31s
505:	learn: 0.0985222	total: 1.34s	remaining: 1.31s
506:	learn: 0.0984731	total: 1.34s	remaining: 1.31s
507:	learn: 0.0980973	total: 1.35s	remaining: 1.3s
508:	learn: 0.0977787	total: 1.35s	remaining: 1.3s
509:	learn: 0.0977165	total: 1.35s	remaining: 1.3s
510:	learn: 0.0975491	total: 1.35s	remaining: 1.3s
511:	learn: 0.0974680	total: 1.36s	remaining: 1.29s
512:	learn: 0.0974155	total: 1.36s	remaining: 1.29s
513:	learn: 0.0973118	total: 1.36s	remaining: 1.29s
514:	learn: 0.0969618	total: 1.36s	remaining: 1.28s
515:	learn: 0.0965869	total: 1.37s	remaining: 1.28s
516:	learn: 0.0962466	total: 1.37s	remaining: 1.28s
517:	learn: 0.0958709	total: 1.37s	remaining: 1.27s
518:	learn: 0.0956032	total: 1.37s	remaining: 1.27s
519:	learn: 0.0952895	total: 1.38s	remaining: 1.27s
520:	learn: 0.0951299	total: 1.38s	remaining: 1.27s
521:	learn: 0.0946652	total: 1.38s	remaining: 1.27s
522:	learn: 0.0943378	total: 1.39s	remaining: 1.27s
523:	learn: 0.0939149	total: 1.39s	remaining: 1.27s
524:	learn: 0.0938208	total: 1.4s	remaining: 1.26s
525:	learn: 0.0936401	total: 1.4s	remaining: 1.26s
526:	learn: 0.0933912	total: 1.4s	remaining: 1.26s
527:	learn: 0.0931572	total: 1.41s	remaining: 1.26s
528:	learn: 0.0931120	total: 1.41s	remaining: 1.25s
529:	learn: 0.0927953	total: 1.41s	remaining: 1.25s
530:	learn: 0.0926338	total: 1.41s	remaining: 1.25s
531:	learn: 0.0922420	total: 1.42s	remaining: 1.24s
532:	learn: 0.0919649	total: 1.42s	remaining: 1.24s
533:	learn: 0.0917044	total: 1.42s	remaining: 1.24s
534:	learn: 0.0913908	total: 1.42s	remaining: 1.24s
535:	learn: 0.0910193	total: 1.43s	remaining: 1.24s
536:	learn: 0.0907868	total: 1.43s	remaining: 1.23s
537:	learn: 0.0904903	total: 1.44s	remaining: 1.23s
538:	learn: 0.0901001	total: 1.44s	remaining: 1.23s
539:	learn: 0.0896821	total: 1.44s	remaining: 1.23s
540:	learn: 0.0894275	total: 1.45s	remaining: 1.23s
541:	learn: 0.0893630	total: 1.45s	remaining: 1.23s
542:	learn: 0.0889464	total: 1.46s	remaining: 1.23s
543:	learn: 0.0886780	total: 1.46s	remaining: 1.22s
544:	learn: 0.0885413	total: 1.46s	remaining: 1.22s
545:	learn: 0.0880847	total: 1.47s	remaining: 1.22s
546:	learn: 0.0878719	total: 1.47s	remaining: 1.22s
547:	learn: 0.0876637	total: 1.47s	remaining: 1.21s
548:	learn: 0.0874661	total: 1.48s	remaining: 1.21s
549:	learn: 0.0871616	total: 1.48s	remaining: 1.21s
550:	learn: 0.0869203	total: 1.48s	remaining: 1.21s
551:	learn: 0.0866520	total: 1.49s	remaining: 1.21s
552:	learn: 0.0862785	total: 1.49s	remaining: 1.2s
553:	learn: 0.0861949	total: 1.49s	remaining: 1.2s
554:	learn: 0.0858344	total: 1.5s	remaining: 1.2s
555:	learn: 0.0854161	total: 1.5s	remaining: 1.2s
556:	learn: 0.0852634	total: 1.5s	remaining: 1.2s
557:	learn: 0.0850467	total: 1.51s	remaining: 1.19s
558:	learn: 0.0849093	total: 1.51s	remaining: 1.19s
559:	learn: 0.0844913	total: 1.51s	remaining: 1.19s
560:	learn: 0.0841635	total: 1.52s	remaining: 1.19s
561:	learn: 0.0837870	total: 1.52s	remaining: 1.18s
562:	learn: 0.0834250	total: 1.52s	remaining: 1.18s
563:	learn: 0.0831392	total: 1.52s	remaining: 1.18s
564:	learn: 0.0829524	total: 1.53s	remaining: 1.18s
565:	learn: 0.0827150	total: 1.53s	remaining: 1.17s
566:	learn: 0.0825003	total: 1.53s	remaining: 1.17s
567:	learn: 0.0822011	total: 1.54s	remaining: 1.17s
568:	learn: 0.0818547	total: 1.55s	remaining: 1.17s
569:	learn: 0.0815692	total: 1.55s	remaining: 1.17s
570:	learn: 0.0812629	total: 1.56s	remaining: 1.17s
571:	learn: 0.0809762	total: 1.56s	remaining: 1.17s
572:	learn: 0.0806821	total: 1.56s	remaining: 1.17s
573:	learn: 0.0805571	total: 1.57s	remaining: 1.16s
574:	learn: 0.0803143	total: 1.57s	remaining: 1.16s
575:	learn: 0.0800217	total: 1.57s	remaining: 1.16s
576:	learn: 0.0797708	total: 1.58s	remaining: 1.16s
577:	learn: 0.0794777	total: 1.58s	remaining: 1.15s
578:	learn: 0.0792540	total: 1.58s	remaining: 1.15s
579:	learn: 0.0788458	total: 1.59s	remaining: 1.15s
580:	learn: 0.0784208	total: 1.59s	remaining: 1.15s
581:	learn: 0.0781591	total: 1.59s	remaining: 1.14s
582:	learn: 0.0780751	total: 1.6s	remaining: 1.14s
583:	learn: 0.0777949	total: 1.6s	remaining: 1.14s
584:	learn: 0.0775216	total: 1.6s	remaining: 1.14s
585:	learn: 0.0772201	total: 1.61s	remaining: 1.13s
586:	learn: 0.0769972	total: 1.61s	remaining: 1.13s
587:	learn: 0.0769326	total: 1.61s	remaining: 1.13s
588:	learn: 0.0765668	total: 1.61s	remaining: 1.13s
589:	learn: 0.0762991	total: 1.62s	remaining: 1.12s
590:	learn: 0.0759215	total: 1.62s	remaining: 1.12s
591:	learn: 0.0756836	total: 1.62s	remaining: 1.12s
592:	learn: 0.0755669	total: 1.63s	remaining: 1.12s
593:	learn: 0.0753580	total: 1.63s	remaining: 1.11s
594:	learn: 0.0750530	total: 1.63s	remaining: 1.11s
595:	learn: 0.0747964	total: 1.64s	remaining: 1.11s
596:	learn: 0.0744189	total: 1.64s	remaining: 1.11s
597:	learn: 0.0741285	total: 1.64s	remaining: 1.1s
598:	learn: 0.0738991	total: 1.65s	remaining: 1.1s
599:	learn: 0.0737650	total: 1.65s	remaining: 1.1s
600:	learn: 0.0734558	total: 1.65s	remaining: 1.1s
601:	learn: 0.0731083	total: 1.66s	remaining: 1.09s
602:	learn: 0.0727747	total: 1.66s	remaining: 1.09s
603:	learn: 0.0725779	total: 1.66s	remaining: 1.09s
604:	learn: 0.0724961	total: 1.66s	remaining: 1.09s
605:	learn: 0.0723161	total: 1.67s	remaining: 1.08s
606:	learn: 0.0720186	total: 1.67s	remaining: 1.08s
607:	learn: 0.0717813	total: 1.67s	remaining: 1.08s
608:	learn: 0.0714894	total: 1.68s	remaining: 1.08s
609:	learn: 0.0714013	total: 1.68s	remaining: 1.07s
610:	learn: 0.0712012	total: 1.68s	remaining: 1.07s
611:	learn: 0.0709919	total: 1.69s	remaining: 1.07s
612:	learn: 0.0705766	total: 1.69s	remaining: 1.07s
613:	learn: 0.0702595	total: 1.69s	remaining: 1.06s
614:	learn: 0.0699986	total: 1.7s	remaining: 1.06s
615:	learn: 0.0696269	total: 1.7s	remaining: 1.06s
616:	learn: 0.0693229	total: 1.71s	remaining: 1.06s
617:	learn: 0.0689687	total: 1.71s	remaining: 1.06s
618:	learn: 0.0687601	total: 1.71s	remaining: 1.05s
619:	learn: 0.0685457	total: 1.71s	remaining: 1.05s
620:	learn: 0.0683551	total: 1.72s	remaining: 1.05s
621:	learn: 0.0681695	total: 1.72s	remaining: 1.04s
622:	learn: 0.0678243	total: 1.72s	remaining: 1.04s
623:	learn: 0.0676273	total: 1.72s	remaining: 1.04s
624:	learn: 0.0674933	total: 1.73s	remaining: 1.03s
625:	learn: 0.0671906	total: 1.73s	remaining: 1.03s
626:	learn: 0.0670220	total: 1.73s	remaining: 1.03s
627:	learn: 0.0668733	total: 1.73s	remaining: 1.03s
628:	learn: 0.0667315	total: 1.74s	remaining: 1.02s
629:	learn: 0.0665470	total: 1.74s	remaining: 1.02s
630:	learn: 0.0664869	total: 1.74s	remaining: 1.02s
631:	learn: 0.0663197	total: 1.74s	remaining: 1.01s
632:	learn: 0.0660459	total: 1.74s	remaining: 1.01s
633:	learn: 0.0657927	total: 1.75s	remaining: 1.01s
634:	learn: 0.0656958	total: 1.75s	remaining: 1s
635:	learn: 0.0655334	total: 1.75s	remaining: 1s
636:	learn: 0.0652870	total: 1.75s	remaining: 999ms
637:	learn: 0.0650359	total: 1.75s	remaining: 996ms
638:	learn: 0.0648313	total: 1.76s	remaining: 993ms
639:	learn: 0.0646419	total: 1.76s	remaining: 990ms
640:	learn: 0.0644881	total: 1.76s	remaining: 987ms
641:	learn: 0.0642038	total: 1.76s	remaining: 984ms
642:	learn: 0.0640513	total: 1.77s	remaining: 982ms
643:	learn: 0.0637548	total: 1.77s	remaining: 978ms
644:	learn: 0.0634836	total: 1.77s	remaining: 976ms
645:	learn: 0.0632240	total: 1.77s	remaining: 973ms
646:	learn: 0.0630805	total: 1.78s	remaining: 970ms
647:	learn: 0.0629820	total: 1.78s	remaining: 967ms
648:	learn: 0.0626811	total: 1.78s	remaining: 963ms
649:	learn: 0.0624386	total: 1.78s	remaining: 961ms
650:	learn: 0.0620978	total: 1.79s	remaining: 959ms
651:	learn: 0.0617521	total: 1.79s	remaining: 956ms
652:	learn: 0.0616285	total: 1.79s	remaining: 953ms
653:	learn: 0.0614465	total: 1.79s	remaining: 950ms
654:	learn: 0.0612682	total: 1.8s	remaining: 946ms
655:	learn: 0.0609933	total: 1.8s	remaining: 943ms
656:	learn: 0.0608180	total: 1.8s	remaining: 941ms
657:	learn: 0.0606233	total: 1.8s	remaining: 938ms
658:	learn: 0.0604986	total: 1.81s	remaining: 935ms
659:	learn: 0.0603990	total: 1.81s	remaining: 932ms
660:	learn: 0.0603253	total: 1.81s	remaining: 929ms
661:	learn: 0.0602555	total: 1.81s	remaining: 926ms
662:	learn: 0.0599500	total: 1.82s	remaining: 924ms
663:	learn: 0.0597886	total: 1.82s	remaining: 920ms
664:	learn: 0.0595485	total: 1.82s	remaining: 917ms
665:	learn: 0.0594832	total: 1.82s	remaining: 914ms
666:	learn: 0.0592799	total: 1.82s	remaining: 911ms
667:	learn: 0.0590879	total: 1.83s	remaining: 909ms
668:	learn: 0.0588361	total: 1.83s	remaining: 906ms
669:	learn: 0.0587607	total: 1.83s	remaining: 903ms
670:	learn: 0.0586413	total: 1.84s	remaining: 900ms
671:	learn: 0.0584172	total: 1.84s	remaining: 897ms
672:	learn: 0.0582516	total: 1.84s	remaining: 894ms
673:	learn: 0.0580288	total: 1.84s	remaining: 891ms
674:	learn: 0.0579899	total: 1.84s	remaining: 889ms
675:	learn: 0.0578055	total: 1.85s	remaining: 886ms
676:	learn: 0.0577260	total: 1.85s	remaining: 883ms
677:	learn: 0.0575391	total: 1.85s	remaining: 880ms
678:	learn: 0.0573425	total: 1.85s	remaining: 877ms
679:	learn: 0.0571648	total: 1.86s	remaining: 874ms
680:	learn: 0.0570641	total: 1.86s	remaining: 872ms
681:	learn: 0.0568993	total: 1.86s	remaining: 869ms
682:	learn: 0.0567877	total: 1.86s	remaining: 866ms
683:	learn: 0.0565330	total: 1.87s	remaining: 863ms
684:	learn: 0.0563864	total: 1.87s	remaining: 860ms
685:	learn: 0.0562141	total: 1.87s	remaining: 857ms
686:	learn: 0.0559714	total: 1.88s	remaining: 854ms
687:	learn: 0.0556815	total: 1.88s	remaining: 852ms
688:	learn: 0.0554809	total: 1.88s	remaining: 849ms
689:	learn: 0.0552566	total: 1.88s	remaining: 846ms
690:	learn: 0.0551109	total: 1.88s	remaining: 843ms
691:	learn: 0.0550258	total: 1.89s	remaining: 839ms
692:	learn: 0.0548835	total: 1.89s	remaining: 837ms
693:	learn: 0.0547236	total: 1.89s	remaining: 834ms
694:	learn: 0.0545718	total: 1.89s	remaining: 831ms
695:	learn: 0.0544763	total: 1.9s	remaining: 828ms
696:	learn: 0.0544207	total: 1.9s	remaining: 825ms
697:	learn: 0.0542670	total: 1.9s	remaining: 822ms
698:	learn: 0.0540782	total: 1.9s	remaining: 819ms
699:	learn: 0.0539727	total: 1.9s	remaining: 816ms
700:	learn: 0.0539057	total: 1.91s	remaining: 813ms
701:	learn: 0.0535719	total: 1.91s	remaining: 810ms
702:	learn: 0.0535367	total: 1.91s	remaining: 808ms
703:	learn: 0.0534498	total: 1.92s	remaining: 809ms
704:	learn: 0.0532202	total: 1.96s	remaining: 818ms
705:	learn: 0.0531204	total: 1.96s	remaining: 817ms
706:	learn: 0.0530528	total: 1.97s	remaining: 816ms
707:	learn: 0.0529297	total: 1.98s	remaining: 815ms
708:	learn: 0.0528733	total: 1.98s	remaining: 813ms
709:	learn: 0.0526322	total: 1.99s	remaining: 812ms
710:	learn: 0.0524840	total: 1.99s	remaining: 810ms
711:	learn: 0.0522709	total: 1.99s	remaining: 807ms
712:	learn: 0.0521638	total: 2s	remaining: 804ms
713:	learn: 0.0520013	total: 2s	remaining: 802ms
714:	learn: 0.0518453	total: 2s	remaining: 799ms
715:	learn: 0.0517200	total: 2.01s	remaining: 796ms
716:	learn: 0.0516140	total: 2.01s	remaining: 793ms
717:	learn: 0.0514144	total: 2.01s	remaining: 790ms
718:	learn: 0.0513777	total: 2.02s	remaining: 788ms
719:	learn: 0.0512292	total: 2.02s	remaining: 785ms
720:	learn: 0.0511447	total: 2.02s	remaining: 782ms
721:	learn: 0.0509981	total: 2.02s	remaining: 779ms
722:	learn: 0.0507682	total: 2.03s	remaining: 777ms
723:	learn: 0.0506538	total: 2.03s	remaining: 774ms
724:	learn: 0.0505280	total: 2.03s	remaining: 771ms
725:	learn: 0.0503618	total: 2.04s	remaining: 768ms
726:	learn: 0.0502775	total: 2.04s	remaining: 766ms
727:	learn: 0.0501089	total: 2.04s	remaining: 764ms
728:	learn: 0.0499965	total: 2.05s	remaining: 761ms
729:	learn: 0.0498161	total: 2.05s	remaining: 758ms
730:	learn: 0.0497585	total: 2.05s	remaining: 755ms
731:	learn: 0.0495366	total: 2.06s	remaining: 752ms
732:	learn: 0.0494957	total: 2.06s	remaining: 750ms
733:	learn: 0.0493132	total: 2.06s	remaining: 747ms
734:	learn: 0.0490636	total: 2.06s	remaining: 744ms
735:	learn: 0.0490102	total: 2.06s	remaining: 741ms
736:	learn: 0.0487849	total: 2.07s	remaining: 739ms
737:	learn: 0.0486334	total: 2.07s	remaining: 736ms
738:	learn: 0.0484850	total: 2.07s	remaining: 733ms
739:	learn: 0.0483178	total: 2.08s	remaining: 730ms
740:	learn: 0.0481450	total: 2.08s	remaining: 727ms
741:	learn: 0.0479681	total: 2.08s	remaining: 724ms
742:	learn: 0.0477864	total: 2.08s	remaining: 721ms
743:	learn: 0.0475823	total: 2.09s	remaining: 718ms
744:	learn: 0.0475287	total: 2.09s	remaining: 715ms
745:	learn: 0.0473479	total: 2.09s	remaining: 712ms
746:	learn: 0.0472676	total: 2.09s	remaining: 709ms
747:	learn: 0.0470479	total: 2.1s	remaining: 707ms
748:	learn: 0.0468047	total: 2.1s	remaining: 704ms
749:	learn: 0.0466592	total: 2.1s	remaining: 701ms
750:	learn: 0.0464890	total: 2.1s	remaining: 698ms
751:	learn: 0.0462786	total: 2.11s	remaining: 696ms
752:	learn: 0.0460486	total: 2.11s	remaining: 693ms
753:	learn: 0.0460176	total: 2.11s	remaining: 690ms
754:	learn: 0.0459529	total: 2.12s	remaining: 687ms
755:	learn: 0.0457280	total: 2.12s	remaining: 684ms
756:	learn: 0.0456602	total: 2.12s	remaining: 682ms
757:	learn: 0.0456176	total: 2.13s	remaining: 679ms
758:	learn: 0.0455234	total: 2.13s	remaining: 676ms
759:	learn: 0.0453843	total: 2.13s	remaining: 673ms
760:	learn: 0.0452014	total: 2.13s	remaining: 670ms
761:	learn: 0.0450962	total: 2.14s	remaining: 667ms
762:	learn: 0.0449656	total: 2.14s	remaining: 665ms
763:	learn: 0.0447733	total: 2.14s	remaining: 662ms
764:	learn: 0.0446732	total: 2.14s	remaining: 659ms
765:	learn: 0.0444351	total: 2.15s	remaining: 656ms
766:	learn: 0.0443254	total: 2.15s	remaining: 653ms
767:	learn: 0.0442113	total: 2.15s	remaining: 650ms
768:	learn: 0.0441701	total: 2.15s	remaining: 647ms
769:	learn: 0.0441264	total: 2.16s	remaining: 645ms
770:	learn: 0.0440089	total: 2.16s	remaining: 642ms
771:	learn: 0.0438547	total: 2.16s	remaining: 639ms
772:	learn: 0.0436580	total: 2.16s	remaining: 636ms
773:	learn: 0.0435632	total: 2.17s	remaining: 633ms
774:	learn: 0.0433901	total: 2.17s	remaining: 630ms
775:	learn: 0.0432639	total: 2.17s	remaining: 627ms
776:	learn: 0.0431315	total: 2.17s	remaining: 624ms
777:	learn: 0.0429748	total: 2.18s	remaining: 621ms
778:	learn: 0.0428530	total: 2.18s	remaining: 619ms
779:	learn: 0.0426914	total: 2.18s	remaining: 616ms
780:	learn: 0.0424485	total: 2.19s	remaining: 613ms
781:	learn: 0.0422838	total: 2.19s	remaining: 610ms
782:	learn: 0.0420701	total: 2.19s	remaining: 607ms
783:	learn: 0.0419204	total: 2.19s	remaining: 604ms
784:	learn: 0.0417658	total: 2.2s	remaining: 602ms
785:	learn: 0.0416545	total: 2.2s	remaining: 599ms
786:	learn: 0.0415409	total: 2.2s	remaining: 596ms
787:	learn: 0.0413812	total: 2.2s	remaining: 593ms
788:	learn: 0.0412767	total: 2.21s	remaining: 590ms
789:	learn: 0.0411473	total: 2.21s	remaining: 587ms
790:	learn: 0.0410383	total: 2.21s	remaining: 585ms
791:	learn: 0.0409625	total: 2.21s	remaining: 582ms
792:	learn: 0.0407701	total: 2.22s	remaining: 579ms
793:	learn: 0.0407277	total: 2.22s	remaining: 576ms
794:	learn: 0.0406089	total: 2.22s	remaining: 573ms
795:	learn: 0.0404322	total: 2.22s	remaining: 570ms
796:	learn: 0.0403968	total: 2.23s	remaining: 567ms
797:	learn: 0.0403000	total: 2.23s	remaining: 564ms
798:	learn: 0.0402059	total: 2.23s	remaining: 561ms
799:	learn: 0.0400235	total: 2.23s	remaining: 558ms
800:	learn: 0.0399937	total: 2.23s	remaining: 555ms
801:	learn: 0.0399009	total: 2.24s	remaining: 553ms
802:	learn: 0.0398168	total: 2.24s	remaining: 550ms
803:	learn: 0.0396452	total: 2.24s	remaining: 547ms
804:	learn: 0.0394699	total: 2.24s	remaining: 544ms
805:	learn: 0.0394163	total: 2.25s	remaining: 541ms
806:	learn: 0.0393851	total: 2.25s	remaining: 538ms
807:	learn: 0.0392348	total: 2.25s	remaining: 535ms
808:	learn: 0.0391213	total: 2.25s	remaining: 532ms
809:	learn: 0.0389830	total: 2.25s	remaining: 529ms
810:	learn: 0.0388927	total: 2.26s	remaining: 526ms
811:	learn: 0.0388340	total: 2.26s	remaining: 523ms
812:	learn: 0.0386942	total: 2.26s	remaining: 520ms
813:	learn: 0.0385975	total: 2.26s	remaining: 518ms
814:	learn: 0.0384503	total: 2.27s	remaining: 515ms
815:	learn: 0.0382715	total: 2.27s	remaining: 512ms
816:	learn: 0.0381398	total: 2.27s	remaining: 509ms
817:	learn: 0.0380337	total: 2.27s	remaining: 506ms
818:	learn: 0.0380046	total: 2.27s	remaining: 503ms
819:	learn: 0.0379611	total: 2.28s	remaining: 500ms
820:	learn: 0.0378564	total: 2.28s	remaining: 497ms
821:	learn: 0.0376791	total: 2.28s	remaining: 494ms
822:	learn: 0.0376108	total: 2.28s	remaining: 491ms
823:	learn: 0.0375030	total: 2.29s	remaining: 488ms
824:	learn: 0.0373985	total: 2.29s	remaining: 485ms
825:	learn: 0.0373269	total: 2.29s	remaining: 483ms
826:	learn: 0.0372101	total: 2.29s	remaining: 480ms
827:	learn: 0.0371191	total: 2.3s	remaining: 477ms
828:	learn: 0.0370263	total: 2.3s	remaining: 474ms
829:	learn: 0.0368688	total: 2.3s	remaining: 471ms
830:	learn: 0.0367239	total: 2.3s	remaining: 469ms
831:	learn: 0.0365889	total: 2.31s	remaining: 466ms
832:	learn: 0.0364807	total: 2.31s	remaining: 463ms
833:	learn: 0.0364092	total: 2.31s	remaining: 460ms
834:	learn: 0.0363101	total: 2.31s	remaining: 457ms
835:	learn: 0.0362098	total: 2.32s	remaining: 454ms
836:	learn: 0.0361275	total: 2.32s	remaining: 451ms
837:	learn: 0.0360519	total: 2.32s	remaining: 449ms
838:	learn: 0.0359419	total: 2.32s	remaining: 446ms
839:	learn: 0.0358719	total: 2.33s	remaining: 443ms
840:	learn: 0.0358075	total: 2.33s	remaining: 440ms
841:	learn: 0.0356514	total: 2.33s	remaining: 437ms
842:	learn: 0.0355881	total: 2.33s	remaining: 434ms
843:	learn: 0.0355119	total: 2.33s	remaining: 432ms
844:	learn: 0.0354217	total: 2.34s	remaining: 429ms
845:	learn: 0.0353147	total: 2.34s	remaining: 426ms
846:	learn: 0.0352369	total: 2.34s	remaining: 423ms
847:	learn: 0.0351006	total: 2.34s	remaining: 420ms
848:	learn: 0.0350614	total: 2.35s	remaining: 417ms
849:	learn: 0.0350308	total: 2.35s	remaining: 415ms
850:	learn: 0.0349078	total: 2.35s	remaining: 412ms
851:	learn: 0.0348790	total: 2.35s	remaining: 409ms
852:	learn: 0.0348097	total: 2.36s	remaining: 406ms
853:	learn: 0.0346652	total: 2.36s	remaining: 403ms
854:	learn: 0.0345237	total: 2.36s	remaining: 401ms
855:	learn: 0.0343765	total: 2.36s	remaining: 398ms
856:	learn: 0.0342086	total: 2.37s	remaining: 395ms
857:	learn: 0.0340955	total: 2.37s	remaining: 392ms
858:	learn: 0.0339568	total: 2.37s	remaining: 389ms
859:	learn: 0.0338970	total: 2.37s	remaining: 386ms
860:	learn: 0.0337760	total: 2.38s	remaining: 384ms
861:	learn: 0.0336543	total: 2.38s	remaining: 381ms
862:	learn: 0.0335211	total: 2.38s	remaining: 378ms
863:	learn: 0.0334716	total: 2.38s	remaining: 375ms
864:	learn: 0.0333395	total: 2.38s	remaining: 372ms
865:	learn: 0.0332515	total: 2.39s	remaining: 369ms
866:	learn: 0.0331617	total: 2.39s	remaining: 367ms
867:	learn: 0.0330452	total: 2.39s	remaining: 364ms
868:	learn: 0.0329465	total: 2.39s	remaining: 361ms
869:	learn: 0.0328751	total: 2.4s	remaining: 358ms
870:	learn: 0.0327765	total: 2.4s	remaining: 355ms
871:	learn: 0.0327273	total: 2.4s	remaining: 353ms
872:	learn: 0.0326540	total: 2.4s	remaining: 350ms
873:	learn: 0.0325190	total: 2.41s	remaining: 347ms
874:	learn: 0.0324069	total: 2.41s	remaining: 344ms
875:	learn: 0.0322783	total: 2.41s	remaining: 341ms
876:	learn: 0.0321329	total: 2.41s	remaining: 339ms
877:	learn: 0.0320530	total: 2.42s	remaining: 336ms
878:	learn: 0.0319635	total: 2.42s	remaining: 333ms
879:	learn: 0.0318217	total: 2.42s	remaining: 330ms
880:	learn: 0.0316960	total: 2.42s	remaining: 327ms
881:	learn: 0.0316235	total: 2.42s	remaining: 325ms
882:	learn: 0.0315720	total: 2.43s	remaining: 322ms
883:	learn: 0.0315458	total: 2.43s	remaining: 319ms
884:	learn: 0.0314809	total: 2.43s	remaining: 316ms
885:	learn: 0.0314510	total: 2.44s	remaining: 313ms
886:	learn: 0.0314316	total: 2.44s	remaining: 311ms
887:	learn: 0.0313670	total: 2.44s	remaining: 308ms
888:	learn: 0.0312594	total: 2.44s	remaining: 305ms
889:	learn: 0.0311603	total: 2.44s	remaining: 302ms
890:	learn: 0.0310400	total: 2.44s	remaining: 299ms
891:	learn: 0.0309659	total: 2.45s	remaining: 296ms
892:	learn: 0.0308148	total: 2.45s	remaining: 294ms
893:	learn: 0.0307167	total: 2.45s	remaining: 291ms
894:	learn: 0.0305949	total: 2.45s	remaining: 288ms
895:	learn: 0.0305341	total: 2.46s	remaining: 285ms
896:	learn: 0.0304550	total: 2.46s	remaining: 282ms
897:	learn: 0.0303604	total: 2.46s	remaining: 280ms
898:	learn: 0.0303225	total: 2.46s	remaining: 277ms
899:	learn: 0.0301663	total: 2.47s	remaining: 274ms
900:	learn: 0.0301460	total: 2.47s	remaining: 271ms
901:	learn: 0.0301077	total: 2.47s	remaining: 268ms
902:	learn: 0.0299905	total: 2.47s	remaining: 266ms
903:	learn: 0.0298708	total: 2.47s	remaining: 263ms
904:	learn: 0.0297648	total: 2.48s	remaining: 260ms
905:	learn: 0.0297129	total: 2.48s	remaining: 257ms
906:	learn: 0.0296694	total: 2.48s	remaining: 254ms
907:	learn: 0.0296371	total: 2.48s	remaining: 252ms
908:	learn: 0.0296024	total: 2.48s	remaining: 249ms
909:	learn: 0.0295704	total: 2.49s	remaining: 246ms
910:	learn: 0.0295279	total: 2.49s	remaining: 243ms
911:	learn: 0.0294583	total: 2.49s	remaining: 240ms
912:	learn: 0.0294403	total: 2.49s	remaining: 238ms
913:	learn: 0.0293662	total: 2.5s	remaining: 235ms
914:	learn: 0.0292796	total: 2.5s	remaining: 232ms
915:	learn: 0.0291724	total: 2.5s	remaining: 229ms
916:	learn: 0.0290924	total: 2.5s	remaining: 226ms
917:	learn: 0.0290097	total: 2.5s	remaining: 224ms
918:	learn: 0.0289879	total: 2.51s	remaining: 221ms
919:	learn: 0.0288481	total: 2.51s	remaining: 218ms
920:	learn: 0.0287854	total: 2.51s	remaining: 215ms
921:	learn: 0.0286875	total: 2.51s	remaining: 213ms
922:	learn: 0.0285811	total: 2.52s	remaining: 210ms
923:	learn: 0.0285297	total: 2.52s	remaining: 207ms
924:	learn: 0.0285046	total: 2.52s	remaining: 204ms
925:	learn: 0.0284732	total: 2.52s	remaining: 202ms
926:	learn: 0.0283629	total: 2.53s	remaining: 199ms
927:	learn: 0.0282434	total: 2.53s	remaining: 196ms
928:	learn: 0.0282224	total: 2.53s	remaining: 193ms
929:	learn: 0.0281234	total: 2.53s	remaining: 191ms
930:	learn: 0.0280076	total: 2.53s	remaining: 188ms
931:	learn: 0.0279100	total: 2.54s	remaining: 185ms
932:	learn: 0.0278565	total: 2.54s	remaining: 182ms
933:	learn: 0.0278034	total: 2.54s	remaining: 180ms
934:	learn: 0.0276565	total: 2.54s	remaining: 177ms
935:	learn: 0.0275924	total: 2.54s	remaining: 174ms
936:	learn: 0.0275249	total: 2.55s	remaining: 171ms
937:	learn: 0.0274435	total: 2.55s	remaining: 169ms
938:	learn: 0.0273536	total: 2.55s	remaining: 166ms
939:	learn: 0.0273367	total: 2.55s	remaining: 163ms
940:	learn: 0.0272295	total: 2.56s	remaining: 160ms
941:	learn: 0.0271271	total: 2.56s	remaining: 158ms
942:	learn: 0.0270644	total: 2.56s	remaining: 155ms
943:	learn: 0.0270466	total: 2.56s	remaining: 152ms
944:	learn: 0.0269444	total: 2.57s	remaining: 149ms
945:	learn: 0.0268850	total: 2.57s	remaining: 147ms
946:	learn: 0.0267891	total: 2.57s	remaining: 144ms
947:	learn: 0.0267069	total: 2.57s	remaining: 141ms
948:	learn: 0.0266293	total: 2.58s	remaining: 138ms
949:	learn: 0.0265806	total: 2.58s	remaining: 136ms
950:	learn: 0.0265513	total: 2.58s	remaining: 133ms
951:	learn: 0.0264094	total: 2.58s	remaining: 130ms
952:	learn: 0.0263879	total: 2.58s	remaining: 127ms
953:	learn: 0.0263057	total: 2.59s	remaining: 125ms
954:	learn: 0.0262534	total: 2.59s	remaining: 122ms
955:	learn: 0.0261644	total: 2.59s	remaining: 119ms
956:	learn: 0.0260556	total: 2.59s	remaining: 117ms
957:	learn: 0.0260086	total: 2.59s	remaining: 114ms
958:	learn: 0.0259572	total: 2.6s	remaining: 111ms
959:	learn: 0.0258845	total: 2.6s	remaining: 108ms
960:	learn: 0.0258403	total: 2.6s	remaining: 106ms
961:	learn: 0.0257452	total: 2.6s	remaining: 103ms
962:	learn: 0.0256803	total: 2.61s	remaining: 100ms
963:	learn: 0.0256552	total: 2.61s	remaining: 97.5ms
964:	learn: 0.0255421	total: 2.61s	remaining: 94.8ms
965:	learn: 0.0254465	total: 2.61s	remaining: 92ms
966:	learn: 0.0253942	total: 2.62s	remaining: 89.3ms
967:	learn: 0.0253103	total: 2.62s	remaining: 86.6ms
968:	learn: 0.0252250	total: 2.62s	remaining: 83.9ms
969:	learn: 0.0250976	total: 2.62s	remaining: 81.1ms
970:	learn: 0.0250350	total: 2.63s	remaining: 78.4ms
971:	learn: 0.0249824	total: 2.63s	remaining: 75.7ms
972:	learn: 0.0249412	total: 2.63s	remaining: 73ms
973:	learn: 0.0249080	total: 2.63s	remaining: 70.3ms
974:	learn: 0.0248303	total: 2.63s	remaining: 67.5ms
975:	learn: 0.0247799	total: 2.64s	remaining: 64.8ms
976:	learn: 0.0246823	total: 2.64s	remaining: 62.1ms
977:	learn: 0.0246212	total: 2.64s	remaining: 59.4ms
978:	learn: 0.0245660	total: 2.64s	remaining: 56.7ms
979:	learn: 0.0245156	total: 2.65s	remaining: 54ms
980:	learn: 0.0244566	total: 2.65s	remaining: 51.3ms
981:	learn: 0.0243653	total: 2.65s	remaining: 48.6ms
982:	learn: 0.0242809	total: 2.65s	remaining: 45.9ms
983:	learn: 0.0242102	total: 2.65s	remaining: 43.2ms
984:	learn: 0.0241540	total: 2.66s	remaining: 40.4ms
985:	learn: 0.0240784	total: 2.66s	remaining: 37.7ms
986:	learn: 0.0239995	total: 2.66s	remaining: 35ms
987:	learn: 0.0239548	total: 2.66s	remaining: 32.3ms
988:	learn: 0.0238956	total: 2.66s	remaining: 29.6ms
989:	learn: 0.0238150	total: 2.67s	remaining: 26.9ms
990:	learn: 0.0237182	total: 2.67s	remaining: 24.2ms
991:	learn: 0.0236516	total: 2.67s	remaining: 21.5ms
992:	learn: 0.0235940	total: 2.67s	remaining: 18.8ms
993:	learn: 0.0235525	total: 2.67s	remaining: 16.2ms
994:	learn: 0.0234517	total: 2.68s	remaining: 13.5ms
995:	learn: 0.0234017	total: 2.68s	remaining: 10.8ms
996:	learn: 0.0233026	total: 2.68s	remaining: 8.08ms
997:	learn: 0.0232386	total: 2.69s	remaining: 5.38ms
998:	learn: 0.0231309	total: 2.69s	remaining: 2.69ms
999:	learn: 0.0230239	total: 2.69s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=3, depth=6, total=   3.5s
[CV] learning_rate=0.03, l2_leaf_reg=3, depth=6 ......................
0:	learn: 0.8798806	total: 23.4ms	remaining: 23.4s
1:	learn: 0.8656302	total: 28.4ms	remaining: 14.2s
2:	learn: 0.8511328	total: 34.1ms	remaining: 11.3s
3:	learn: 0.8369753	total: 37.2ms	remaining: 9.25s
4:	learn: 0.8235457	total: 40.2ms	remaining: 7.99s
5:	learn: 0.8100019	total: 44.5ms	remaining: 7.37s
6:	learn: 0.7986022	total: 47.7ms	remaining: 6.76s
7:	learn: 0.7851780	total: 49.8ms	remaining: 6.17s
8:	learn: 0.7732894	total: 51.8ms	remaining: 5.71s
9:	learn: 0.7637595	total: 54.7ms	remaining: 5.42s
10:	learn: 0.7501477	total: 60.4ms	remaining: 5.43s
11:	learn: 0.7397251	total: 63.5ms	remaining: 5.23s
12:	learn: 0.7279237	total: 65.5ms	remaining: 4.98s
13:	learn: 0.7186854	total: 67.9ms	remaining: 4.78s
14:	learn: 0.7094932	total: 69.8ms	remaining: 4.59s
15:	learn: 0.6997502	total: 71.8ms	remaining: 4.42s
16:	learn: 0.6906074	total: 76.6ms	remaining: 4.43s
17:	learn: 0.6810879	total: 79ms	remaining: 4.31s
18:	learn: 0.6716417	total: 81.2ms	remaining: 4.19s
19:	learn: 0.6623416	total: 83.3ms	remaining: 4.08s
20:	learn: 0.6539509	total: 85.3ms	remaining: 3.98s
21:	learn: 0.6439541	total: 88.1ms	remaining: 3.91s
22:	learn: 0.6344807	total: 91ms	remaining: 3.87s
23:	learn: 0.6266483	total: 93.2ms	remaining: 3.79s
24:	learn: 0.6178234	total: 95.8ms	remaining: 3.74s
25:	learn: 0.6104870	total: 98.1ms	remaining: 3.67s
26:	learn: 0.6032029	total: 100ms	remaining: 3.6s
27:	learn: 0.5963306	total: 104ms	remaining: 3.61s
28:	learn: 0.5896587	total: 106ms	remaining: 3.56s
29:	learn: 0.5818269	total: 108ms	remaining: 3.5s
30:	learn: 0.5745063	total: 111ms	remaining: 3.46s
31:	learn: 0.5681598	total: 113ms	remaining: 3.42s
32:	learn: 0.5625563	total: 115ms	remaining: 3.37s
33:	learn: 0.5557216	total: 119ms	remaining: 3.38s
34:	learn: 0.5512632	total: 121ms	remaining: 3.34s
35:	learn: 0.5459419	total: 123ms	remaining: 3.3s
36:	learn: 0.5405801	total: 126ms	remaining: 3.29s
37:	learn: 0.5359710	total: 128ms	remaining: 3.25s
38:	learn: 0.5305983	total: 130ms	remaining: 3.21s
39:	learn: 0.5247949	total: 134ms	remaining: 3.22s
40:	learn: 0.5198374	total: 136ms	remaining: 3.18s
41:	learn: 0.5143676	total: 138ms	remaining: 3.15s
42:	learn: 0.5093311	total: 140ms	remaining: 3.12s
43:	learn: 0.5033684	total: 142ms	remaining: 3.09s
44:	learn: 0.4987725	total: 145ms	remaining: 3.09s
45:	learn: 0.4945126	total: 148ms	remaining: 3.07s
46:	learn: 0.4896096	total: 150ms	remaining: 3.05s
47:	learn: 0.4852402	total: 152ms	remaining: 3.02s
48:	learn: 0.4814127	total: 155ms	remaining: 3s
49:	learn: 0.4774355	total: 157ms	remaining: 2.99s
50:	learn: 0.4726527	total: 161ms	remaining: 2.99s
51:	learn: 0.4682038	total: 163ms	remaining: 2.98s
52:	learn: 0.4637411	total: 165ms	remaining: 2.95s
53:	learn: 0.4606979	total: 167ms	remaining: 2.93s
54:	learn: 0.4572900	total: 169ms	remaining: 2.91s
55:	learn: 0.4533076	total: 172ms	remaining: 2.89s
56:	learn: 0.4492913	total: 174ms	remaining: 2.87s
57:	learn: 0.4456802	total: 176ms	remaining: 2.85s
58:	learn: 0.4419859	total: 178ms	remaining: 2.84s
59:	learn: 0.4389274	total: 180ms	remaining: 2.82s
60:	learn: 0.4354547	total: 182ms	remaining: 2.81s
61:	learn: 0.4323688	total: 184ms	remaining: 2.79s
62:	learn: 0.4285848	total: 186ms	remaining: 2.77s
63:	learn: 0.4255157	total: 189ms	remaining: 2.77s
64:	learn: 0.4222565	total: 191ms	remaining: 2.75s
65:	learn: 0.4192238	total: 194ms	remaining: 2.74s
66:	learn: 0.4167007	total: 195ms	remaining: 2.72s
67:	learn: 0.4130225	total: 198ms	remaining: 2.71s
68:	learn: 0.4101178	total: 200ms	remaining: 2.69s
69:	learn: 0.4070771	total: 202ms	remaining: 2.68s
70:	learn: 0.4044576	total: 205ms	remaining: 2.68s
71:	learn: 0.4016834	total: 207ms	remaining: 2.67s
72:	learn: 0.3987949	total: 209ms	remaining: 2.65s
73:	learn: 0.3971002	total: 211ms	remaining: 2.64s
74:	learn: 0.3949396	total: 213ms	remaining: 2.63s
75:	learn: 0.3921680	total: 215ms	remaining: 2.62s
76:	learn: 0.3901595	total: 217ms	remaining: 2.6s
77:	learn: 0.3880194	total: 219ms	remaining: 2.59s
78:	learn: 0.3853491	total: 223ms	remaining: 2.6s
79:	learn: 0.3831710	total: 272ms	remaining: 3.13s
80:	learn: 0.3809122	total: 281ms	remaining: 3.19s
81:	learn: 0.3787343	total: 286ms	remaining: 3.2s
82:	learn: 0.3767198	total: 294ms	remaining: 3.25s
83:	learn: 0.3749621	total: 301ms	remaining: 3.28s
84:	learn: 0.3730431	total: 306ms	remaining: 3.29s
85:	learn: 0.3707556	total: 313ms	remaining: 3.33s
86:	learn: 0.3690812	total: 317ms	remaining: 3.32s
87:	learn: 0.3673345	total: 319ms	remaining: 3.31s
88:	learn: 0.3654394	total: 322ms	remaining: 3.29s
89:	learn: 0.3629052	total: 326ms	remaining: 3.3s
90:	learn: 0.3609255	total: 329ms	remaining: 3.28s
91:	learn: 0.3592452	total: 331ms	remaining: 3.27s
92:	learn: 0.3573822	total: 334ms	remaining: 3.26s
93:	learn: 0.3559140	total: 338ms	remaining: 3.26s
94:	learn: 0.3539042	total: 342ms	remaining: 3.26s
95:	learn: 0.3521517	total: 345ms	remaining: 3.25s
96:	learn: 0.3505823	total: 348ms	remaining: 3.24s
97:	learn: 0.3490547	total: 351ms	remaining: 3.23s
98:	learn: 0.3468342	total: 356ms	remaining: 3.24s
99:	learn: 0.3453637	total: 359ms	remaining: 3.23s
100:	learn: 0.3437928	total: 361ms	remaining: 3.22s
101:	learn: 0.3421040	total: 364ms	remaining: 3.2s
102:	learn: 0.3408787	total: 368ms	remaining: 3.2s
103:	learn: 0.3395427	total: 371ms	remaining: 3.2s
104:	learn: 0.3383093	total: 373ms	remaining: 3.18s
105:	learn: 0.3367590	total: 376ms	remaining: 3.17s
106:	learn: 0.3351089	total: 379ms	remaining: 3.16s
107:	learn: 0.3335131	total: 383ms	remaining: 3.17s
108:	learn: 0.3323204	total: 386ms	remaining: 3.16s
109:	learn: 0.3313893	total: 389ms	remaining: 3.15s
110:	learn: 0.3304332	total: 392ms	remaining: 3.14s
111:	learn: 0.3291493	total: 395ms	remaining: 3.13s
112:	learn: 0.3282052	total: 399ms	remaining: 3.13s
113:	learn: 0.3266128	total: 401ms	remaining: 3.12s
114:	learn: 0.3251772	total: 404ms	remaining: 3.11s
115:	learn: 0.3240932	total: 406ms	remaining: 3.09s
116:	learn: 0.3229776	total: 409ms	remaining: 3.08s
117:	learn: 0.3219490	total: 412ms	remaining: 3.08s
118:	learn: 0.3204996	total: 415ms	remaining: 3.07s
119:	learn: 0.3194926	total: 418ms	remaining: 3.06s
120:	learn: 0.3181612	total: 423ms	remaining: 3.07s
121:	learn: 0.3170996	total: 432ms	remaining: 3.11s
122:	learn: 0.3164916	total: 435ms	remaining: 3.1s
123:	learn: 0.3154886	total: 441ms	remaining: 3.11s
124:	learn: 0.3143372	total: 444ms	remaining: 3.1s
125:	learn: 0.3134627	total: 447ms	remaining: 3.1s
126:	learn: 0.3119770	total: 449ms	remaining: 3.09s
127:	learn: 0.3105187	total: 452ms	remaining: 3.08s
128:	learn: 0.3098119	total: 457ms	remaining: 3.08s
129:	learn: 0.3088122	total: 462ms	remaining: 3.09s
130:	learn: 0.3073385	total: 465ms	remaining: 3.09s
131:	learn: 0.3061856	total: 468ms	remaining: 3.08s
132:	learn: 0.3050464	total: 471ms	remaining: 3.07s
133:	learn: 0.3042938	total: 474ms	remaining: 3.06s
134:	learn: 0.3032477	total: 477ms	remaining: 3.06s
135:	learn: 0.3022319	total: 479ms	remaining: 3.04s
136:	learn: 0.3012498	total: 481ms	remaining: 3.03s
137:	learn: 0.3001817	total: 484ms	remaining: 3.02s
138:	learn: 0.2992634	total: 486ms	remaining: 3.01s
139:	learn: 0.2982023	total: 488ms	remaining: 3s
140:	learn: 0.2971934	total: 491ms	remaining: 2.99s
141:	learn: 0.2960050	total: 493ms	remaining: 2.98s
142:	learn: 0.2949419	total: 495ms	remaining: 2.97s
143:	learn: 0.2941646	total: 498ms	remaining: 2.96s
144:	learn: 0.2933128	total: 501ms	remaining: 2.95s
145:	learn: 0.2924233	total: 503ms	remaining: 2.94s
146:	learn: 0.2913521	total: 505ms	remaining: 2.93s
147:	learn: 0.2905088	total: 508ms	remaining: 2.92s
148:	learn: 0.2899051	total: 510ms	remaining: 2.91s
149:	learn: 0.2890209	total: 513ms	remaining: 2.91s
150:	learn: 0.2879963	total: 515ms	remaining: 2.9s
151:	learn: 0.2874233	total: 518ms	remaining: 2.89s
152:	learn: 0.2864343	total: 520ms	remaining: 2.88s
153:	learn: 0.2856621	total: 523ms	remaining: 2.87s
154:	learn: 0.2850178	total: 525ms	remaining: 2.86s
155:	learn: 0.2841725	total: 528ms	remaining: 2.86s
156:	learn: 0.2831630	total: 530ms	remaining: 2.85s
157:	learn: 0.2818718	total: 533ms	remaining: 2.84s
158:	learn: 0.2808234	total: 535ms	remaining: 2.83s
159:	learn: 0.2800785	total: 538ms	remaining: 2.83s
160:	learn: 0.2792876	total: 541ms	remaining: 2.82s
161:	learn: 0.2782455	total: 544ms	remaining: 2.81s
162:	learn: 0.2772580	total: 548ms	remaining: 2.81s
163:	learn: 0.2765397	total: 552ms	remaining: 2.82s
164:	learn: 0.2758036	total: 555ms	remaining: 2.81s
165:	learn: 0.2752205	total: 557ms	remaining: 2.8s
166:	learn: 0.2746431	total: 559ms	remaining: 2.79s
167:	learn: 0.2738156	total: 562ms	remaining: 2.78s
168:	learn: 0.2730125	total: 564ms	remaining: 2.77s
169:	learn: 0.2724685	total: 566ms	remaining: 2.77s
170:	learn: 0.2717995	total: 570ms	remaining: 2.76s
171:	learn: 0.2711333	total: 572ms	remaining: 2.75s
172:	learn: 0.2701326	total: 574ms	remaining: 2.75s
173:	learn: 0.2695248	total: 577ms	remaining: 2.74s
174:	learn: 0.2690746	total: 579ms	remaining: 2.73s
175:	learn: 0.2685721	total: 581ms	remaining: 2.72s
176:	learn: 0.2676730	total: 585ms	remaining: 2.72s
177:	learn: 0.2667062	total: 588ms	remaining: 2.72s
178:	learn: 0.2660576	total: 591ms	remaining: 2.71s
179:	learn: 0.2652247	total: 593ms	remaining: 2.7s
180:	learn: 0.2645653	total: 595ms	remaining: 2.69s
181:	learn: 0.2634571	total: 599ms	remaining: 2.69s
182:	learn: 0.2622816	total: 601ms	remaining: 2.68s
183:	learn: 0.2618138	total: 604ms	remaining: 2.68s
184:	learn: 0.2613491	total: 606ms	remaining: 2.67s
185:	learn: 0.2604449	total: 608ms	remaining: 2.66s
186:	learn: 0.2597914	total: 611ms	remaining: 2.65s
187:	learn: 0.2591516	total: 614ms	remaining: 2.65s
188:	learn: 0.2585346	total: 616ms	remaining: 2.64s
189:	learn: 0.2579546	total: 619ms	remaining: 2.64s
190:	learn: 0.2573302	total: 622ms	remaining: 2.63s
191:	learn: 0.2566003	total: 624ms	remaining: 2.63s
192:	learn: 0.2556425	total: 628ms	remaining: 2.62s
193:	learn: 0.2555295	total: 629ms	remaining: 2.61s
194:	learn: 0.2546828	total: 631ms	remaining: 2.6s
195:	learn: 0.2539831	total: 635ms	remaining: 2.6s
196:	learn: 0.2533849	total: 636ms	remaining: 2.59s
197:	learn: 0.2529558	total: 639ms	remaining: 2.59s
198:	learn: 0.2525158	total: 642ms	remaining: 2.58s
199:	learn: 0.2518810	total: 644ms	remaining: 2.58s
200:	learn: 0.2511419	total: 647ms	remaining: 2.57s
201:	learn: 0.2500105	total: 649ms	remaining: 2.56s
202:	learn: 0.2495720	total: 652ms	remaining: 2.56s
203:	learn: 0.2487440	total: 656ms	remaining: 2.56s
204:	learn: 0.2481338	total: 659ms	remaining: 2.56s
205:	learn: 0.2475239	total: 662ms	remaining: 2.55s
206:	learn: 0.2471276	total: 664ms	remaining: 2.54s
207:	learn: 0.2463008	total: 667ms	remaining: 2.54s
208:	learn: 0.2459335	total: 671ms	remaining: 2.54s
209:	learn: 0.2449932	total: 673ms	remaining: 2.53s
210:	learn: 0.2441549	total: 676ms	remaining: 2.53s
211:	learn: 0.2433318	total: 679ms	remaining: 2.52s
212:	learn: 0.2428413	total: 682ms	remaining: 2.52s
213:	learn: 0.2421131	total: 686ms	remaining: 2.52s
214:	learn: 0.2418160	total: 688ms	remaining: 2.51s
215:	learn: 0.2413997	total: 691ms	remaining: 2.51s
216:	learn: 0.2402824	total: 693ms	remaining: 2.5s
217:	learn: 0.2396933	total: 698ms	remaining: 2.5s
218:	learn: 0.2386071	total: 701ms	remaining: 2.5s
219:	learn: 0.2382468	total: 704ms	remaining: 2.5s
220:	learn: 0.2377578	total: 706ms	remaining: 2.49s
221:	learn: 0.2369834	total: 710ms	remaining: 2.49s
222:	learn: 0.2364277	total: 716ms	remaining: 2.49s
223:	learn: 0.2357330	total: 718ms	remaining: 2.49s
224:	learn: 0.2353926	total: 721ms	remaining: 2.48s
225:	learn: 0.2350330	total: 725ms	remaining: 2.48s
226:	learn: 0.2345379	total: 728ms	remaining: 2.48s
227:	learn: 0.2339736	total: 732ms	remaining: 2.48s
228:	learn: 0.2337816	total: 734ms	remaining: 2.47s
229:	learn: 0.2328760	total: 738ms	remaining: 2.47s
230:	learn: 0.2324696	total: 742ms	remaining: 2.47s
231:	learn: 0.2315914	total: 745ms	remaining: 2.46s
232:	learn: 0.2309767	total: 747ms	remaining: 2.46s
233:	learn: 0.2303128	total: 749ms	remaining: 2.45s
234:	learn: 0.2299844	total: 753ms	remaining: 2.45s
235:	learn: 0.2292870	total: 757ms	remaining: 2.45s
236:	learn: 0.2288337	total: 764ms	remaining: 2.46s
237:	learn: 0.2284677	total: 767ms	remaining: 2.46s
238:	learn: 0.2283086	total: 769ms	remaining: 2.45s
239:	learn: 0.2280537	total: 774ms	remaining: 2.45s
240:	learn: 0.2277111	total: 776ms	remaining: 2.44s
241:	learn: 0.2271116	total: 782ms	remaining: 2.45s
242:	learn: 0.2266952	total: 784ms	remaining: 2.44s
243:	learn: 0.2262570	total: 789ms	remaining: 2.44s
244:	learn: 0.2256190	total: 791ms	remaining: 2.44s
245:	learn: 0.2249052	total: 794ms	remaining: 2.43s
246:	learn: 0.2237679	total: 797ms	remaining: 2.43s
247:	learn: 0.2229001	total: 799ms	remaining: 2.42s
248:	learn: 0.2225198	total: 803ms	remaining: 2.42s
249:	learn: 0.2215123	total: 805ms	remaining: 2.41s
250:	learn: 0.2209643	total: 809ms	remaining: 2.41s
251:	learn: 0.2205167	total: 812ms	remaining: 2.41s
252:	learn: 0.2199741	total: 818ms	remaining: 2.42s
253:	learn: 0.2190688	total: 821ms	remaining: 2.41s
254:	learn: 0.2185045	total: 823ms	remaining: 2.4s
255:	learn: 0.2176994	total: 826ms	remaining: 2.4s
256:	learn: 0.2167895	total: 830ms	remaining: 2.4s
257:	learn: 0.2158762	total: 833ms	remaining: 2.39s
258:	learn: 0.2152147	total: 835ms	remaining: 2.39s
259:	learn: 0.2148585	total: 837ms	remaining: 2.38s
260:	learn: 0.2145009	total: 840ms	remaining: 2.38s
261:	learn: 0.2138340	total: 842ms	remaining: 2.37s
262:	learn: 0.2135419	total: 846ms	remaining: 2.37s
263:	learn: 0.2128249	total: 850ms	remaining: 2.37s
264:	learn: 0.2122620	total: 853ms	remaining: 2.37s
265:	learn: 0.2114843	total: 856ms	remaining: 2.36s
266:	learn: 0.2108068	total: 860ms	remaining: 2.36s
267:	learn: 0.2104602	total: 863ms	remaining: 2.36s
268:	learn: 0.2101483	total: 865ms	remaining: 2.35s
269:	learn: 0.2095365	total: 868ms	remaining: 2.35s
270:	learn: 0.2090375	total: 870ms	remaining: 2.34s
271:	learn: 0.2078467	total: 875ms	remaining: 2.34s
272:	learn: 0.2073642	total: 879ms	remaining: 2.34s
273:	learn: 0.2067406	total: 881ms	remaining: 2.33s
274:	learn: 0.2066237	total: 883ms	remaining: 2.33s
275:	learn: 0.2058601	total: 885ms	remaining: 2.32s
276:	learn: 0.2051292	total: 890ms	remaining: 2.32s
277:	learn: 0.2042117	total: 893ms	remaining: 2.32s
278:	learn: 0.2030247	total: 895ms	remaining: 2.31s
279:	learn: 0.2023795	total: 897ms	remaining: 2.31s
280:	learn: 0.2018261	total: 900ms	remaining: 2.3s
281:	learn: 0.2017052	total: 902ms	remaining: 2.29s
282:	learn: 0.2014133	total: 905ms	remaining: 2.29s
283:	learn: 0.2009705	total: 907ms	remaining: 2.29s
284:	learn: 0.2005074	total: 910ms	remaining: 2.28s
285:	learn: 0.1997872	total: 912ms	remaining: 2.28s
286:	learn: 0.1992343	total: 915ms	remaining: 2.27s
287:	learn: 0.1985182	total: 918ms	remaining: 2.27s
288:	learn: 0.1984115	total: 920ms	remaining: 2.26s
289:	learn: 0.1976251	total: 922ms	remaining: 2.26s
290:	learn: 0.1966459	total: 924ms	remaining: 2.25s
291:	learn: 0.1959306	total: 926ms	remaining: 2.25s
292:	learn: 0.1952791	total: 928ms	remaining: 2.24s
293:	learn: 0.1947859	total: 930ms	remaining: 2.23s
294:	learn: 0.1942356	total: 934ms	remaining: 2.23s
295:	learn: 0.1937272	total: 936ms	remaining: 2.23s
296:	learn: 0.1932998	total: 938ms	remaining: 2.22s
297:	learn: 0.1927973	total: 941ms	remaining: 2.21s
298:	learn: 0.1918355	total: 943ms	remaining: 2.21s
299:	learn: 0.1912680	total: 947ms	remaining: 2.21s
300:	learn: 0.1910028	total: 949ms	remaining: 2.2s
301:	learn: 0.1904619	total: 951ms	remaining: 2.2s
302:	learn: 0.1895818	total: 954ms	remaining: 2.19s
303:	learn: 0.1890429	total: 957ms	remaining: 2.19s
304:	learn: 0.1887429	total: 962ms	remaining: 2.19s
305:	learn: 0.1883650	total: 964ms	remaining: 2.19s
306:	learn: 0.1879306	total: 967ms	remaining: 2.18s
307:	learn: 0.1871576	total: 969ms	remaining: 2.18s
308:	learn: 0.1865511	total: 972ms	remaining: 2.17s
309:	learn: 0.1855304	total: 974ms	remaining: 2.17s
310:	learn: 0.1847528	total: 977ms	remaining: 2.16s
311:	learn: 0.1840263	total: 980ms	remaining: 2.16s
312:	learn: 0.1832881	total: 982ms	remaining: 2.15s
313:	learn: 0.1825380	total: 984ms	remaining: 2.15s
314:	learn: 0.1816400	total: 987ms	remaining: 2.15s
315:	learn: 0.1805657	total: 989ms	remaining: 2.14s
316:	learn: 0.1797983	total: 992ms	remaining: 2.14s
317:	learn: 0.1790180	total: 994ms	remaining: 2.13s
318:	learn: 0.1785350	total: 998ms	remaining: 2.13s
319:	learn: 0.1777575	total: 1s	remaining: 2.13s
320:	learn: 0.1772209	total: 1s	remaining: 2.13s
321:	learn: 0.1770253	total: 1.01s	remaining: 2.12s
322:	learn: 0.1764177	total: 1.01s	remaining: 2.12s
323:	learn: 0.1762216	total: 1.01s	remaining: 2.11s
324:	learn: 0.1753576	total: 1.01s	remaining: 2.11s
325:	learn: 0.1747186	total: 1.02s	remaining: 2.11s
326:	learn: 0.1742897	total: 1.02s	remaining: 2.1s
327:	learn: 0.1738071	total: 1.02s	remaining: 2.1s
328:	learn: 0.1730203	total: 1.03s	remaining: 2.09s
329:	learn: 0.1729290	total: 1.03s	remaining: 2.09s
330:	learn: 0.1727644	total: 1.03s	remaining: 2.09s
331:	learn: 0.1718830	total: 1.03s	remaining: 2.08s
332:	learn: 0.1709939	total: 1.04s	remaining: 2.08s
333:	learn: 0.1704095	total: 1.04s	remaining: 2.07s
334:	learn: 0.1696282	total: 1.04s	remaining: 2.07s
335:	learn: 0.1690896	total: 1.04s	remaining: 2.06s
336:	learn: 0.1682825	total: 1.05s	remaining: 2.06s
337:	learn: 0.1675301	total: 1.05s	remaining: 2.06s
338:	learn: 0.1666015	total: 1.05s	remaining: 2.05s
339:	learn: 0.1656350	total: 1.06s	remaining: 2.05s
340:	learn: 0.1651022	total: 1.06s	remaining: 2.05s
341:	learn: 0.1646622	total: 1.06s	remaining: 2.04s
342:	learn: 0.1640861	total: 1.06s	remaining: 2.04s
343:	learn: 0.1638852	total: 1.07s	remaining: 2.04s
344:	learn: 0.1633302	total: 1.07s	remaining: 2.03s
345:	learn: 0.1629793	total: 1.07s	remaining: 2.03s
346:	learn: 0.1623095	total: 1.08s	remaining: 2.03s
347:	learn: 0.1616916	total: 1.08s	remaining: 2.02s
348:	learn: 0.1608926	total: 1.08s	remaining: 2.02s
349:	learn: 0.1603658	total: 1.08s	remaining: 2.02s
350:	learn: 0.1597158	total: 1.09s	remaining: 2.02s
351:	learn: 0.1589472	total: 1.09s	remaining: 2.01s
352:	learn: 0.1579577	total: 1.09s	remaining: 2.01s
353:	learn: 0.1572889	total: 1.1s	remaining: 2s
354:	learn: 0.1568805	total: 1.1s	remaining: 2s
355:	learn: 0.1562590	total: 1.1s	remaining: 2s
356:	learn: 0.1557570	total: 1.11s	remaining: 2s
357:	learn: 0.1549826	total: 1.11s	remaining: 1.99s
358:	learn: 0.1542612	total: 1.12s	remaining: 1.99s
359:	learn: 0.1536336	total: 1.12s	remaining: 1.99s
360:	learn: 0.1533357	total: 1.12s	remaining: 1.98s
361:	learn: 0.1524384	total: 1.12s	remaining: 1.98s
362:	learn: 0.1518313	total: 1.13s	remaining: 1.98s
363:	learn: 0.1517492	total: 1.13s	remaining: 1.97s
364:	learn: 0.1511383	total: 1.13s	remaining: 1.97s
365:	learn: 0.1508979	total: 1.13s	remaining: 1.96s
366:	learn: 0.1503826	total: 1.14s	remaining: 1.96s
367:	learn: 0.1498729	total: 1.14s	remaining: 1.96s
368:	learn: 0.1493757	total: 1.14s	remaining: 1.95s
369:	learn: 0.1488091	total: 1.15s	remaining: 1.95s
370:	learn: 0.1479391	total: 1.15s	remaining: 1.95s
371:	learn: 0.1477105	total: 1.15s	remaining: 1.94s
372:	learn: 0.1473298	total: 1.15s	remaining: 1.94s
373:	learn: 0.1468006	total: 1.16s	remaining: 1.93s
374:	learn: 0.1462267	total: 1.16s	remaining: 1.93s
375:	learn: 0.1457621	total: 1.16s	remaining: 1.93s
376:	learn: 0.1452536	total: 1.16s	remaining: 1.92s
377:	learn: 0.1447705	total: 1.17s	remaining: 1.92s
378:	learn: 0.1442407	total: 1.17s	remaining: 1.92s
379:	learn: 0.1435813	total: 1.17s	remaining: 1.92s
380:	learn: 0.1430166	total: 1.18s	remaining: 1.91s
381:	learn: 0.1424662	total: 1.18s	remaining: 1.91s
382:	learn: 0.1420855	total: 1.18s	remaining: 1.91s
383:	learn: 0.1414896	total: 1.19s	remaining: 1.9s
384:	learn: 0.1408553	total: 1.19s	remaining: 1.9s
385:	learn: 0.1400893	total: 1.19s	remaining: 1.9s
386:	learn: 0.1396427	total: 1.19s	remaining: 1.89s
387:	learn: 0.1387053	total: 1.2s	remaining: 1.89s
388:	learn: 0.1383269	total: 1.2s	remaining: 1.89s
389:	learn: 0.1376951	total: 1.21s	remaining: 1.89s
390:	learn: 0.1373002	total: 1.21s	remaining: 1.88s
391:	learn: 0.1369188	total: 1.21s	remaining: 1.88s
392:	learn: 0.1363568	total: 1.22s	remaining: 1.88s
393:	learn: 0.1359366	total: 1.22s	remaining: 1.88s
394:	learn: 0.1358637	total: 1.22s	remaining: 1.87s
395:	learn: 0.1351292	total: 1.22s	remaining: 1.87s
396:	learn: 0.1348331	total: 1.23s	remaining: 1.86s
397:	learn: 0.1346557	total: 1.23s	remaining: 1.86s
398:	learn: 0.1341458	total: 1.23s	remaining: 1.86s
399:	learn: 0.1338448	total: 1.24s	remaining: 1.85s
400:	learn: 0.1334406	total: 1.24s	remaining: 1.85s
401:	learn: 0.1329528	total: 1.24s	remaining: 1.85s
402:	learn: 0.1325182	total: 1.25s	remaining: 1.85s
403:	learn: 0.1319886	total: 1.25s	remaining: 1.84s
404:	learn: 0.1316117	total: 1.25s	remaining: 1.84s
405:	learn: 0.1313105	total: 1.26s	remaining: 1.84s
406:	learn: 0.1308561	total: 1.26s	remaining: 1.83s
407:	learn: 0.1304348	total: 1.26s	remaining: 1.83s
408:	learn: 0.1300509	total: 1.27s	remaining: 1.83s
409:	learn: 0.1298088	total: 1.27s	remaining: 1.83s
410:	learn: 0.1295611	total: 1.27s	remaining: 1.82s
411:	learn: 0.1290562	total: 1.28s	remaining: 1.82s
412:	learn: 0.1285084	total: 1.28s	remaining: 1.82s
413:	learn: 0.1277182	total: 1.28s	remaining: 1.81s
414:	learn: 0.1272478	total: 1.28s	remaining: 1.81s
415:	learn: 0.1267923	total: 1.29s	remaining: 1.81s
416:	learn: 0.1262978	total: 1.29s	remaining: 1.81s
417:	learn: 0.1256201	total: 1.29s	remaining: 1.8s
418:	learn: 0.1251267	total: 1.3s	remaining: 1.8s
419:	learn: 0.1249997	total: 1.3s	remaining: 1.79s
420:	learn: 0.1244856	total: 1.3s	remaining: 1.79s
421:	learn: 0.1240394	total: 1.3s	remaining: 1.79s
422:	learn: 0.1234920	total: 1.31s	remaining: 1.78s
423:	learn: 0.1232850	total: 1.31s	remaining: 1.78s
424:	learn: 0.1227473	total: 1.31s	remaining: 1.78s
425:	learn: 0.1225062	total: 1.32s	remaining: 1.77s
426:	learn: 0.1222924	total: 1.32s	remaining: 1.77s
427:	learn: 0.1219832	total: 1.32s	remaining: 1.77s
428:	learn: 0.1216960	total: 1.32s	remaining: 1.76s
429:	learn: 0.1213113	total: 1.33s	remaining: 1.76s
430:	learn: 0.1205751	total: 1.33s	remaining: 1.76s
431:	learn: 0.1198802	total: 1.33s	remaining: 1.75s
432:	learn: 0.1196837	total: 1.34s	remaining: 1.75s
433:	learn: 0.1195789	total: 1.34s	remaining: 1.75s
434:	learn: 0.1191540	total: 1.34s	remaining: 1.75s
435:	learn: 0.1187531	total: 1.35s	remaining: 1.74s
436:	learn: 0.1185239	total: 1.35s	remaining: 1.74s
437:	learn: 0.1183584	total: 1.36s	remaining: 1.74s
438:	learn: 0.1182316	total: 1.36s	remaining: 1.74s
439:	learn: 0.1179862	total: 1.36s	remaining: 1.73s
440:	learn: 0.1173992	total: 1.36s	remaining: 1.73s
441:	learn: 0.1170423	total: 1.37s	remaining: 1.72s
442:	learn: 0.1169338	total: 1.37s	remaining: 1.72s
443:	learn: 0.1167619	total: 1.37s	remaining: 1.72s
444:	learn: 0.1160258	total: 1.37s	remaining: 1.71s
445:	learn: 0.1154403	total: 1.38s	remaining: 1.71s
446:	learn: 0.1153420	total: 1.38s	remaining: 1.71s
447:	learn: 0.1150822	total: 1.38s	remaining: 1.7s
448:	learn: 0.1146745	total: 1.39s	remaining: 1.7s
449:	learn: 0.1139395	total: 1.39s	remaining: 1.7s
450:	learn: 0.1138433	total: 1.39s	remaining: 1.69s
451:	learn: 0.1135096	total: 1.39s	remaining: 1.69s
452:	learn: 0.1130659	total: 1.39s	remaining: 1.68s
453:	learn: 0.1125436	total: 1.4s	remaining: 1.68s
454:	learn: 0.1119834	total: 1.4s	remaining: 1.68s
455:	learn: 0.1119332	total: 1.4s	remaining: 1.67s
456:	learn: 0.1114437	total: 1.4s	remaining: 1.67s
457:	learn: 0.1112234	total: 1.41s	remaining: 1.66s
458:	learn: 0.1109880	total: 1.41s	remaining: 1.66s
459:	learn: 0.1104446	total: 1.41s	remaining: 1.66s
460:	learn: 0.1100358	total: 1.41s	remaining: 1.65s
461:	learn: 0.1098993	total: 1.42s	remaining: 1.65s
462:	learn: 0.1092515	total: 1.42s	remaining: 1.65s
463:	learn: 0.1089150	total: 1.42s	remaining: 1.64s
464:	learn: 0.1083295	total: 1.43s	remaining: 1.64s
465:	learn: 0.1079032	total: 1.43s	remaining: 1.64s
466:	learn: 0.1075557	total: 1.43s	remaining: 1.63s
467:	learn: 0.1072027	total: 1.43s	remaining: 1.63s
468:	learn: 0.1071468	total: 1.44s	remaining: 1.63s
469:	learn: 0.1070247	total: 1.44s	remaining: 1.63s
470:	learn: 0.1065281	total: 1.45s	remaining: 1.62s
471:	learn: 0.1062057	total: 1.45s	remaining: 1.62s
472:	learn: 0.1058947	total: 1.45s	remaining: 1.62s
473:	learn: 0.1054499	total: 1.46s	remaining: 1.61s
474:	learn: 0.1052836	total: 1.46s	remaining: 1.61s
475:	learn: 0.1046464	total: 1.46s	remaining: 1.61s
476:	learn: 0.1045591	total: 1.46s	remaining: 1.6s
477:	learn: 0.1042283	total: 1.47s	remaining: 1.6s
478:	learn: 0.1039170	total: 1.47s	remaining: 1.6s
479:	learn: 0.1033780	total: 1.47s	remaining: 1.59s
480:	learn: 0.1029852	total: 1.47s	remaining: 1.59s
481:	learn: 0.1026073	total: 1.48s	remaining: 1.59s
482:	learn: 0.1023423	total: 1.48s	remaining: 1.58s
483:	learn: 0.1019811	total: 1.48s	remaining: 1.58s
484:	learn: 0.1017450	total: 1.48s	remaining: 1.58s
485:	learn: 0.1016002	total: 1.49s	remaining: 1.57s
486:	learn: 0.1010335	total: 1.49s	remaining: 1.57s
487:	learn: 0.1008762	total: 1.49s	remaining: 1.57s
488:	learn: 0.1006501	total: 1.5s	remaining: 1.56s
489:	learn: 0.1001632	total: 1.5s	remaining: 1.56s
490:	learn: 0.0996262	total: 1.5s	remaining: 1.56s
491:	learn: 0.0992236	total: 1.5s	remaining: 1.55s
492:	learn: 0.0986754	total: 1.51s	remaining: 1.55s
493:	learn: 0.0985229	total: 1.51s	remaining: 1.55s
494:	learn: 0.0982191	total: 1.51s	remaining: 1.54s
495:	learn: 0.0977859	total: 1.52s	remaining: 1.54s
496:	learn: 0.0975224	total: 1.52s	remaining: 1.54s
497:	learn: 0.0971415	total: 1.52s	remaining: 1.53s
498:	learn: 0.0966671	total: 1.53s	remaining: 1.53s
499:	learn: 0.0963552	total: 1.53s	remaining: 1.53s
500:	learn: 0.0960436	total: 1.53s	remaining: 1.52s
501:	learn: 0.0955939	total: 1.53s	remaining: 1.52s
502:	learn: 0.0953670	total: 1.54s	remaining: 1.52s
503:	learn: 0.0952244	total: 1.54s	remaining: 1.51s
504:	learn: 0.0948123	total: 1.54s	remaining: 1.51s
505:	learn: 0.0944942	total: 1.54s	remaining: 1.51s
506:	learn: 0.0940282	total: 1.55s	remaining: 1.5s
507:	learn: 0.0937374	total: 1.55s	remaining: 1.5s
508:	learn: 0.0933982	total: 1.55s	remaining: 1.5s
509:	learn: 0.0933082	total: 1.56s	remaining: 1.5s
510:	learn: 0.0929621	total: 1.56s	remaining: 1.49s
511:	learn: 0.0925680	total: 1.56s	remaining: 1.49s
512:	learn: 0.0921680	total: 1.56s	remaining: 1.48s
513:	learn: 0.0917267	total: 1.57s	remaining: 1.48s
514:	learn: 0.0914292	total: 1.57s	remaining: 1.48s
515:	learn: 0.0911336	total: 1.57s	remaining: 1.48s
516:	learn: 0.0908570	total: 1.57s	remaining: 1.47s
517:	learn: 0.0904986	total: 1.58s	remaining: 1.47s
518:	learn: 0.0902014	total: 1.58s	remaining: 1.47s
519:	learn: 0.0897344	total: 1.58s	remaining: 1.46s
520:	learn: 0.0895719	total: 1.59s	remaining: 1.46s
521:	learn: 0.0892553	total: 1.59s	remaining: 1.46s
522:	learn: 0.0891463	total: 1.59s	remaining: 1.46s
523:	learn: 0.0887663	total: 1.6s	remaining: 1.45s
524:	learn: 0.0884273	total: 1.6s	remaining: 1.45s
525:	learn: 0.0882942	total: 1.61s	remaining: 1.45s
526:	learn: 0.0880568	total: 1.61s	remaining: 1.44s
527:	learn: 0.0877893	total: 1.61s	remaining: 1.44s
528:	learn: 0.0875238	total: 1.61s	remaining: 1.44s
529:	learn: 0.0871017	total: 1.62s	remaining: 1.43s
530:	learn: 0.0868610	total: 1.62s	remaining: 1.43s
531:	learn: 0.0865187	total: 1.62s	remaining: 1.43s
532:	learn: 0.0864827	total: 1.63s	remaining: 1.43s
533:	learn: 0.0862002	total: 1.63s	remaining: 1.42s
534:	learn: 0.0858939	total: 1.63s	remaining: 1.42s
535:	learn: 0.0857808	total: 1.64s	remaining: 1.42s
536:	learn: 0.0852954	total: 1.64s	remaining: 1.41s
537:	learn: 0.0847597	total: 1.64s	remaining: 1.41s
538:	learn: 0.0843667	total: 1.65s	remaining: 1.41s
539:	learn: 0.0841228	total: 1.65s	remaining: 1.4s
540:	learn: 0.0838747	total: 1.65s	remaining: 1.4s
541:	learn: 0.0835805	total: 1.65s	remaining: 1.4s
542:	learn: 0.0834620	total: 1.66s	remaining: 1.4s
543:	learn: 0.0832134	total: 1.66s	remaining: 1.39s
544:	learn: 0.0827212	total: 1.66s	remaining: 1.39s
545:	learn: 0.0824125	total: 1.67s	remaining: 1.39s
546:	learn: 0.0820172	total: 1.67s	remaining: 1.38s
547:	learn: 0.0816150	total: 1.67s	remaining: 1.38s
548:	learn: 0.0812925	total: 1.68s	remaining: 1.38s
549:	learn: 0.0811149	total: 1.68s	remaining: 1.37s
550:	learn: 0.0807871	total: 1.68s	remaining: 1.37s
551:	learn: 0.0803870	total: 1.68s	remaining: 1.36s
552:	learn: 0.0801701	total: 1.68s	remaining: 1.36s
553:	learn: 0.0799906	total: 1.69s	remaining: 1.36s
554:	learn: 0.0797225	total: 1.69s	remaining: 1.35s
555:	learn: 0.0796803	total: 1.69s	remaining: 1.35s
556:	learn: 0.0793790	total: 1.69s	remaining: 1.35s
557:	learn: 0.0793463	total: 1.7s	remaining: 1.34s
558:	learn: 0.0790840	total: 1.7s	remaining: 1.34s
559:	learn: 0.0789003	total: 1.7s	remaining: 1.34s
560:	learn: 0.0786380	total: 1.7s	remaining: 1.33s
561:	learn: 0.0781199	total: 1.71s	remaining: 1.33s
562:	learn: 0.0780830	total: 1.71s	remaining: 1.33s
563:	learn: 0.0778342	total: 1.71s	remaining: 1.32s
564:	learn: 0.0777343	total: 1.71s	remaining: 1.32s
565:	learn: 0.0773611	total: 1.72s	remaining: 1.32s
566:	learn: 0.0772949	total: 1.72s	remaining: 1.31s
567:	learn: 0.0771343	total: 1.72s	remaining: 1.31s
568:	learn: 0.0768539	total: 1.72s	remaining: 1.3s
569:	learn: 0.0766708	total: 1.73s	remaining: 1.3s
570:	learn: 0.0765935	total: 1.73s	remaining: 1.3s
571:	learn: 0.0762446	total: 1.73s	remaining: 1.29s
572:	learn: 0.0759450	total: 1.73s	remaining: 1.29s
573:	learn: 0.0756976	total: 1.74s	remaining: 1.29s
574:	learn: 0.0756056	total: 1.74s	remaining: 1.28s
575:	learn: 0.0752260	total: 1.74s	remaining: 1.28s
576:	learn: 0.0751951	total: 1.74s	remaining: 1.28s
577:	learn: 0.0750556	total: 1.75s	remaining: 1.27s
578:	learn: 0.0750224	total: 1.75s	remaining: 1.27s
579:	learn: 0.0746624	total: 1.75s	remaining: 1.27s
580:	learn: 0.0742973	total: 1.75s	remaining: 1.26s
581:	learn: 0.0739274	total: 1.75s	remaining: 1.26s
582:	learn: 0.0737591	total: 1.76s	remaining: 1.26s
583:	learn: 0.0734830	total: 1.76s	remaining: 1.25s
584:	learn: 0.0732350	total: 1.76s	remaining: 1.25s
585:	learn: 0.0728169	total: 1.77s	remaining: 1.25s
586:	learn: 0.0724945	total: 1.77s	remaining: 1.24s
587:	learn: 0.0723849	total: 1.77s	remaining: 1.24s
588:	learn: 0.0720421	total: 1.77s	remaining: 1.24s
589:	learn: 0.0717903	total: 1.78s	remaining: 1.24s
590:	learn: 0.0714639	total: 1.78s	remaining: 1.23s
591:	learn: 0.0714344	total: 1.78s	remaining: 1.23s
592:	learn: 0.0711385	total: 1.79s	remaining: 1.23s
593:	learn: 0.0709794	total: 1.79s	remaining: 1.22s
594:	learn: 0.0708057	total: 1.79s	remaining: 1.22s
595:	learn: 0.0705479	total: 1.79s	remaining: 1.22s
596:	learn: 0.0701538	total: 1.8s	remaining: 1.21s
597:	learn: 0.0698936	total: 1.8s	remaining: 1.21s
598:	learn: 0.0695535	total: 1.8s	remaining: 1.21s
599:	learn: 0.0694935	total: 1.81s	remaining: 1.2s
600:	learn: 0.0693098	total: 1.81s	remaining: 1.2s
601:	learn: 0.0691536	total: 1.81s	remaining: 1.2s
602:	learn: 0.0688934	total: 1.81s	remaining: 1.19s
603:	learn: 0.0684938	total: 1.82s	remaining: 1.19s
604:	learn: 0.0682640	total: 1.82s	remaining: 1.19s
605:	learn: 0.0681916	total: 1.82s	remaining: 1.18s
606:	learn: 0.0678200	total: 1.82s	remaining: 1.18s
607:	learn: 0.0675138	total: 1.83s	remaining: 1.18s
608:	learn: 0.0671744	total: 1.84s	remaining: 1.18s
609:	learn: 0.0668990	total: 1.88s	remaining: 1.2s
610:	learn: 0.0668608	total: 1.9s	remaining: 1.21s
611:	learn: 0.0667050	total: 1.91s	remaining: 1.21s
612:	learn: 0.0666499	total: 1.92s	remaining: 1.21s
613:	learn: 0.0664124	total: 1.92s	remaining: 1.21s
614:	learn: 0.0660482	total: 1.92s	remaining: 1.2s
615:	learn: 0.0659832	total: 1.92s	remaining: 1.2s
616:	learn: 0.0659397	total: 1.93s	remaining: 1.2s
617:	learn: 0.0657226	total: 1.93s	remaining: 1.19s
618:	learn: 0.0655725	total: 1.93s	remaining: 1.19s
619:	learn: 0.0652850	total: 1.94s	remaining: 1.19s
620:	learn: 0.0652426	total: 1.94s	remaining: 1.18s
621:	learn: 0.0650708	total: 1.94s	remaining: 1.18s
622:	learn: 0.0649986	total: 1.95s	remaining: 1.18s
623:	learn: 0.0649275	total: 1.95s	remaining: 1.17s
624:	learn: 0.0646884	total: 1.95s	remaining: 1.17s
625:	learn: 0.0646286	total: 1.95s	remaining: 1.17s
626:	learn: 0.0643416	total: 1.96s	remaining: 1.16s
627:	learn: 0.0640839	total: 1.96s	remaining: 1.16s
628:	learn: 0.0639666	total: 1.97s	remaining: 1.16s
629:	learn: 0.0639080	total: 1.97s	remaining: 1.16s
630:	learn: 0.0634945	total: 1.98s	remaining: 1.16s
631:	learn: 0.0633054	total: 1.98s	remaining: 1.15s
632:	learn: 0.0631293	total: 1.98s	remaining: 1.15s
633:	learn: 0.0627714	total: 1.98s	remaining: 1.15s
634:	learn: 0.0626639	total: 1.99s	remaining: 1.14s
635:	learn: 0.0623385	total: 1.99s	remaining: 1.14s
636:	learn: 0.0620243	total: 1.99s	remaining: 1.13s
637:	learn: 0.0617640	total: 1.99s	remaining: 1.13s
638:	learn: 0.0617068	total: 2s	remaining: 1.13s
639:	learn: 0.0615264	total: 2s	remaining: 1.12s
640:	learn: 0.0613506	total: 2s	remaining: 1.12s
641:	learn: 0.0612680	total: 2s	remaining: 1.12s
642:	learn: 0.0609918	total: 2s	remaining: 1.11s
643:	learn: 0.0606870	total: 2.01s	remaining: 1.11s
644:	learn: 0.0603327	total: 2.01s	remaining: 1.11s
645:	learn: 0.0602508	total: 2.02s	remaining: 1.1s
646:	learn: 0.0600002	total: 2.02s	remaining: 1.1s
647:	learn: 0.0596755	total: 2.02s	remaining: 1.1s
648:	learn: 0.0594165	total: 2.02s	remaining: 1.09s
649:	learn: 0.0592577	total: 2.02s	remaining: 1.09s
650:	learn: 0.0589929	total: 2.02s	remaining: 1.09s
651:	learn: 0.0588319	total: 2.03s	remaining: 1.08s
652:	learn: 0.0585579	total: 2.03s	remaining: 1.08s
653:	learn: 0.0583928	total: 2.03s	remaining: 1.07s
654:	learn: 0.0582333	total: 2.04s	remaining: 1.07s
655:	learn: 0.0579958	total: 2.04s	remaining: 1.07s
656:	learn: 0.0578169	total: 2.04s	remaining: 1.06s
657:	learn: 0.0574986	total: 2.04s	remaining: 1.06s
658:	learn: 0.0574518	total: 2.04s	remaining: 1.06s
659:	learn: 0.0573926	total: 2.05s	remaining: 1.05s
660:	learn: 0.0571432	total: 2.05s	remaining: 1.05s
661:	learn: 0.0569211	total: 2.05s	remaining: 1.05s
662:	learn: 0.0566335	total: 2.05s	remaining: 1.04s
663:	learn: 0.0564822	total: 2.06s	remaining: 1.04s
664:	learn: 0.0563490	total: 2.06s	remaining: 1.04s
665:	learn: 0.0561517	total: 2.06s	remaining: 1.03s
666:	learn: 0.0559205	total: 2.06s	remaining: 1.03s
667:	learn: 0.0556200	total: 2.06s	remaining: 1.02s
668:	learn: 0.0553747	total: 2.07s	remaining: 1.02s
669:	learn: 0.0550943	total: 2.07s	remaining: 1.02s
670:	learn: 0.0548280	total: 2.07s	remaining: 1.01s
671:	learn: 0.0547998	total: 2.07s	remaining: 1.01s
672:	learn: 0.0545006	total: 2.07s	remaining: 1.01s
673:	learn: 0.0542680	total: 2.08s	remaining: 1s
674:	learn: 0.0542193	total: 2.08s	remaining: 1s
675:	learn: 0.0540236	total: 2.08s	remaining: 997ms
676:	learn: 0.0538232	total: 2.08s	remaining: 994ms
677:	learn: 0.0535745	total: 2.08s	remaining: 990ms
678:	learn: 0.0534229	total: 2.09s	remaining: 987ms
679:	learn: 0.0533748	total: 2.09s	remaining: 983ms
680:	learn: 0.0533429	total: 2.09s	remaining: 980ms
681:	learn: 0.0533155	total: 2.09s	remaining: 976ms
682:	learn: 0.0530954	total: 2.1s	remaining: 973ms
683:	learn: 0.0528577	total: 2.1s	remaining: 970ms
684:	learn: 0.0526370	total: 2.1s	remaining: 967ms
685:	learn: 0.0524255	total: 2.1s	remaining: 963ms
686:	learn: 0.0522958	total: 2.11s	remaining: 960ms
687:	learn: 0.0519995	total: 2.11s	remaining: 958ms
688:	learn: 0.0517855	total: 2.12s	remaining: 957ms
689:	learn: 0.0515669	total: 2.12s	remaining: 954ms
690:	learn: 0.0514381	total: 2.13s	remaining: 951ms
691:	learn: 0.0512298	total: 2.13s	remaining: 947ms
692:	learn: 0.0509938	total: 2.13s	remaining: 945ms
693:	learn: 0.0507184	total: 2.13s	remaining: 942ms
694:	learn: 0.0504845	total: 2.14s	remaining: 938ms
695:	learn: 0.0503883	total: 2.14s	remaining: 935ms
696:	learn: 0.0502573	total: 2.14s	remaining: 931ms
697:	learn: 0.0500350	total: 2.15s	remaining: 928ms
698:	learn: 0.0498927	total: 2.15s	remaining: 925ms
699:	learn: 0.0496454	total: 2.15s	remaining: 922ms
700:	learn: 0.0494332	total: 2.15s	remaining: 919ms
701:	learn: 0.0492696	total: 2.15s	remaining: 915ms
702:	learn: 0.0492526	total: 2.16s	remaining: 912ms
703:	learn: 0.0491419	total: 2.16s	remaining: 909ms
704:	learn: 0.0490521	total: 2.17s	remaining: 906ms
705:	learn: 0.0488884	total: 2.17s	remaining: 903ms
706:	learn: 0.0487550	total: 2.17s	remaining: 900ms
707:	learn: 0.0487303	total: 2.17s	remaining: 897ms
708:	learn: 0.0485015	total: 2.18s	remaining: 894ms
709:	learn: 0.0483430	total: 2.18s	remaining: 891ms
710:	learn: 0.0481855	total: 2.19s	remaining: 888ms
711:	learn: 0.0479987	total: 2.19s	remaining: 885ms
712:	learn: 0.0477829	total: 2.19s	remaining: 884ms
713:	learn: 0.0475666	total: 2.2s	remaining: 881ms
714:	learn: 0.0475400	total: 2.2s	remaining: 879ms
715:	learn: 0.0473431	total: 2.21s	remaining: 877ms
716:	learn: 0.0471748	total: 2.21s	remaining: 874ms
717:	learn: 0.0471495	total: 2.22s	remaining: 871ms
718:	learn: 0.0470064	total: 2.22s	remaining: 869ms
719:	learn: 0.0468556	total: 2.23s	remaining: 866ms
720:	learn: 0.0467921	total: 2.23s	remaining: 863ms
721:	learn: 0.0466050	total: 2.23s	remaining: 860ms
722:	learn: 0.0464535	total: 2.24s	remaining: 858ms
723:	learn: 0.0462737	total: 2.24s	remaining: 855ms
724:	learn: 0.0462483	total: 2.24s	remaining: 851ms
725:	learn: 0.0460602	total: 2.25s	remaining: 851ms
726:	learn: 0.0460361	total: 2.26s	remaining: 847ms
727:	learn: 0.0458430	total: 2.26s	remaining: 844ms
728:	learn: 0.0458208	total: 2.26s	remaining: 841ms
729:	learn: 0.0456038	total: 2.27s	remaining: 839ms
730:	learn: 0.0454405	total: 2.27s	remaining: 836ms
731:	learn: 0.0452710	total: 2.27s	remaining: 833ms
732:	learn: 0.0450840	total: 2.28s	remaining: 830ms
733:	learn: 0.0450207	total: 2.29s	remaining: 829ms
734:	learn: 0.0448144	total: 2.29s	remaining: 827ms
735:	learn: 0.0446371	total: 2.3s	remaining: 825ms
736:	learn: 0.0446098	total: 2.3s	remaining: 821ms
737:	learn: 0.0444704	total: 2.31s	remaining: 818ms
738:	learn: 0.0444431	total: 2.31s	remaining: 817ms
739:	learn: 0.0444073	total: 2.31s	remaining: 813ms
740:	learn: 0.0442171	total: 2.32s	remaining: 810ms
741:	learn: 0.0441680	total: 2.32s	remaining: 807ms
742:	learn: 0.0440803	total: 2.33s	remaining: 805ms
743:	learn: 0.0440637	total: 2.33s	remaining: 802ms
744:	learn: 0.0439312	total: 2.33s	remaining: 798ms
745:	learn: 0.0438131	total: 2.33s	remaining: 795ms
746:	learn: 0.0436572	total: 2.34s	remaining: 792ms
747:	learn: 0.0436236	total: 2.34s	remaining: 789ms
748:	learn: 0.0435190	total: 2.35s	remaining: 786ms
749:	learn: 0.0433863	total: 2.35s	remaining: 782ms
750:	learn: 0.0431819	total: 2.35s	remaining: 780ms
751:	learn: 0.0431439	total: 2.35s	remaining: 777ms
752:	learn: 0.0430369	total: 2.36s	remaining: 773ms
753:	learn: 0.0429651	total: 2.36s	remaining: 770ms
754:	learn: 0.0427814	total: 2.36s	remaining: 766ms
755:	learn: 0.0426172	total: 2.36s	remaining: 763ms
756:	learn: 0.0424834	total: 2.37s	remaining: 759ms
757:	learn: 0.0423004	total: 2.37s	remaining: 756ms
758:	learn: 0.0421509	total: 2.37s	remaining: 753ms
759:	learn: 0.0420820	total: 2.37s	remaining: 750ms
760:	learn: 0.0419814	total: 2.38s	remaining: 746ms
761:	learn: 0.0418695	total: 2.38s	remaining: 744ms
762:	learn: 0.0417246	total: 2.38s	remaining: 740ms
763:	learn: 0.0415057	total: 2.38s	remaining: 737ms
764:	learn: 0.0412844	total: 2.39s	remaining: 733ms
765:	learn: 0.0411444	total: 2.39s	remaining: 731ms
766:	learn: 0.0410546	total: 2.39s	remaining: 727ms
767:	learn: 0.0408122	total: 2.4s	remaining: 724ms
768:	learn: 0.0406777	total: 2.4s	remaining: 720ms
769:	learn: 0.0405832	total: 2.4s	remaining: 717ms
770:	learn: 0.0404340	total: 2.4s	remaining: 713ms
771:	learn: 0.0403681	total: 2.4s	remaining: 710ms
772:	learn: 0.0402191	total: 2.41s	remaining: 707ms
773:	learn: 0.0400622	total: 2.41s	remaining: 704ms
774:	learn: 0.0399174	total: 2.41s	remaining: 701ms
775:	learn: 0.0398071	total: 2.42s	remaining: 697ms
776:	learn: 0.0396803	total: 2.42s	remaining: 694ms
777:	learn: 0.0394949	total: 2.42s	remaining: 691ms
778:	learn: 0.0393314	total: 2.42s	remaining: 688ms
779:	learn: 0.0393043	total: 2.43s	remaining: 684ms
780:	learn: 0.0392804	total: 2.43s	remaining: 681ms
781:	learn: 0.0391304	total: 2.43s	remaining: 678ms
782:	learn: 0.0389882	total: 2.43s	remaining: 674ms
783:	learn: 0.0389458	total: 2.44s	remaining: 671ms
784:	learn: 0.0388001	total: 2.44s	remaining: 668ms
785:	learn: 0.0387401	total: 2.44s	remaining: 665ms
786:	learn: 0.0385340	total: 2.44s	remaining: 661ms
787:	learn: 0.0384614	total: 2.44s	remaining: 658ms
788:	learn: 0.0383048	total: 2.45s	remaining: 654ms
789:	learn: 0.0381359	total: 2.45s	remaining: 651ms
790:	learn: 0.0379578	total: 2.45s	remaining: 648ms
791:	learn: 0.0377658	total: 2.46s	remaining: 645ms
792:	learn: 0.0377148	total: 2.46s	remaining: 641ms
793:	learn: 0.0375863	total: 2.46s	remaining: 638ms
794:	learn: 0.0374280	total: 2.46s	remaining: 635ms
795:	learn: 0.0373346	total: 2.47s	remaining: 632ms
796:	learn: 0.0372273	total: 2.47s	remaining: 629ms
797:	learn: 0.0370906	total: 2.47s	remaining: 626ms
798:	learn: 0.0369278	total: 2.47s	remaining: 622ms
799:	learn: 0.0368731	total: 2.48s	remaining: 619ms
800:	learn: 0.0366224	total: 2.48s	remaining: 615ms
801:	learn: 0.0365861	total: 2.48s	remaining: 612ms
802:	learn: 0.0363736	total: 2.48s	remaining: 610ms
803:	learn: 0.0362074	total: 2.49s	remaining: 606ms
804:	learn: 0.0360991	total: 2.49s	remaining: 603ms
805:	learn: 0.0359441	total: 2.49s	remaining: 600ms
806:	learn: 0.0358574	total: 2.49s	remaining: 596ms
807:	learn: 0.0357745	total: 2.5s	remaining: 593ms
808:	learn: 0.0356264	total: 2.5s	remaining: 590ms
809:	learn: 0.0354910	total: 2.5s	remaining: 587ms
810:	learn: 0.0353867	total: 2.5s	remaining: 583ms
811:	learn: 0.0353570	total: 2.5s	remaining: 580ms
812:	learn: 0.0351942	total: 2.51s	remaining: 577ms
813:	learn: 0.0350718	total: 2.51s	remaining: 574ms
814:	learn: 0.0349588	total: 2.51s	remaining: 570ms
815:	learn: 0.0348115	total: 2.51s	remaining: 567ms
816:	learn: 0.0347196	total: 2.52s	remaining: 564ms
817:	learn: 0.0346105	total: 2.52s	remaining: 561ms
818:	learn: 0.0344934	total: 2.52s	remaining: 557ms
819:	learn: 0.0343059	total: 2.52s	remaining: 554ms
820:	learn: 0.0341555	total: 2.53s	remaining: 551ms
821:	learn: 0.0340769	total: 2.53s	remaining: 548ms
822:	learn: 0.0339577	total: 2.53s	remaining: 545ms
823:	learn: 0.0338771	total: 2.53s	remaining: 541ms
824:	learn: 0.0337218	total: 2.54s	remaining: 538ms
825:	learn: 0.0335773	total: 2.54s	remaining: 535ms
826:	learn: 0.0334670	total: 2.54s	remaining: 532ms
827:	learn: 0.0333592	total: 2.54s	remaining: 528ms
828:	learn: 0.0333345	total: 2.54s	remaining: 525ms
829:	learn: 0.0331980	total: 2.55s	remaining: 522ms
830:	learn: 0.0330376	total: 2.55s	remaining: 518ms
831:	learn: 0.0329695	total: 2.55s	remaining: 516ms
832:	learn: 0.0328417	total: 2.56s	remaining: 513ms
833:	learn: 0.0327314	total: 2.56s	remaining: 509ms
834:	learn: 0.0327138	total: 2.56s	remaining: 506ms
835:	learn: 0.0325926	total: 2.56s	remaining: 503ms
836:	learn: 0.0324233	total: 2.56s	remaining: 500ms
837:	learn: 0.0322785	total: 2.57s	remaining: 496ms
838:	learn: 0.0321857	total: 2.57s	remaining: 493ms
839:	learn: 0.0320457	total: 2.57s	remaining: 490ms
840:	learn: 0.0320313	total: 2.57s	remaining: 487ms
841:	learn: 0.0319658	total: 2.58s	remaining: 483ms
842:	learn: 0.0319411	total: 2.58s	remaining: 480ms
843:	learn: 0.0318562	total: 2.58s	remaining: 477ms
844:	learn: 0.0317614	total: 2.58s	remaining: 474ms
845:	learn: 0.0316883	total: 2.59s	remaining: 471ms
846:	learn: 0.0316549	total: 2.59s	remaining: 468ms
847:	learn: 0.0316333	total: 2.59s	remaining: 465ms
848:	learn: 0.0316037	total: 2.6s	remaining: 462ms
849:	learn: 0.0315325	total: 2.6s	remaining: 458ms
850:	learn: 0.0314086	total: 2.6s	remaining: 455ms
851:	learn: 0.0313122	total: 2.6s	remaining: 452ms
852:	learn: 0.0312367	total: 2.6s	remaining: 449ms
853:	learn: 0.0311108	total: 2.61s	remaining: 446ms
854:	learn: 0.0310388	total: 2.61s	remaining: 442ms
855:	learn: 0.0308817	total: 2.61s	remaining: 440ms
856:	learn: 0.0307704	total: 2.62s	remaining: 437ms
857:	learn: 0.0307330	total: 2.62s	remaining: 434ms
858:	learn: 0.0306125	total: 2.62s	remaining: 430ms
859:	learn: 0.0305555	total: 2.63s	remaining: 428ms
860:	learn: 0.0305214	total: 2.63s	remaining: 425ms
861:	learn: 0.0304292	total: 2.63s	remaining: 421ms
862:	learn: 0.0303384	total: 2.63s	remaining: 418ms
863:	learn: 0.0301973	total: 2.64s	remaining: 415ms
864:	learn: 0.0300846	total: 2.64s	remaining: 412ms
865:	learn: 0.0299404	total: 2.64s	remaining: 409ms
866:	learn: 0.0298427	total: 2.65s	remaining: 406ms
867:	learn: 0.0296827	total: 2.65s	remaining: 403ms
868:	learn: 0.0295695	total: 2.65s	remaining: 400ms
869:	learn: 0.0294592	total: 2.65s	remaining: 397ms
870:	learn: 0.0293390	total: 2.66s	remaining: 393ms
871:	learn: 0.0292346	total: 2.66s	remaining: 390ms
872:	learn: 0.0291619	total: 2.66s	remaining: 387ms
873:	learn: 0.0291223	total: 2.66s	remaining: 384ms
874:	learn: 0.0289891	total: 2.67s	remaining: 381ms
875:	learn: 0.0289437	total: 2.67s	remaining: 378ms
876:	learn: 0.0288329	total: 2.67s	remaining: 375ms
877:	learn: 0.0287580	total: 2.67s	remaining: 372ms
878:	learn: 0.0286446	total: 2.68s	remaining: 368ms
879:	learn: 0.0285751	total: 2.68s	remaining: 365ms
880:	learn: 0.0284079	total: 2.68s	remaining: 362ms
881:	learn: 0.0283867	total: 2.68s	remaining: 359ms
882:	learn: 0.0282744	total: 2.69s	remaining: 356ms
883:	learn: 0.0281701	total: 2.69s	remaining: 353ms
884:	learn: 0.0281279	total: 2.69s	remaining: 350ms
885:	learn: 0.0280685	total: 2.69s	remaining: 347ms
886:	learn: 0.0280487	total: 2.7s	remaining: 344ms
887:	learn: 0.0279727	total: 2.7s	remaining: 340ms
888:	learn: 0.0279473	total: 2.7s	remaining: 337ms
889:	learn: 0.0279290	total: 2.7s	remaining: 334ms
890:	learn: 0.0279026	total: 2.71s	remaining: 331ms
891:	learn: 0.0278237	total: 2.71s	remaining: 328ms
892:	learn: 0.0278054	total: 2.71s	remaining: 325ms
893:	learn: 0.0277908	total: 2.71s	remaining: 322ms
894:	learn: 0.0276649	total: 2.72s	remaining: 319ms
895:	learn: 0.0275632	total: 2.72s	remaining: 316ms
896:	learn: 0.0275043	total: 2.72s	remaining: 312ms
897:	learn: 0.0274888	total: 2.72s	remaining: 309ms
898:	learn: 0.0273648	total: 2.73s	remaining: 307ms
899:	learn: 0.0273368	total: 2.73s	remaining: 304ms
900:	learn: 0.0272209	total: 2.73s	remaining: 301ms
901:	learn: 0.0271065	total: 2.74s	remaining: 297ms
902:	learn: 0.0270025	total: 2.74s	remaining: 295ms
903:	learn: 0.0268847	total: 2.74s	remaining: 291ms
904:	learn: 0.0268373	total: 2.75s	remaining: 288ms
905:	learn: 0.0267211	total: 2.75s	remaining: 285ms
906:	learn: 0.0265871	total: 2.75s	remaining: 282ms
907:	learn: 0.0264793	total: 2.75s	remaining: 279ms
908:	learn: 0.0263449	total: 2.75s	remaining: 276ms
909:	learn: 0.0262335	total: 2.76s	remaining: 273ms
910:	learn: 0.0261190	total: 2.76s	remaining: 270ms
911:	learn: 0.0260403	total: 2.76s	remaining: 267ms
912:	learn: 0.0260221	total: 2.76s	remaining: 263ms
913:	learn: 0.0260126	total: 2.77s	remaining: 260ms
914:	learn: 0.0259820	total: 2.77s	remaining: 257ms
915:	learn: 0.0259230	total: 2.77s	remaining: 254ms
916:	learn: 0.0258304	total: 2.77s	remaining: 251ms
917:	learn: 0.0257107	total: 2.77s	remaining: 248ms
918:	learn: 0.0256186	total: 2.78s	remaining: 245ms
919:	learn: 0.0255415	total: 2.78s	remaining: 242ms
920:	learn: 0.0254756	total: 2.78s	remaining: 239ms
921:	learn: 0.0253881	total: 2.79s	remaining: 236ms
922:	learn: 0.0253390	total: 2.79s	remaining: 233ms
923:	learn: 0.0252143	total: 2.79s	remaining: 229ms
924:	learn: 0.0251526	total: 2.79s	remaining: 226ms
925:	learn: 0.0250927	total: 2.8s	remaining: 224ms
926:	learn: 0.0249762	total: 2.8s	remaining: 221ms
927:	learn: 0.0248741	total: 2.81s	remaining: 218ms
928:	learn: 0.0248202	total: 2.82s	remaining: 215ms
929:	learn: 0.0248064	total: 2.82s	remaining: 212ms
930:	learn: 0.0247105	total: 2.82s	remaining: 209ms
931:	learn: 0.0246879	total: 2.83s	remaining: 206ms
932:	learn: 0.0245654	total: 2.83s	remaining: 203ms
933:	learn: 0.0244638	total: 2.83s	remaining: 200ms
934:	learn: 0.0244166	total: 2.83s	remaining: 197ms
935:	learn: 0.0243818	total: 2.84s	remaining: 194ms
936:	learn: 0.0243513	total: 2.84s	remaining: 191ms
937:	learn: 0.0242490	total: 2.84s	remaining: 188ms
938:	learn: 0.0241982	total: 2.85s	remaining: 185ms
939:	learn: 0.0241743	total: 2.85s	remaining: 182ms
940:	learn: 0.0240721	total: 2.85s	remaining: 179ms
941:	learn: 0.0239786	total: 2.86s	remaining: 176ms
942:	learn: 0.0238866	total: 2.86s	remaining: 173ms
943:	learn: 0.0238135	total: 2.86s	remaining: 170ms
944:	learn: 0.0237661	total: 2.86s	remaining: 167ms
945:	learn: 0.0236944	total: 2.87s	remaining: 164ms
946:	learn: 0.0236161	total: 2.87s	remaining: 161ms
947:	learn: 0.0235283	total: 2.87s	remaining: 158ms
948:	learn: 0.0234862	total: 2.88s	remaining: 155ms
949:	learn: 0.0234074	total: 2.88s	remaining: 152ms
950:	learn: 0.0233726	total: 2.88s	remaining: 149ms
951:	learn: 0.0233096	total: 2.89s	remaining: 146ms
952:	learn: 0.0232196	total: 2.89s	remaining: 143ms
953:	learn: 0.0231306	total: 2.89s	remaining: 139ms
954:	learn: 0.0230608	total: 2.9s	remaining: 136ms
955:	learn: 0.0229730	total: 2.9s	remaining: 133ms
956:	learn: 0.0229402	total: 2.9s	remaining: 130ms
957:	learn: 0.0229237	total: 2.9s	remaining: 127ms
958:	learn: 0.0228278	total: 2.91s	remaining: 124ms
959:	learn: 0.0227248	total: 2.91s	remaining: 121ms
960:	learn: 0.0226937	total: 2.91s	remaining: 118ms
961:	learn: 0.0226154	total: 2.92s	remaining: 115ms
962:	learn: 0.0225488	total: 2.92s	remaining: 112ms
963:	learn: 0.0224263	total: 2.93s	remaining: 109ms
964:	learn: 0.0223805	total: 2.93s	remaining: 106ms
965:	learn: 0.0223011	total: 2.93s	remaining: 103ms
966:	learn: 0.0221995	total: 2.93s	remaining: 100ms
967:	learn: 0.0221237	total: 2.94s	remaining: 97.1ms
968:	learn: 0.0219967	total: 2.94s	remaining: 94.1ms
969:	learn: 0.0219847	total: 2.94s	remaining: 91.1ms
970:	learn: 0.0218911	total: 2.95s	remaining: 88ms
971:	learn: 0.0218752	total: 2.95s	remaining: 85ms
972:	learn: 0.0217954	total: 2.95s	remaining: 81.9ms
973:	learn: 0.0217063	total: 2.96s	remaining: 78.9ms
974:	learn: 0.0216526	total: 2.96s	remaining: 75.9ms
975:	learn: 0.0216341	total: 2.96s	remaining: 72.8ms
976:	learn: 0.0216163	total: 2.96s	remaining: 69.8ms
977:	learn: 0.0215515	total: 2.97s	remaining: 66.7ms
978:	learn: 0.0214497	total: 2.97s	remaining: 63.7ms
979:	learn: 0.0214163	total: 2.97s	remaining: 60.7ms
980:	learn: 0.0213251	total: 2.97s	remaining: 57.6ms
981:	learn: 0.0213137	total: 2.98s	remaining: 54.6ms
982:	learn: 0.0212613	total: 2.98s	remaining: 51.5ms
983:	learn: 0.0211980	total: 2.98s	remaining: 48.5ms
984:	learn: 0.0211448	total: 2.99s	remaining: 45.5ms
985:	learn: 0.0210772	total: 2.99s	remaining: 42.4ms
986:	learn: 0.0210383	total: 2.99s	remaining: 39.4ms
987:	learn: 0.0209460	total: 2.99s	remaining: 36.4ms
988:	learn: 0.0208558	total: 3s	remaining: 33.3ms
989:	learn: 0.0208257	total: 3s	remaining: 30.3ms
990:	learn: 0.0208197	total: 3s	remaining: 27.3ms
991:	learn: 0.0207375	total: 3s	remaining: 24.2ms
992:	learn: 0.0206872	total: 3.01s	remaining: 21.2ms
993:	learn: 0.0206275	total: 3.01s	remaining: 18.2ms
994:	learn: 0.0205448	total: 3.01s	remaining: 15.1ms
995:	learn: 0.0204605	total: 3.02s	remaining: 12.1ms
996:	learn: 0.0204132	total: 3.02s	remaining: 9.08ms
997:	learn: 0.0203359	total: 3.02s	remaining: 6.05ms
998:	learn: 0.0202548	total: 3.02s	remaining: 3.03ms
999:	learn: 0.0201560	total: 3.03s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=3, depth=6, total=   3.7s
[CV] learning_rate=0.03, l2_leaf_reg=3, depth=6 ......................
0:	learn: 0.8636953	total: 11.5ms	remaining: 11.5s
1:	learn: 0.8513651	total: 62.4ms	remaining: 31.2s
2:	learn: 0.8363269	total: 69.5ms	remaining: 23.1s
3:	learn: 0.8220753	total: 79.4ms	remaining: 19.8s
4:	learn: 0.8079360	total: 89.1ms	remaining: 17.7s
5:	learn: 0.7952759	total: 99.3ms	remaining: 16.4s
6:	learn: 0.7834006	total: 109ms	remaining: 15.5s
7:	learn: 0.7709409	total: 113ms	remaining: 14s
8:	learn: 0.7593303	total: 116ms	remaining: 12.7s
9:	learn: 0.7470940	total: 119ms	remaining: 11.8s
10:	learn: 0.7359265	total: 125ms	remaining: 11.3s
11:	learn: 0.7262235	total: 129ms	remaining: 10.6s
12:	learn: 0.7162956	total: 132ms	remaining: 10s
13:	learn: 0.7059363	total: 135ms	remaining: 9.53s
14:	learn: 0.6959702	total: 139ms	remaining: 9.11s
15:	learn: 0.6870648	total: 142ms	remaining: 8.71s
16:	learn: 0.6788035	total: 144ms	remaining: 8.32s
17:	learn: 0.6705968	total: 147ms	remaining: 8s
18:	learn: 0.6601529	total: 149ms	remaining: 7.71s
19:	learn: 0.6498779	total: 152ms	remaining: 7.43s
20:	learn: 0.6404651	total: 156ms	remaining: 7.25s
21:	learn: 0.6308878	total: 158ms	remaining: 7.04s
22:	learn: 0.6219908	total: 162ms	remaining: 6.86s
23:	learn: 0.6139412	total: 164ms	remaining: 6.67s
24:	learn: 0.6059704	total: 167ms	remaining: 6.51s
25:	learn: 0.5984026	total: 170ms	remaining: 6.37s
26:	learn: 0.5907915	total: 174ms	remaining: 6.27s
27:	learn: 0.5837096	total: 176ms	remaining: 6.12s
28:	learn: 0.5770326	total: 180ms	remaining: 6.04s
29:	learn: 0.5705937	total: 185ms	remaining: 5.98s
30:	learn: 0.5642251	total: 189ms	remaining: 5.91s
31:	learn: 0.5576611	total: 192ms	remaining: 5.81s
32:	learn: 0.5518331	total: 195ms	remaining: 5.7s
33:	learn: 0.5459639	total: 198ms	remaining: 5.62s
34:	learn: 0.5401249	total: 200ms	remaining: 5.52s
35:	learn: 0.5347854	total: 203ms	remaining: 5.43s
36:	learn: 0.5294933	total: 206ms	remaining: 5.36s
37:	learn: 0.5245017	total: 209ms	remaining: 5.29s
38:	learn: 0.5182602	total: 213ms	remaining: 5.25s
39:	learn: 0.5136528	total: 216ms	remaining: 5.18s
40:	learn: 0.5086560	total: 218ms	remaining: 5.1s
41:	learn: 0.5036039	total: 221ms	remaining: 5.03s
42:	learn: 0.4991464	total: 223ms	remaining: 4.97s
43:	learn: 0.4942379	total: 226ms	remaining: 4.91s
44:	learn: 0.4900061	total: 228ms	remaining: 4.84s
45:	learn: 0.4857825	total: 231ms	remaining: 4.78s
46:	learn: 0.4811863	total: 233ms	remaining: 4.72s
47:	learn: 0.4771294	total: 235ms	remaining: 4.66s
48:	learn: 0.4731394	total: 237ms	remaining: 4.6s
49:	learn: 0.4692831	total: 240ms	remaining: 4.56s
50:	learn: 0.4651129	total: 242ms	remaining: 4.5s
51:	learn: 0.4612781	total: 244ms	remaining: 4.44s
52:	learn: 0.4575122	total: 246ms	remaining: 4.39s
53:	learn: 0.4541470	total: 248ms	remaining: 4.35s
54:	learn: 0.4512599	total: 250ms	remaining: 4.3s
55:	learn: 0.4481996	total: 252ms	remaining: 4.25s
56:	learn: 0.4449091	total: 255ms	remaining: 4.22s
57:	learn: 0.4415724	total: 257ms	remaining: 4.18s
58:	learn: 0.4387300	total: 259ms	remaining: 4.14s
59:	learn: 0.4360079	total: 261ms	remaining: 4.09s
60:	learn: 0.4330077	total: 264ms	remaining: 4.06s
61:	learn: 0.4304423	total: 266ms	remaining: 4.02s
62:	learn: 0.4271045	total: 268ms	remaining: 3.98s
63:	learn: 0.4240392	total: 270ms	remaining: 3.95s
64:	learn: 0.4210986	total: 273ms	remaining: 3.92s
65:	learn: 0.4180026	total: 275ms	remaining: 3.89s
66:	learn: 0.4153136	total: 277ms	remaining: 3.85s
67:	learn: 0.4130863	total: 279ms	remaining: 3.82s
68:	learn: 0.4108496	total: 281ms	remaining: 3.79s
69:	learn: 0.4090096	total: 283ms	remaining: 3.75s
70:	learn: 0.4057334	total: 285ms	remaining: 3.73s
71:	learn: 0.4033975	total: 287ms	remaining: 3.7s
72:	learn: 0.4011454	total: 289ms	remaining: 3.67s
73:	learn: 0.3991846	total: 292ms	remaining: 3.65s
74:	learn: 0.3969677	total: 294ms	remaining: 3.62s
75:	learn: 0.3948522	total: 296ms	remaining: 3.6s
76:	learn: 0.3922632	total: 300ms	remaining: 3.59s
77:	learn: 0.3900793	total: 304ms	remaining: 3.59s
78:	learn: 0.3884933	total: 306ms	remaining: 3.57s
79:	learn: 0.3870740	total: 308ms	remaining: 3.54s
80:	learn: 0.3854457	total: 310ms	remaining: 3.52s
81:	learn: 0.3836783	total: 312ms	remaining: 3.5s
82:	learn: 0.3816153	total: 316ms	remaining: 3.49s
83:	learn: 0.3795899	total: 318ms	remaining: 3.46s
84:	learn: 0.3774984	total: 320ms	remaining: 3.44s
85:	learn: 0.3750835	total: 322ms	remaining: 3.42s
86:	learn: 0.3732480	total: 325ms	remaining: 3.41s
87:	learn: 0.3714524	total: 328ms	remaining: 3.4s
88:	learn: 0.3696702	total: 332ms	remaining: 3.39s
89:	learn: 0.3677560	total: 334ms	remaining: 3.37s
90:	learn: 0.3661927	total: 336ms	remaining: 3.35s
91:	learn: 0.3643805	total: 338ms	remaining: 3.33s
92:	learn: 0.3627466	total: 340ms	remaining: 3.31s
93:	learn: 0.3609604	total: 342ms	remaining: 3.29s
94:	learn: 0.3590082	total: 346ms	remaining: 3.29s
95:	learn: 0.3571402	total: 347ms	remaining: 3.27s
96:	learn: 0.3553976	total: 350ms	remaining: 3.26s
97:	learn: 0.3536095	total: 352ms	remaining: 3.24s
98:	learn: 0.3517694	total: 354ms	remaining: 3.22s
99:	learn: 0.3502716	total: 356ms	remaining: 3.21s
100:	learn: 0.3479415	total: 359ms	remaining: 3.19s
101:	learn: 0.3460373	total: 361ms	remaining: 3.18s
102:	learn: 0.3446690	total: 363ms	remaining: 3.16s
103:	learn: 0.3425337	total: 365ms	remaining: 3.15s
104:	learn: 0.3418171	total: 367ms	remaining: 3.13s
105:	learn: 0.3400448	total: 369ms	remaining: 3.12s
106:	learn: 0.3385117	total: 371ms	remaining: 3.1s
107:	learn: 0.3363287	total: 374ms	remaining: 3.09s
108:	learn: 0.3351019	total: 376ms	remaining: 3.07s
109:	learn: 0.3337852	total: 379ms	remaining: 3.06s
110:	learn: 0.3323910	total: 380ms	remaining: 3.05s
111:	learn: 0.3310639	total: 383ms	remaining: 3.03s
112:	learn: 0.3292850	total: 385ms	remaining: 3.02s
113:	learn: 0.3280682	total: 388ms	remaining: 3.02s
114:	learn: 0.3267885	total: 391ms	remaining: 3.01s
115:	learn: 0.3254987	total: 394ms	remaining: 3s
116:	learn: 0.3241369	total: 396ms	remaining: 2.99s
117:	learn: 0.3221859	total: 397ms	remaining: 2.97s
118:	learn: 0.3211499	total: 400ms	remaining: 2.96s
119:	learn: 0.3202102	total: 403ms	remaining: 2.95s
120:	learn: 0.3192684	total: 405ms	remaining: 2.94s
121:	learn: 0.3182006	total: 407ms	remaining: 2.93s
122:	learn: 0.3173330	total: 409ms	remaining: 2.92s
123:	learn: 0.3163307	total: 411ms	remaining: 2.9s
124:	learn: 0.3151622	total: 413ms	remaining: 2.89s
125:	learn: 0.3137735	total: 416ms	remaining: 2.88s
126:	learn: 0.3122487	total: 418ms	remaining: 2.88s
127:	learn: 0.3110052	total: 420ms	remaining: 2.86s
128:	learn: 0.3102575	total: 422ms	remaining: 2.85s
129:	learn: 0.3093684	total: 424ms	remaining: 2.84s
130:	learn: 0.3085811	total: 427ms	remaining: 2.83s
131:	learn: 0.3071033	total: 429ms	remaining: 2.82s
132:	learn: 0.3062699	total: 431ms	remaining: 2.81s
133:	learn: 0.3053925	total: 434ms	remaining: 2.8s
134:	learn: 0.3040289	total: 436ms	remaining: 2.79s
135:	learn: 0.3028254	total: 438ms	remaining: 2.79s
136:	learn: 0.3014051	total: 440ms	remaining: 2.77s
137:	learn: 0.3003276	total: 443ms	remaining: 2.76s
138:	learn: 0.2994115	total: 445ms	remaining: 2.75s
139:	learn: 0.2983030	total: 447ms	remaining: 2.75s
140:	learn: 0.2971488	total: 450ms	remaining: 2.74s
141:	learn: 0.2963909	total: 452ms	remaining: 2.73s
142:	learn: 0.2954886	total: 454ms	remaining: 2.72s
143:	learn: 0.2945338	total: 456ms	remaining: 2.71s
144:	learn: 0.2935677	total: 458ms	remaining: 2.7s
145:	learn: 0.2927894	total: 462ms	remaining: 2.7s
146:	learn: 0.2917574	total: 464ms	remaining: 2.69s
147:	learn: 0.2908735	total: 468ms	remaining: 2.69s
148:	learn: 0.2898756	total: 470ms	remaining: 2.68s
149:	learn: 0.2886425	total: 472ms	remaining: 2.67s
150:	learn: 0.2871798	total: 477ms	remaining: 2.68s
151:	learn: 0.2860453	total: 481ms	remaining: 2.68s
152:	learn: 0.2848612	total: 483ms	remaining: 2.67s
153:	learn: 0.2835976	total: 485ms	remaining: 2.67s
154:	learn: 0.2827987	total: 488ms	remaining: 2.66s
155:	learn: 0.2819522	total: 493ms	remaining: 2.67s
156:	learn: 0.2808902	total: 495ms	remaining: 2.66s
157:	learn: 0.2800690	total: 497ms	remaining: 2.65s
158:	learn: 0.2790303	total: 499ms	remaining: 2.64s
159:	learn: 0.2782689	total: 501ms	remaining: 2.63s
160:	learn: 0.2776118	total: 504ms	remaining: 2.62s
161:	learn: 0.2766694	total: 507ms	remaining: 2.62s
162:	learn: 0.2756457	total: 510ms	remaining: 2.62s
163:	learn: 0.2746587	total: 513ms	remaining: 2.61s
164:	learn: 0.2737549	total: 515ms	remaining: 2.61s
165:	learn: 0.2725580	total: 521ms	remaining: 2.62s
166:	learn: 0.2710319	total: 523ms	remaining: 2.61s
167:	learn: 0.2699839	total: 525ms	remaining: 2.6s
168:	learn: 0.2688560	total: 527ms	remaining: 2.59s
169:	learn: 0.2677913	total: 529ms	remaining: 2.58s
170:	learn: 0.2668151	total: 535ms	remaining: 2.6s
171:	learn: 0.2661049	total: 538ms	remaining: 2.59s
172:	learn: 0.2654823	total: 540ms	remaining: 2.58s
173:	learn: 0.2648857	total: 542ms	remaining: 2.57s
174:	learn: 0.2637296	total: 544ms	remaining: 2.56s
175:	learn: 0.2629687	total: 550ms	remaining: 2.58s
176:	learn: 0.2625030	total: 555ms	remaining: 2.58s
177:	learn: 0.2620530	total: 558ms	remaining: 2.58s
178:	learn: 0.2614490	total: 560ms	remaining: 2.57s
179:	learn: 0.2607017	total: 565ms	remaining: 2.57s
180:	learn: 0.2596279	total: 567ms	remaining: 2.57s
181:	learn: 0.2590631	total: 570ms	remaining: 2.56s
182:	learn: 0.2580060	total: 576ms	remaining: 2.57s
183:	learn: 0.2572912	total: 579ms	remaining: 2.57s
184:	learn: 0.2567730	total: 581ms	remaining: 2.56s
185:	learn: 0.2559571	total: 583ms	remaining: 2.55s
186:	learn: 0.2554050	total: 585ms	remaining: 2.54s
187:	learn: 0.2548096	total: 591ms	remaining: 2.55s
188:	learn: 0.2540671	total: 594ms	remaining: 2.55s
189:	learn: 0.2538697	total: 595ms	remaining: 2.54s
190:	learn: 0.2528460	total: 598ms	remaining: 2.53s
191:	learn: 0.2519408	total: 600ms	remaining: 2.53s
192:	learn: 0.2513378	total: 606ms	remaining: 2.54s
193:	learn: 0.2507964	total: 608ms	remaining: 2.53s
194:	learn: 0.2499429	total: 611ms	remaining: 2.52s
195:	learn: 0.2495352	total: 612ms	remaining: 2.51s
196:	learn: 0.2484941	total: 615ms	remaining: 2.5s
197:	learn: 0.2479635	total: 619ms	remaining: 2.51s
198:	learn: 0.2470384	total: 622ms	remaining: 2.5s
199:	learn: 0.2464554	total: 625ms	remaining: 2.5s
200:	learn: 0.2455473	total: 627ms	remaining: 2.49s
201:	learn: 0.2447116	total: 629ms	remaining: 2.48s
202:	learn: 0.2442766	total: 633ms	remaining: 2.49s
203:	learn: 0.2431080	total: 636ms	remaining: 2.48s
204:	learn: 0.2423681	total: 638ms	remaining: 2.47s
205:	learn: 0.2414702	total: 640ms	remaining: 2.47s
206:	learn: 0.2410324	total: 642ms	remaining: 2.46s
207:	learn: 0.2401721	total: 644ms	remaining: 2.45s
208:	learn: 0.2396889	total: 647ms	remaining: 2.45s
209:	learn: 0.2382908	total: 650ms	remaining: 2.44s
210:	learn: 0.2377922	total: 652ms	remaining: 2.44s
211:	learn: 0.2368657	total: 654ms	remaining: 2.43s
212:	learn: 0.2364458	total: 657ms	remaining: 2.43s
213:	learn: 0.2357851	total: 660ms	remaining: 2.42s
214:	learn: 0.2351555	total: 664ms	remaining: 2.42s
215:	learn: 0.2342276	total: 666ms	remaining: 2.42s
216:	learn: 0.2335337	total: 668ms	remaining: 2.41s
217:	learn: 0.2324558	total: 670ms	remaining: 2.4s
218:	learn: 0.2316990	total: 672ms	remaining: 2.4s
219:	learn: 0.2308356	total: 676ms	remaining: 2.4s
220:	learn: 0.2303238	total: 679ms	remaining: 2.39s
221:	learn: 0.2295037	total: 680ms	remaining: 2.38s
222:	learn: 0.2289140	total: 683ms	remaining: 2.38s
223:	learn: 0.2282238	total: 684ms	remaining: 2.37s
224:	learn: 0.2273226	total: 686ms	remaining: 2.36s
225:	learn: 0.2261815	total: 691ms	remaining: 2.37s
226:	learn: 0.2253178	total: 693ms	remaining: 2.36s
227:	learn: 0.2248972	total: 695ms	remaining: 2.35s
228:	learn: 0.2242824	total: 698ms	remaining: 2.35s
229:	learn: 0.2235726	total: 700ms	remaining: 2.34s
230:	learn: 0.2228688	total: 703ms	remaining: 2.34s
231:	learn: 0.2218933	total: 706ms	remaining: 2.34s
232:	learn: 0.2210377	total: 708ms	remaining: 2.33s
233:	learn: 0.2204213	total: 710ms	remaining: 2.33s
234:	learn: 0.2191865	total: 712ms	remaining: 2.32s
235:	learn: 0.2186295	total: 715ms	remaining: 2.31s
236:	learn: 0.2178918	total: 718ms	remaining: 2.31s
237:	learn: 0.2174252	total: 720ms	remaining: 2.31s
238:	learn: 0.2168876	total: 722ms	remaining: 2.3s
239:	learn: 0.2162030	total: 725ms	remaining: 2.29s
240:	learn: 0.2154021	total: 727ms	remaining: 2.29s
241:	learn: 0.2146020	total: 729ms	remaining: 2.28s
242:	learn: 0.2137121	total: 731ms	remaining: 2.28s
243:	learn: 0.2129052	total: 735ms	remaining: 2.28s
244:	learn: 0.2120460	total: 737ms	remaining: 2.27s
245:	learn: 0.2115371	total: 740ms	remaining: 2.27s
246:	learn: 0.2110616	total: 742ms	remaining: 2.26s
247:	learn: 0.2104067	total: 744ms	remaining: 2.26s
248:	learn: 0.2099466	total: 748ms	remaining: 2.26s
249:	learn: 0.2093604	total: 751ms	remaining: 2.25s
250:	learn: 0.2083046	total: 753ms	remaining: 2.25s
251:	learn: 0.2076327	total: 755ms	remaining: 2.24s
252:	learn: 0.2071009	total: 757ms	remaining: 2.23s
253:	learn: 0.2066648	total: 759ms	remaining: 2.23s
254:	learn: 0.2057967	total: 762ms	remaining: 2.23s
255:	learn: 0.2052243	total: 765ms	remaining: 2.22s
256:	learn: 0.2047843	total: 767ms	remaining: 2.22s
257:	learn: 0.2039028	total: 769ms	remaining: 2.21s
258:	learn: 0.2034127	total: 770ms	remaining: 2.2s
259:	learn: 0.2030148	total: 773ms	remaining: 2.2s
260:	learn: 0.2022967	total: 775ms	remaining: 2.19s
261:	learn: 0.2019095	total: 778ms	remaining: 2.19s
262:	learn: 0.2015378	total: 780ms	remaining: 2.19s
263:	learn: 0.2007755	total: 782ms	remaining: 2.18s
264:	learn: 0.2003614	total: 784ms	remaining: 2.17s
265:	learn: 0.1999569	total: 786ms	remaining: 2.17s
266:	learn: 0.1991865	total: 790ms	remaining: 2.17s
267:	learn: 0.1984903	total: 793ms	remaining: 2.16s
268:	learn: 0.1976934	total: 795ms	remaining: 2.16s
269:	learn: 0.1969625	total: 797ms	remaining: 2.15s
270:	learn: 0.1963356	total: 799ms	remaining: 2.15s
271:	learn: 0.1956614	total: 801ms	remaining: 2.14s
272:	learn: 0.1948068	total: 803ms	remaining: 2.14s
273:	learn: 0.1944243	total: 806ms	remaining: 2.14s
274:	learn: 0.1936846	total: 808ms	remaining: 2.13s
275:	learn: 0.1929302	total: 810ms	remaining: 2.13s
276:	learn: 0.1925032	total: 812ms	remaining: 2.12s
277:	learn: 0.1918095	total: 814ms	remaining: 2.12s
278:	learn: 0.1912343	total: 816ms	remaining: 2.11s
279:	learn: 0.1906271	total: 818ms	remaining: 2.1s
280:	learn: 0.1901790	total: 821ms	remaining: 2.1s
281:	learn: 0.1896026	total: 823ms	remaining: 2.1s
282:	learn: 0.1889771	total: 826ms	remaining: 2.09s
283:	learn: 0.1886792	total: 828ms	remaining: 2.09s
284:	learn: 0.1879499	total: 830ms	remaining: 2.08s
285:	learn: 0.1876509	total: 833ms	remaining: 2.08s
286:	learn: 0.1871213	total: 836ms	remaining: 2.08s
287:	learn: 0.1860178	total: 838ms	remaining: 2.07s
288:	learn: 0.1849999	total: 840ms	remaining: 2.07s
289:	learn: 0.1842944	total: 842ms	remaining: 2.06s
290:	learn: 0.1834184	total: 844ms	remaining: 2.06s
291:	learn: 0.1826970	total: 846ms	remaining: 2.05s
292:	learn: 0.1822970	total: 849ms	remaining: 2.05s
293:	learn: 0.1816652	total: 852ms	remaining: 2.04s
294:	learn: 0.1810832	total: 854ms	remaining: 2.04s
295:	learn: 0.1802350	total: 856ms	remaining: 2.04s
296:	learn: 0.1794853	total: 858ms	remaining: 2.03s
297:	learn: 0.1789582	total: 860ms	remaining: 2.03s
298:	learn: 0.1780767	total: 862ms	remaining: 2.02s
299:	learn: 0.1776648	total: 864ms	remaining: 2.02s
300:	learn: 0.1766669	total: 867ms	remaining: 2.01s
301:	learn: 0.1762007	total: 869ms	remaining: 2.01s
302:	learn: 0.1755151	total: 871ms	remaining: 2s
303:	learn: 0.1746321	total: 873ms	remaining: 2s
304:	learn: 0.1739886	total: 875ms	remaining: 1.99s
305:	learn: 0.1733967	total: 877ms	remaining: 1.99s
306:	learn: 0.1725086	total: 879ms	remaining: 1.99s
307:	learn: 0.1723406	total: 881ms	remaining: 1.98s
308:	learn: 0.1715325	total: 883ms	remaining: 1.97s
309:	learn: 0.1713680	total: 884ms	remaining: 1.97s
310:	learn: 0.1708004	total: 886ms	remaining: 1.96s
311:	learn: 0.1702692	total: 888ms	remaining: 1.96s
312:	learn: 0.1697060	total: 890ms	remaining: 1.95s
313:	learn: 0.1689381	total: 892ms	remaining: 1.95s
314:	learn: 0.1681796	total: 895ms	remaining: 1.95s
315:	learn: 0.1673343	total: 897ms	remaining: 1.94s
316:	learn: 0.1666962	total: 899ms	remaining: 1.94s
317:	learn: 0.1660248	total: 901ms	remaining: 1.93s
318:	learn: 0.1657934	total: 903ms	remaining: 1.93s
319:	learn: 0.1656860	total: 905ms	remaining: 1.92s
320:	learn: 0.1650934	total: 907ms	remaining: 1.92s
321:	learn: 0.1645747	total: 909ms	remaining: 1.91s
322:	learn: 0.1639965	total: 911ms	remaining: 1.91s
323:	learn: 0.1634344	total: 914ms	remaining: 1.91s
324:	learn: 0.1625307	total: 916ms	remaining: 1.9s
325:	learn: 0.1623963	total: 917ms	remaining: 1.9s
326:	learn: 0.1620617	total: 919ms	remaining: 1.89s
327:	learn: 0.1614623	total: 923ms	remaining: 1.89s
328:	learn: 0.1613161	total: 924ms	remaining: 1.88s
329:	learn: 0.1611004	total: 926ms	remaining: 1.88s
330:	learn: 0.1603980	total: 928ms	remaining: 1.88s
331:	learn: 0.1602234	total: 930ms	remaining: 1.87s
332:	learn: 0.1594412	total: 932ms	remaining: 1.87s
333:	learn: 0.1591554	total: 934ms	remaining: 1.86s
334:	learn: 0.1586287	total: 938ms	remaining: 1.86s
335:	learn: 0.1580636	total: 940ms	remaining: 1.86s
336:	learn: 0.1576652	total: 942ms	remaining: 1.85s
337:	learn: 0.1571429	total: 944ms	remaining: 1.85s
338:	learn: 0.1567528	total: 946ms	remaining: 1.84s
339:	learn: 0.1560096	total: 948ms	remaining: 1.84s
340:	learn: 0.1556131	total: 952ms	remaining: 1.84s
341:	learn: 0.1551917	total: 954ms	remaining: 1.83s
342:	learn: 0.1547112	total: 956ms	remaining: 1.83s
343:	learn: 0.1546111	total: 958ms	remaining: 1.83s
344:	learn: 0.1541061	total: 961ms	remaining: 1.82s
345:	learn: 0.1533824	total: 963ms	remaining: 1.82s
346:	learn: 0.1528839	total: 965ms	remaining: 1.81s
347:	learn: 0.1521981	total: 968ms	remaining: 1.81s
348:	learn: 0.1516811	total: 972ms	remaining: 1.81s
349:	learn: 0.1511726	total: 974ms	remaining: 1.81s
350:	learn: 0.1509369	total: 976ms	remaining: 1.8s
351:	learn: 0.1507178	total: 978ms	remaining: 1.8s
352:	learn: 0.1503658	total: 981ms	remaining: 1.8s
353:	learn: 0.1502378	total: 982ms	remaining: 1.79s
354:	learn: 0.1497806	total: 985ms	remaining: 1.79s
355:	learn: 0.1491207	total: 988ms	remaining: 1.79s
356:	learn: 0.1484400	total: 990ms	remaining: 1.78s
357:	learn: 0.1478004	total: 992ms	remaining: 1.78s
358:	learn: 0.1471544	total: 994ms	remaining: 1.77s
359:	learn: 0.1464025	total: 997ms	remaining: 1.77s
360:	learn: 0.1458268	total: 1000ms	remaining: 1.77s
361:	learn: 0.1454783	total: 1s	remaining: 1.77s
362:	learn: 0.1451069	total: 1s	remaining: 1.76s
363:	learn: 0.1446302	total: 1.01s	remaining: 1.76s
364:	learn: 0.1442204	total: 1.01s	remaining: 1.75s
365:	learn: 0.1438834	total: 1.01s	remaining: 1.75s
366:	learn: 0.1437769	total: 1.01s	remaining: 1.75s
367:	learn: 0.1436426	total: 1.02s	remaining: 1.75s
368:	learn: 0.1430194	total: 1.02s	remaining: 1.74s
369:	learn: 0.1426255	total: 1.02s	remaining: 1.74s
370:	learn: 0.1422320	total: 1.02s	remaining: 1.74s
371:	learn: 0.1421168	total: 1.02s	remaining: 1.73s
372:	learn: 0.1414820	total: 1.03s	remaining: 1.73s
373:	learn: 0.1408882	total: 1.03s	remaining: 1.72s
374:	learn: 0.1402291	total: 1.03s	remaining: 1.72s
375:	learn: 0.1400530	total: 1.03s	remaining: 1.72s
376:	learn: 0.1397102	total: 1.04s	remaining: 1.71s
377:	learn: 0.1393821	total: 1.04s	remaining: 1.71s
378:	learn: 0.1390238	total: 1.04s	remaining: 1.71s
379:	learn: 0.1387762	total: 1.04s	remaining: 1.7s
380:	learn: 0.1385482	total: 1.05s	remaining: 1.7s
381:	learn: 0.1384409	total: 1.05s	remaining: 1.7s
382:	learn: 0.1376374	total: 1.05s	remaining: 1.69s
383:	learn: 0.1375442	total: 1.05s	remaining: 1.69s
384:	learn: 0.1373758	total: 1.05s	remaining: 1.68s
385:	learn: 0.1368081	total: 1.06s	remaining: 1.68s
386:	learn: 0.1363726	total: 1.06s	remaining: 1.68s
387:	learn: 0.1356638	total: 1.06s	remaining: 1.67s
388:	learn: 0.1354707	total: 1.06s	remaining: 1.67s
389:	learn: 0.1351199	total: 1.07s	remaining: 1.67s
390:	learn: 0.1346619	total: 1.07s	remaining: 1.66s
391:	learn: 0.1345516	total: 1.07s	remaining: 1.66s
392:	learn: 0.1339396	total: 1.07s	remaining: 1.66s
393:	learn: 0.1337074	total: 1.08s	remaining: 1.66s
394:	learn: 0.1333978	total: 1.08s	remaining: 1.65s
395:	learn: 0.1328768	total: 1.08s	remaining: 1.65s
396:	learn: 0.1326768	total: 1.08s	remaining: 1.64s
397:	learn: 0.1319135	total: 1.09s	remaining: 1.65s
398:	learn: 0.1313591	total: 1.09s	remaining: 1.65s
399:	learn: 0.1309399	total: 1.09s	remaining: 1.64s
400:	learn: 0.1306416	total: 1.1s	remaining: 1.65s
401:	learn: 0.1300760	total: 1.11s	remaining: 1.65s
402:	learn: 0.1299920	total: 1.11s	remaining: 1.64s
403:	learn: 0.1296398	total: 1.11s	remaining: 1.64s
404:	learn: 0.1292152	total: 1.11s	remaining: 1.63s
405:	learn: 0.1290765	total: 1.12s	remaining: 1.63s
406:	learn: 0.1286569	total: 1.12s	remaining: 1.63s
407:	learn: 0.1282497	total: 1.12s	remaining: 1.63s
408:	learn: 0.1277305	total: 1.12s	remaining: 1.63s
409:	learn: 0.1272805	total: 1.13s	remaining: 1.62s
410:	learn: 0.1266831	total: 1.13s	remaining: 1.62s
411:	learn: 0.1264901	total: 1.13s	remaining: 1.62s
412:	learn: 0.1258933	total: 1.13s	remaining: 1.61s
413:	learn: 0.1257429	total: 1.14s	remaining: 1.61s
414:	learn: 0.1255964	total: 1.14s	remaining: 1.6s
415:	learn: 0.1255107	total: 1.14s	remaining: 1.6s
416:	learn: 0.1248713	total: 1.14s	remaining: 1.59s
417:	learn: 0.1245708	total: 1.14s	remaining: 1.59s
418:	learn: 0.1244165	total: 1.15s	remaining: 1.59s
419:	learn: 0.1240023	total: 1.15s	remaining: 1.58s
420:	learn: 0.1234985	total: 1.15s	remaining: 1.58s
421:	learn: 0.1232739	total: 1.15s	remaining: 1.58s
422:	learn: 0.1226402	total: 1.15s	remaining: 1.57s
423:	learn: 0.1225684	total: 1.16s	remaining: 1.57s
424:	learn: 0.1221034	total: 1.16s	remaining: 1.57s
425:	learn: 0.1216313	total: 1.16s	remaining: 1.56s
426:	learn: 0.1211455	total: 1.16s	remaining: 1.56s
427:	learn: 0.1207065	total: 1.17s	remaining: 1.56s
428:	learn: 0.1203600	total: 1.17s	remaining: 1.55s
429:	learn: 0.1199509	total: 1.17s	remaining: 1.55s
430:	learn: 0.1194993	total: 1.17s	remaining: 1.55s
431:	learn: 0.1189364	total: 1.17s	remaining: 1.54s
432:	learn: 0.1186576	total: 1.18s	remaining: 1.54s
433:	learn: 0.1179382	total: 1.18s	remaining: 1.54s
434:	learn: 0.1175250	total: 1.18s	remaining: 1.53s
435:	learn: 0.1169800	total: 1.18s	remaining: 1.53s
436:	learn: 0.1164911	total: 1.19s	remaining: 1.53s
437:	learn: 0.1159499	total: 1.19s	remaining: 1.52s
438:	learn: 0.1155705	total: 1.19s	remaining: 1.52s
439:	learn: 0.1150097	total: 1.19s	remaining: 1.52s
440:	learn: 0.1144815	total: 1.19s	remaining: 1.51s
441:	learn: 0.1141328	total: 1.2s	remaining: 1.51s
442:	learn: 0.1138379	total: 1.2s	remaining: 1.51s
443:	learn: 0.1135675	total: 1.2s	remaining: 1.5s
444:	learn: 0.1131595	total: 1.2s	remaining: 1.5s
445:	learn: 0.1127433	total: 1.21s	remaining: 1.5s
446:	learn: 0.1125313	total: 1.21s	remaining: 1.5s
447:	learn: 0.1120992	total: 1.21s	remaining: 1.49s
448:	learn: 0.1116208	total: 1.21s	remaining: 1.49s
449:	learn: 0.1115470	total: 1.22s	remaining: 1.49s
450:	learn: 0.1112560	total: 1.22s	remaining: 1.48s
451:	learn: 0.1110490	total: 1.22s	remaining: 1.48s
452:	learn: 0.1107243	total: 1.22s	remaining: 1.48s
453:	learn: 0.1105496	total: 1.23s	remaining: 1.47s
454:	learn: 0.1102526	total: 1.23s	remaining: 1.47s
455:	learn: 0.1100711	total: 1.23s	remaining: 1.47s
456:	learn: 0.1096698	total: 1.23s	remaining: 1.47s
457:	learn: 0.1090923	total: 1.24s	remaining: 1.46s
458:	learn: 0.1087278	total: 1.24s	remaining: 1.46s
459:	learn: 0.1083657	total: 1.24s	remaining: 1.46s
460:	learn: 0.1078306	total: 1.24s	remaining: 1.45s
461:	learn: 0.1076771	total: 1.24s	remaining: 1.45s
462:	learn: 0.1072348	total: 1.25s	remaining: 1.45s
463:	learn: 0.1068371	total: 1.25s	remaining: 1.44s
464:	learn: 0.1062585	total: 1.25s	remaining: 1.44s
465:	learn: 0.1059331	total: 1.25s	remaining: 1.44s
466:	learn: 0.1055205	total: 1.25s	remaining: 1.43s
467:	learn: 0.1050481	total: 1.26s	remaining: 1.43s
468:	learn: 0.1047071	total: 1.26s	remaining: 1.43s
469:	learn: 0.1043655	total: 1.26s	remaining: 1.42s
470:	learn: 0.1040437	total: 1.27s	remaining: 1.42s
471:	learn: 0.1037092	total: 1.27s	remaining: 1.42s
472:	learn: 0.1033241	total: 1.27s	remaining: 1.42s
473:	learn: 0.1029998	total: 1.27s	remaining: 1.41s
474:	learn: 0.1026742	total: 1.27s	remaining: 1.41s
475:	learn: 0.1023693	total: 1.28s	remaining: 1.41s
476:	learn: 0.1021706	total: 1.28s	remaining: 1.4s
477:	learn: 0.1018880	total: 1.28s	remaining: 1.4s
478:	learn: 0.1016819	total: 1.28s	remaining: 1.4s
479:	learn: 0.1013528	total: 1.29s	remaining: 1.4s
480:	learn: 0.1011405	total: 1.29s	remaining: 1.39s
481:	learn: 0.1006997	total: 1.29s	remaining: 1.39s
482:	learn: 0.1006436	total: 1.29s	remaining: 1.39s
483:	learn: 0.1002549	total: 1.3s	remaining: 1.38s
484:	learn: 0.1001140	total: 1.3s	remaining: 1.38s
485:	learn: 0.1000042	total: 1.3s	remaining: 1.38s
486:	learn: 0.0996196	total: 1.3s	remaining: 1.37s
487:	learn: 0.0991717	total: 1.31s	remaining: 1.37s
488:	learn: 0.0990481	total: 1.31s	remaining: 1.37s
489:	learn: 0.0988383	total: 1.31s	remaining: 1.36s
490:	learn: 0.0985561	total: 1.31s	remaining: 1.36s
491:	learn: 0.0982755	total: 1.31s	remaining: 1.36s
492:	learn: 0.0980726	total: 1.32s	remaining: 1.35s
493:	learn: 0.0975759	total: 1.32s	remaining: 1.35s
494:	learn: 0.0973078	total: 1.32s	remaining: 1.35s
495:	learn: 0.0970355	total: 1.33s	remaining: 1.35s
496:	learn: 0.0967671	total: 1.33s	remaining: 1.34s
497:	learn: 0.0964863	total: 1.33s	remaining: 1.34s
498:	learn: 0.0962919	total: 1.33s	remaining: 1.34s
499:	learn: 0.0960510	total: 1.33s	remaining: 1.33s
500:	learn: 0.0956862	total: 1.34s	remaining: 1.33s
501:	learn: 0.0953692	total: 1.34s	remaining: 1.33s
502:	learn: 0.0952216	total: 1.34s	remaining: 1.33s
503:	learn: 0.0950612	total: 1.34s	remaining: 1.32s
504:	learn: 0.0946803	total: 1.35s	remaining: 1.32s
505:	learn: 0.0943245	total: 1.35s	remaining: 1.32s
506:	learn: 0.0942285	total: 1.35s	remaining: 1.31s
507:	learn: 0.0939196	total: 1.35s	remaining: 1.31s
508:	learn: 0.0936160	total: 1.36s	remaining: 1.31s
509:	learn: 0.0935413	total: 1.36s	remaining: 1.3s
510:	learn: 0.0932668	total: 1.36s	remaining: 1.3s
511:	learn: 0.0927692	total: 1.36s	remaining: 1.3s
512:	learn: 0.0926612	total: 1.36s	remaining: 1.29s
513:	learn: 0.0923776	total: 1.37s	remaining: 1.29s
514:	learn: 0.0919753	total: 1.37s	remaining: 1.29s
515:	learn: 0.0918759	total: 1.37s	remaining: 1.29s
516:	learn: 0.0916063	total: 1.37s	remaining: 1.28s
517:	learn: 0.0912700	total: 1.38s	remaining: 1.28s
518:	learn: 0.0907021	total: 1.38s	remaining: 1.28s
519:	learn: 0.0906013	total: 1.38s	remaining: 1.27s
520:	learn: 0.0902850	total: 1.38s	remaining: 1.27s
521:	learn: 0.0902225	total: 1.38s	remaining: 1.27s
522:	learn: 0.0897328	total: 1.39s	remaining: 1.26s
523:	learn: 0.0894287	total: 1.39s	remaining: 1.26s
524:	learn: 0.0892544	total: 1.39s	remaining: 1.26s
525:	learn: 0.0891553	total: 1.39s	remaining: 1.26s
526:	learn: 0.0889004	total: 1.4s	remaining: 1.25s
527:	learn: 0.0886288	total: 1.4s	remaining: 1.25s
528:	learn: 0.0882512	total: 1.4s	remaining: 1.25s
529:	learn: 0.0880150	total: 1.4s	remaining: 1.24s
530:	learn: 0.0877263	total: 1.41s	remaining: 1.24s
531:	learn: 0.0873493	total: 1.41s	remaining: 1.24s
532:	learn: 0.0870091	total: 1.41s	remaining: 1.24s
533:	learn: 0.0865671	total: 1.41s	remaining: 1.23s
534:	learn: 0.0861744	total: 1.41s	remaining: 1.23s
535:	learn: 0.0861107	total: 1.42s	remaining: 1.23s
536:	learn: 0.0859385	total: 1.42s	remaining: 1.22s
537:	learn: 0.0857302	total: 1.42s	remaining: 1.22s
538:	learn: 0.0854719	total: 1.42s	remaining: 1.22s
539:	learn: 0.0853535	total: 1.43s	remaining: 1.21s
540:	learn: 0.0849343	total: 1.43s	remaining: 1.21s
541:	learn: 0.0848521	total: 1.43s	remaining: 1.21s
542:	learn: 0.0844746	total: 1.43s	remaining: 1.21s
543:	learn: 0.0842671	total: 1.44s	remaining: 1.2s
544:	learn: 0.0839937	total: 1.44s	remaining: 1.2s
545:	learn: 0.0837554	total: 1.44s	remaining: 1.2s
546:	learn: 0.0836096	total: 1.44s	remaining: 1.19s
547:	learn: 0.0834844	total: 1.44s	remaining: 1.19s
548:	learn: 0.0831089	total: 1.45s	remaining: 1.19s
549:	learn: 0.0827840	total: 1.45s	remaining: 1.19s
550:	learn: 0.0826296	total: 1.45s	remaining: 1.18s
551:	learn: 0.0823324	total: 1.45s	remaining: 1.18s
552:	learn: 0.0820206	total: 1.46s	remaining: 1.18s
553:	learn: 0.0815636	total: 1.46s	remaining: 1.17s
554:	learn: 0.0812128	total: 1.46s	remaining: 1.17s
555:	learn: 0.0810448	total: 1.46s	remaining: 1.17s
556:	learn: 0.0806221	total: 1.46s	remaining: 1.16s
557:	learn: 0.0802843	total: 1.47s	remaining: 1.16s
558:	learn: 0.0799651	total: 1.47s	remaining: 1.16s
559:	learn: 0.0796721	total: 1.47s	remaining: 1.16s
560:	learn: 0.0792672	total: 1.47s	remaining: 1.15s
561:	learn: 0.0791765	total: 1.48s	remaining: 1.15s
562:	learn: 0.0788802	total: 1.48s	remaining: 1.15s
563:	learn: 0.0786431	total: 1.48s	remaining: 1.14s
564:	learn: 0.0782471	total: 1.48s	remaining: 1.14s
565:	learn: 0.0782137	total: 1.49s	remaining: 1.14s
566:	learn: 0.0778681	total: 1.49s	remaining: 1.14s
567:	learn: 0.0777565	total: 1.49s	remaining: 1.13s
568:	learn: 0.0773595	total: 1.49s	remaining: 1.13s
569:	learn: 0.0771439	total: 1.49s	remaining: 1.13s
570:	learn: 0.0768876	total: 1.5s	remaining: 1.12s
571:	learn: 0.0766708	total: 1.5s	remaining: 1.12s
572:	learn: 0.0763657	total: 1.5s	remaining: 1.12s
573:	learn: 0.0761727	total: 1.5s	remaining: 1.11s
574:	learn: 0.0760455	total: 1.5s	remaining: 1.11s
575:	learn: 0.0758027	total: 1.51s	remaining: 1.11s
576:	learn: 0.0755224	total: 1.51s	remaining: 1.11s
577:	learn: 0.0751426	total: 1.51s	remaining: 1.1s
578:	learn: 0.0750220	total: 1.52s	remaining: 1.1s
579:	learn: 0.0746420	total: 1.52s	remaining: 1.1s
580:	learn: 0.0744371	total: 1.52s	remaining: 1.1s
581:	learn: 0.0741800	total: 1.52s	remaining: 1.09s
582:	learn: 0.0740658	total: 1.52s	remaining: 1.09s
583:	learn: 0.0739171	total: 1.53s	remaining: 1.09s
584:	learn: 0.0737059	total: 1.53s	remaining: 1.09s
585:	learn: 0.0734915	total: 1.53s	remaining: 1.08s
586:	learn: 0.0733031	total: 1.53s	remaining: 1.08s
587:	learn: 0.0728753	total: 1.54s	remaining: 1.08s
588:	learn: 0.0726777	total: 1.54s	remaining: 1.07s
589:	learn: 0.0726072	total: 1.54s	remaining: 1.07s
590:	learn: 0.0724034	total: 1.54s	remaining: 1.07s
591:	learn: 0.0723612	total: 1.55s	remaining: 1.07s
592:	learn: 0.0719504	total: 1.55s	remaining: 1.06s
593:	learn: 0.0717239	total: 1.55s	remaining: 1.06s
594:	learn: 0.0714722	total: 1.55s	remaining: 1.06s
595:	learn: 0.0711837	total: 1.56s	remaining: 1.05s
596:	learn: 0.0711150	total: 1.56s	remaining: 1.05s
597:	learn: 0.0708976	total: 1.56s	remaining: 1.05s
598:	learn: 0.0707855	total: 1.56s	remaining: 1.05s
599:	learn: 0.0706566	total: 1.57s	remaining: 1.04s
600:	learn: 0.0703853	total: 1.57s	remaining: 1.04s
601:	learn: 0.0701122	total: 1.57s	remaining: 1.04s
602:	learn: 0.0697481	total: 1.57s	remaining: 1.04s
603:	learn: 0.0696210	total: 1.58s	remaining: 1.03s
604:	learn: 0.0695592	total: 1.58s	remaining: 1.03s
605:	learn: 0.0692668	total: 1.58s	remaining: 1.03s
606:	learn: 0.0691342	total: 1.58s	remaining: 1.03s
607:	learn: 0.0688274	total: 1.59s	remaining: 1.02s
608:	learn: 0.0686215	total: 1.59s	remaining: 1.02s
609:	learn: 0.0684327	total: 1.59s	remaining: 1.02s
610:	learn: 0.0681436	total: 1.59s	remaining: 1.01s
611:	learn: 0.0679021	total: 1.6s	remaining: 1.01s
612:	learn: 0.0677323	total: 1.6s	remaining: 1.01s
613:	learn: 0.0674770	total: 1.6s	remaining: 1.01s
614:	learn: 0.0672778	total: 1.61s	remaining: 1s
615:	learn: 0.0671443	total: 1.61s	remaining: 1s
616:	learn: 0.0670673	total: 1.61s	remaining: 1000ms
617:	learn: 0.0669208	total: 1.61s	remaining: 997ms
618:	learn: 0.0667249	total: 1.62s	remaining: 995ms
619:	learn: 0.0664756	total: 1.62s	remaining: 993ms
620:	learn: 0.0661392	total: 1.62s	remaining: 990ms
621:	learn: 0.0660990	total: 1.62s	remaining: 987ms
622:	learn: 0.0659147	total: 1.63s	remaining: 984ms
623:	learn: 0.0658311	total: 1.63s	remaining: 981ms
624:	learn: 0.0657105	total: 1.63s	remaining: 978ms
625:	learn: 0.0654396	total: 1.63s	remaining: 976ms
626:	learn: 0.0653994	total: 1.63s	remaining: 972ms
627:	learn: 0.0653762	total: 1.64s	remaining: 969ms
628:	learn: 0.0651616	total: 1.64s	remaining: 966ms
629:	learn: 0.0649721	total: 1.64s	remaining: 963ms
630:	learn: 0.0648355	total: 1.64s	remaining: 960ms
631:	learn: 0.0645721	total: 1.64s	remaining: 957ms
632:	learn: 0.0643851	total: 1.65s	remaining: 955ms
633:	learn: 0.0641747	total: 1.65s	remaining: 952ms
634:	learn: 0.0638219	total: 1.65s	remaining: 949ms
635:	learn: 0.0634883	total: 1.65s	remaining: 946ms
636:	learn: 0.0631900	total: 1.66s	remaining: 943ms
637:	learn: 0.0630248	total: 1.66s	remaining: 940ms
638:	learn: 0.0629365	total: 1.66s	remaining: 937ms
639:	learn: 0.0627836	total: 1.66s	remaining: 935ms
640:	learn: 0.0627081	total: 1.66s	remaining: 932ms
641:	learn: 0.0624631	total: 1.67s	remaining: 929ms
642:	learn: 0.0622829	total: 1.67s	remaining: 926ms
643:	learn: 0.0622104	total: 1.67s	remaining: 923ms
644:	learn: 0.0619500	total: 1.67s	remaining: 920ms
645:	learn: 0.0618524	total: 1.67s	remaining: 917ms
646:	learn: 0.0617217	total: 1.68s	remaining: 914ms
647:	learn: 0.0615350	total: 1.68s	remaining: 911ms
648:	learn: 0.0614554	total: 1.68s	remaining: 909ms
649:	learn: 0.0613294	total: 1.68s	remaining: 906ms
650:	learn: 0.0611356	total: 1.68s	remaining: 903ms
651:	learn: 0.0608931	total: 1.69s	remaining: 900ms
652:	learn: 0.0607100	total: 1.69s	remaining: 897ms
653:	learn: 0.0603520	total: 1.69s	remaining: 895ms
654:	learn: 0.0601120	total: 1.69s	remaining: 892ms
655:	learn: 0.0598932	total: 1.7s	remaining: 890ms
656:	learn: 0.0596817	total: 1.7s	remaining: 887ms
657:	learn: 0.0594699	total: 1.7s	remaining: 884ms
658:	learn: 0.0592956	total: 1.7s	remaining: 881ms
659:	learn: 0.0591567	total: 1.71s	remaining: 879ms
660:	learn: 0.0591205	total: 1.71s	remaining: 876ms
661:	learn: 0.0588696	total: 1.71s	remaining: 873ms
662:	learn: 0.0588295	total: 1.71s	remaining: 870ms
663:	learn: 0.0586460	total: 1.71s	remaining: 867ms
664:	learn: 0.0583307	total: 1.72s	remaining: 864ms
665:	learn: 0.0582514	total: 1.72s	remaining: 861ms
666:	learn: 0.0580028	total: 1.72s	remaining: 858ms
667:	learn: 0.0578214	total: 1.72s	remaining: 856ms
668:	learn: 0.0576064	total: 1.72s	remaining: 853ms
669:	learn: 0.0575784	total: 1.73s	remaining: 850ms
670:	learn: 0.0575377	total: 1.73s	remaining: 847ms
671:	learn: 0.0574067	total: 1.73s	remaining: 845ms
672:	learn: 0.0572170	total: 1.73s	remaining: 842ms
673:	learn: 0.0569034	total: 1.74s	remaining: 839ms
674:	learn: 0.0566238	total: 1.74s	remaining: 837ms
675:	learn: 0.0564669	total: 1.74s	remaining: 834ms
676:	learn: 0.0562616	total: 1.74s	remaining: 831ms
677:	learn: 0.0562147	total: 1.74s	remaining: 828ms
678:	learn: 0.0559887	total: 1.75s	remaining: 826ms
679:	learn: 0.0558298	total: 1.75s	remaining: 823ms
680:	learn: 0.0557919	total: 1.75s	remaining: 820ms
681:	learn: 0.0557368	total: 1.75s	remaining: 817ms
682:	learn: 0.0555442	total: 1.75s	remaining: 815ms
683:	learn: 0.0553321	total: 1.76s	remaining: 812ms
684:	learn: 0.0551296	total: 1.76s	remaining: 809ms
685:	learn: 0.0550027	total: 1.76s	remaining: 806ms
686:	learn: 0.0547952	total: 1.76s	remaining: 804ms
687:	learn: 0.0546577	total: 1.77s	remaining: 801ms
688:	learn: 0.0545888	total: 1.77s	remaining: 798ms
689:	learn: 0.0544503	total: 1.77s	remaining: 795ms
690:	learn: 0.0542477	total: 1.77s	remaining: 793ms
691:	learn: 0.0540936	total: 1.77s	remaining: 790ms
692:	learn: 0.0539154	total: 1.78s	remaining: 787ms
693:	learn: 0.0538674	total: 1.78s	remaining: 785ms
694:	learn: 0.0537268	total: 1.78s	remaining: 782ms
695:	learn: 0.0536024	total: 1.78s	remaining: 780ms
696:	learn: 0.0534880	total: 1.79s	remaining: 777ms
697:	learn: 0.0533011	total: 1.79s	remaining: 774ms
698:	learn: 0.0531923	total: 1.79s	remaining: 771ms
699:	learn: 0.0531579	total: 1.79s	remaining: 769ms
700:	learn: 0.0529381	total: 1.8s	remaining: 766ms
701:	learn: 0.0529094	total: 1.8s	remaining: 763ms
702:	learn: 0.0528905	total: 1.8s	remaining: 760ms
703:	learn: 0.0527834	total: 1.8s	remaining: 757ms
704:	learn: 0.0525568	total: 1.8s	remaining: 755ms
705:	learn: 0.0524077	total: 1.8s	remaining: 752ms
706:	learn: 0.0523388	total: 1.81s	remaining: 749ms
707:	learn: 0.0523077	total: 1.81s	remaining: 746ms
708:	learn: 0.0522748	total: 1.81s	remaining: 743ms
709:	learn: 0.0521649	total: 1.81s	remaining: 741ms
710:	learn: 0.0519344	total: 1.81s	remaining: 738ms
711:	learn: 0.0519042	total: 1.82s	remaining: 735ms
712:	learn: 0.0518784	total: 1.82s	remaining: 732ms
713:	learn: 0.0516756	total: 1.82s	remaining: 730ms
714:	learn: 0.0515410	total: 1.82s	remaining: 727ms
715:	learn: 0.0515114	total: 1.82s	remaining: 724ms
716:	learn: 0.0513518	total: 1.83s	remaining: 721ms
717:	learn: 0.0511948	total: 1.83s	remaining: 718ms
718:	learn: 0.0510245	total: 1.83s	remaining: 716ms
719:	learn: 0.0507225	total: 1.83s	remaining: 713ms
720:	learn: 0.0505522	total: 1.83s	remaining: 710ms
721:	learn: 0.0505208	total: 1.84s	remaining: 711ms
722:	learn: 0.0503045	total: 1.85s	remaining: 708ms
723:	learn: 0.0500681	total: 1.85s	remaining: 706ms
724:	learn: 0.0498701	total: 1.85s	remaining: 703ms
725:	learn: 0.0498275	total: 1.85s	remaining: 700ms
726:	learn: 0.0497949	total: 1.86s	remaining: 697ms
727:	learn: 0.0497093	total: 1.86s	remaining: 695ms
728:	learn: 0.0495608	total: 1.86s	remaining: 692ms
729:	learn: 0.0493782	total: 1.87s	remaining: 691ms
730:	learn: 0.0493242	total: 1.87s	remaining: 688ms
731:	learn: 0.0491759	total: 1.87s	remaining: 686ms
732:	learn: 0.0490473	total: 1.87s	remaining: 683ms
733:	learn: 0.0489481	total: 1.88s	remaining: 681ms
734:	learn: 0.0488196	total: 1.88s	remaining: 678ms
735:	learn: 0.0485622	total: 1.88s	remaining: 676ms
736:	learn: 0.0485129	total: 1.89s	remaining: 673ms
737:	learn: 0.0482974	total: 1.89s	remaining: 671ms
738:	learn: 0.0481747	total: 1.89s	remaining: 669ms
739:	learn: 0.0479691	total: 1.9s	remaining: 667ms
740:	learn: 0.0479368	total: 1.9s	remaining: 664ms
741:	learn: 0.0479105	total: 1.9s	remaining: 661ms
742:	learn: 0.0478622	total: 1.9s	remaining: 658ms
743:	learn: 0.0478363	total: 1.9s	remaining: 655ms
744:	learn: 0.0476041	total: 1.91s	remaining: 654ms
745:	learn: 0.0473717	total: 1.91s	remaining: 651ms
746:	learn: 0.0472284	total: 1.91s	remaining: 648ms
747:	learn: 0.0471499	total: 1.92s	remaining: 646ms
748:	learn: 0.0471094	total: 1.92s	remaining: 643ms
749:	learn: 0.0470404	total: 1.92s	remaining: 640ms
750:	learn: 0.0468561	total: 1.92s	remaining: 638ms
751:	learn: 0.0466639	total: 1.93s	remaining: 635ms
752:	learn: 0.0466002	total: 1.93s	remaining: 633ms
753:	learn: 0.0464520	total: 1.93s	remaining: 630ms
754:	learn: 0.0462171	total: 1.93s	remaining: 627ms
755:	learn: 0.0462013	total: 1.94s	remaining: 626ms
756:	learn: 0.0461179	total: 1.94s	remaining: 624ms
757:	learn: 0.0460323	total: 1.95s	remaining: 621ms
758:	learn: 0.0459269	total: 1.95s	remaining: 618ms
759:	learn: 0.0457828	total: 1.95s	remaining: 617ms
760:	learn: 0.0457674	total: 1.96s	remaining: 614ms
761:	learn: 0.0456115	total: 1.96s	remaining: 612ms
762:	learn: 0.0455255	total: 1.96s	remaining: 609ms
763:	learn: 0.0453566	total: 1.96s	remaining: 606ms
764:	learn: 0.0452911	total: 1.97s	remaining: 605ms
765:	learn: 0.0452705	total: 1.97s	remaining: 603ms
766:	learn: 0.0451455	total: 1.98s	remaining: 600ms
767:	learn: 0.0449590	total: 1.98s	remaining: 597ms
768:	learn: 0.0448228	total: 1.98s	remaining: 596ms
769:	learn: 0.0447868	total: 1.99s	remaining: 593ms
770:	learn: 0.0445606	total: 1.99s	remaining: 590ms
771:	learn: 0.0445211	total: 1.99s	remaining: 588ms
772:	learn: 0.0444965	total: 1.99s	remaining: 585ms
773:	learn: 0.0443631	total: 2s	remaining: 584ms
774:	learn: 0.0443492	total: 2s	remaining: 582ms
775:	learn: 0.0441582	total: 2s	remaining: 579ms
776:	learn: 0.0439861	total: 2.01s	remaining: 576ms
777:	learn: 0.0438919	total: 2.01s	remaining: 574ms
778:	learn: 0.0437389	total: 2.01s	remaining: 571ms
779:	learn: 0.0436846	total: 2.01s	remaining: 568ms
780:	learn: 0.0436499	total: 2.02s	remaining: 566ms
781:	learn: 0.0435359	total: 2.02s	remaining: 563ms
782:	learn: 0.0434890	total: 2.02s	remaining: 561ms
783:	learn: 0.0432989	total: 2.03s	remaining: 559ms
784:	learn: 0.0432440	total: 2.03s	remaining: 556ms
785:	learn: 0.0430973	total: 2.03s	remaining: 553ms
786:	learn: 0.0429374	total: 2.03s	remaining: 551ms
787:	learn: 0.0427288	total: 2.04s	remaining: 549ms
788:	learn: 0.0425471	total: 2.04s	remaining: 546ms
789:	learn: 0.0423301	total: 2.04s	remaining: 544ms
790:	learn: 0.0422828	total: 2.05s	remaining: 541ms
791:	learn: 0.0422041	total: 2.05s	remaining: 538ms
792:	learn: 0.0420579	total: 2.05s	remaining: 536ms
793:	learn: 0.0419381	total: 2.06s	remaining: 533ms
794:	learn: 0.0418493	total: 2.06s	remaining: 531ms
795:	learn: 0.0416843	total: 2.06s	remaining: 528ms
796:	learn: 0.0415594	total: 2.06s	remaining: 525ms
797:	learn: 0.0413929	total: 2.06s	remaining: 523ms
798:	learn: 0.0412381	total: 2.07s	remaining: 520ms
799:	learn: 0.0411791	total: 2.07s	remaining: 517ms
800:	learn: 0.0410726	total: 2.07s	remaining: 515ms
801:	learn: 0.0409149	total: 2.07s	remaining: 512ms
802:	learn: 0.0408042	total: 2.08s	remaining: 509ms
803:	learn: 0.0407520	total: 2.08s	remaining: 507ms
804:	learn: 0.0405959	total: 2.08s	remaining: 505ms
805:	learn: 0.0404207	total: 2.08s	remaining: 502ms
806:	learn: 0.0403048	total: 2.09s	remaining: 499ms
807:	learn: 0.0401171	total: 2.09s	remaining: 497ms
808:	learn: 0.0399848	total: 2.09s	remaining: 494ms
809:	learn: 0.0398082	total: 2.1s	remaining: 491ms
810:	learn: 0.0397573	total: 2.1s	remaining: 489ms
811:	learn: 0.0396998	total: 2.1s	remaining: 486ms
812:	learn: 0.0395457	total: 2.1s	remaining: 483ms
813:	learn: 0.0393730	total: 2.1s	remaining: 481ms
814:	learn: 0.0392816	total: 2.11s	remaining: 478ms
815:	learn: 0.0391680	total: 2.11s	remaining: 476ms
816:	learn: 0.0390475	total: 2.11s	remaining: 473ms
817:	learn: 0.0388963	total: 2.11s	remaining: 470ms
818:	learn: 0.0388642	total: 2.12s	remaining: 468ms
819:	learn: 0.0387482	total: 2.12s	remaining: 465ms
820:	learn: 0.0386501	total: 2.12s	remaining: 462ms
821:	learn: 0.0385077	total: 2.12s	remaining: 460ms
822:	learn: 0.0383420	total: 2.13s	remaining: 457ms
823:	learn: 0.0383203	total: 2.13s	remaining: 454ms
824:	learn: 0.0383003	total: 2.13s	remaining: 452ms
825:	learn: 0.0381472	total: 2.13s	remaining: 449ms
826:	learn: 0.0379976	total: 2.13s	remaining: 446ms
827:	learn: 0.0378999	total: 2.13s	remaining: 443ms
828:	learn: 0.0376997	total: 2.14s	remaining: 441ms
829:	learn: 0.0376781	total: 2.14s	remaining: 438ms
830:	learn: 0.0375129	total: 2.14s	remaining: 436ms
831:	learn: 0.0373556	total: 2.14s	remaining: 433ms
832:	learn: 0.0372780	total: 2.15s	remaining: 430ms
833:	learn: 0.0371572	total: 2.15s	remaining: 428ms
834:	learn: 0.0370543	total: 2.15s	remaining: 425ms
835:	learn: 0.0370405	total: 2.15s	remaining: 423ms
836:	learn: 0.0369398	total: 2.16s	remaining: 420ms
837:	learn: 0.0367536	total: 2.16s	remaining: 417ms
838:	learn: 0.0365953	total: 2.16s	remaining: 415ms
839:	learn: 0.0365272	total: 2.16s	remaining: 412ms
840:	learn: 0.0364211	total: 2.17s	remaining: 409ms
841:	learn: 0.0362246	total: 2.17s	remaining: 407ms
842:	learn: 0.0361286	total: 2.17s	remaining: 404ms
843:	learn: 0.0360011	total: 2.17s	remaining: 402ms
844:	learn: 0.0358510	total: 2.18s	remaining: 399ms
845:	learn: 0.0358150	total: 2.18s	remaining: 397ms
846:	learn: 0.0356336	total: 2.18s	remaining: 394ms
847:	learn: 0.0355134	total: 2.18s	remaining: 391ms
848:	learn: 0.0353255	total: 2.19s	remaining: 389ms
849:	learn: 0.0353062	total: 2.19s	remaining: 386ms
850:	learn: 0.0352066	total: 2.19s	remaining: 384ms
851:	learn: 0.0350818	total: 2.19s	remaining: 381ms
852:	learn: 0.0350138	total: 2.19s	remaining: 378ms
853:	learn: 0.0348566	total: 2.2s	remaining: 376ms
854:	learn: 0.0347721	total: 2.2s	remaining: 373ms
855:	learn: 0.0347510	total: 2.2s	remaining: 371ms
856:	learn: 0.0346387	total: 2.2s	remaining: 368ms
857:	learn: 0.0345252	total: 2.21s	remaining: 365ms
858:	learn: 0.0344125	total: 2.21s	remaining: 363ms
859:	learn: 0.0343562	total: 2.21s	remaining: 360ms
860:	learn: 0.0342625	total: 2.22s	remaining: 358ms
861:	learn: 0.0341368	total: 2.22s	remaining: 355ms
862:	learn: 0.0341115	total: 2.22s	remaining: 353ms
863:	learn: 0.0339278	total: 2.22s	remaining: 350ms
864:	learn: 0.0337775	total: 2.23s	remaining: 348ms
865:	learn: 0.0336600	total: 2.23s	remaining: 345ms
866:	learn: 0.0335464	total: 2.23s	remaining: 343ms
867:	learn: 0.0334974	total: 2.24s	remaining: 340ms
868:	learn: 0.0333750	total: 2.24s	remaining: 338ms
869:	learn: 0.0332895	total: 2.25s	remaining: 336ms
870:	learn: 0.0331885	total: 2.25s	remaining: 333ms
871:	learn: 0.0330817	total: 2.25s	remaining: 330ms
872:	learn: 0.0330697	total: 2.25s	remaining: 328ms
873:	learn: 0.0330576	total: 2.25s	remaining: 325ms
874:	learn: 0.0330027	total: 2.26s	remaining: 323ms
875:	learn: 0.0329711	total: 2.26s	remaining: 320ms
876:	learn: 0.0328700	total: 2.27s	remaining: 318ms
877:	learn: 0.0327408	total: 2.27s	remaining: 315ms
878:	learn: 0.0326883	total: 2.27s	remaining: 313ms
879:	learn: 0.0325684	total: 2.27s	remaining: 310ms
880:	learn: 0.0324141	total: 2.28s	remaining: 308ms
881:	learn: 0.0323967	total: 2.28s	remaining: 305ms
882:	learn: 0.0323276	total: 2.28s	remaining: 302ms
883:	learn: 0.0321995	total: 2.28s	remaining: 300ms
884:	learn: 0.0321441	total: 2.29s	remaining: 297ms
885:	learn: 0.0320383	total: 2.29s	remaining: 295ms
886:	learn: 0.0319607	total: 2.29s	remaining: 292ms
887:	learn: 0.0318261	total: 2.29s	remaining: 289ms
888:	learn: 0.0317174	total: 2.3s	remaining: 287ms
889:	learn: 0.0316683	total: 2.3s	remaining: 285ms
890:	learn: 0.0315771	total: 2.3s	remaining: 282ms
891:	learn: 0.0314928	total: 2.31s	remaining: 279ms
892:	learn: 0.0314349	total: 2.31s	remaining: 277ms
893:	learn: 0.0313901	total: 2.31s	remaining: 274ms
894:	learn: 0.0313440	total: 2.31s	remaining: 271ms
895:	learn: 0.0312115	total: 2.32s	remaining: 269ms
896:	learn: 0.0311274	total: 2.32s	remaining: 266ms
897:	learn: 0.0309901	total: 2.32s	remaining: 264ms
898:	learn: 0.0309005	total: 2.32s	remaining: 261ms
899:	learn: 0.0308028	total: 2.33s	remaining: 258ms
900:	learn: 0.0306839	total: 2.33s	remaining: 256ms
901:	learn: 0.0305819	total: 2.33s	remaining: 253ms
902:	learn: 0.0304726	total: 2.33s	remaining: 251ms
903:	learn: 0.0303473	total: 2.34s	remaining: 248ms
904:	learn: 0.0302504	total: 2.34s	remaining: 245ms
905:	learn: 0.0301713	total: 2.34s	remaining: 243ms
906:	learn: 0.0300742	total: 2.34s	remaining: 240ms
907:	learn: 0.0299315	total: 2.35s	remaining: 238ms
908:	learn: 0.0298482	total: 2.35s	remaining: 235ms
909:	learn: 0.0297224	total: 2.35s	remaining: 233ms
910:	learn: 0.0296573	total: 2.35s	remaining: 230ms
911:	learn: 0.0296288	total: 2.36s	remaining: 227ms
912:	learn: 0.0295294	total: 2.36s	remaining: 225ms
913:	learn: 0.0294410	total: 2.36s	remaining: 222ms
914:	learn: 0.0293290	total: 2.37s	remaining: 220ms
915:	learn: 0.0292681	total: 2.37s	remaining: 217ms
916:	learn: 0.0291985	total: 2.37s	remaining: 214ms
917:	learn: 0.0291692	total: 2.37s	remaining: 212ms
918:	learn: 0.0290127	total: 2.38s	remaining: 209ms
919:	learn: 0.0289311	total: 2.38s	remaining: 207ms
920:	learn: 0.0288996	total: 2.38s	remaining: 204ms
921:	learn: 0.0287714	total: 2.38s	remaining: 202ms
922:	learn: 0.0286779	total: 2.38s	remaining: 199ms
923:	learn: 0.0286443	total: 2.39s	remaining: 197ms
924:	learn: 0.0286034	total: 2.39s	remaining: 194ms
925:	learn: 0.0284452	total: 2.39s	remaining: 191ms
926:	learn: 0.0284133	total: 2.4s	remaining: 189ms
927:	learn: 0.0282789	total: 2.4s	remaining: 186ms
928:	learn: 0.0282328	total: 2.4s	remaining: 183ms
929:	learn: 0.0282242	total: 2.4s	remaining: 181ms
930:	learn: 0.0281196	total: 2.4s	remaining: 178ms
931:	learn: 0.0280775	total: 2.41s	remaining: 176ms
932:	learn: 0.0280013	total: 2.41s	remaining: 173ms
933:	learn: 0.0279541	total: 2.41s	remaining: 170ms
934:	learn: 0.0279275	total: 2.41s	remaining: 168ms
935:	learn: 0.0278453	total: 2.42s	remaining: 165ms
936:	learn: 0.0277305	total: 2.42s	remaining: 163ms
937:	learn: 0.0276699	total: 2.42s	remaining: 160ms
938:	learn: 0.0275939	total: 2.42s	remaining: 157ms
939:	learn: 0.0275340	total: 2.42s	remaining: 155ms
940:	learn: 0.0275093	total: 2.43s	remaining: 152ms
941:	learn: 0.0274621	total: 2.43s	remaining: 150ms
942:	learn: 0.0274023	total: 2.43s	remaining: 147ms
943:	learn: 0.0273882	total: 2.44s	remaining: 145ms
944:	learn: 0.0272586	total: 2.44s	remaining: 142ms
945:	learn: 0.0271945	total: 2.44s	remaining: 139ms
946:	learn: 0.0271128	total: 2.44s	remaining: 137ms
947:	learn: 0.0270830	total: 2.45s	remaining: 134ms
948:	learn: 0.0269739	total: 2.45s	remaining: 132ms
949:	learn: 0.0268728	total: 2.45s	remaining: 129ms
950:	learn: 0.0267980	total: 2.45s	remaining: 126ms
951:	learn: 0.0267289	total: 2.46s	remaining: 124ms
952:	learn: 0.0266818	total: 2.46s	remaining: 121ms
953:	learn: 0.0266303	total: 2.46s	remaining: 119ms
954:	learn: 0.0265274	total: 2.46s	remaining: 116ms
955:	learn: 0.0264186	total: 2.46s	remaining: 113ms
956:	learn: 0.0263364	total: 2.47s	remaining: 111ms
957:	learn: 0.0262675	total: 2.47s	remaining: 108ms
958:	learn: 0.0261378	total: 2.47s	remaining: 106ms
959:	learn: 0.0260327	total: 2.47s	remaining: 103ms
960:	learn: 0.0259867	total: 2.48s	remaining: 100ms
961:	learn: 0.0259260	total: 2.48s	remaining: 97.9ms
962:	learn: 0.0259034	total: 2.48s	remaining: 95.3ms
963:	learn: 0.0258773	total: 2.48s	remaining: 92.8ms
964:	learn: 0.0258212	total: 2.49s	remaining: 90.2ms
965:	learn: 0.0257469	total: 2.49s	remaining: 87.6ms
966:	learn: 0.0256784	total: 2.49s	remaining: 85ms
967:	learn: 0.0255513	total: 2.49s	remaining: 82.4ms
968:	learn: 0.0255352	total: 2.49s	remaining: 79.8ms
969:	learn: 0.0254398	total: 2.5s	remaining: 77.2ms
970:	learn: 0.0253608	total: 2.5s	remaining: 74.6ms
971:	learn: 0.0253263	total: 2.5s	remaining: 72.1ms
972:	learn: 0.0251784	total: 2.5s	remaining: 69.5ms
973:	learn: 0.0250703	total: 2.51s	remaining: 66.9ms
974:	learn: 0.0249793	total: 2.51s	remaining: 64.3ms
975:	learn: 0.0248533	total: 2.51s	remaining: 61.8ms
976:	learn: 0.0248403	total: 2.51s	remaining: 59.2ms
977:	learn: 0.0247518	total: 2.52s	remaining: 56.6ms
978:	learn: 0.0246541	total: 2.52s	remaining: 54ms
979:	learn: 0.0245854	total: 2.52s	remaining: 51.4ms
980:	learn: 0.0245494	total: 2.52s	remaining: 48.9ms
981:	learn: 0.0244915	total: 2.52s	remaining: 46.3ms
982:	learn: 0.0244251	total: 2.53s	remaining: 43.7ms
983:	learn: 0.0243386	total: 2.53s	remaining: 41.1ms
984:	learn: 0.0242994	total: 2.53s	remaining: 38.6ms
985:	learn: 0.0241898	total: 2.53s	remaining: 36ms
986:	learn: 0.0240987	total: 2.54s	remaining: 33.4ms
987:	learn: 0.0240267	total: 2.54s	remaining: 30.8ms
988:	learn: 0.0239803	total: 2.54s	remaining: 28.3ms
989:	learn: 0.0239212	total: 2.54s	remaining: 25.7ms
990:	learn: 0.0238162	total: 2.55s	remaining: 23.1ms
991:	learn: 0.0237661	total: 2.55s	remaining: 20.5ms
992:	learn: 0.0237176	total: 2.55s	remaining: 18ms
993:	learn: 0.0236704	total: 2.55s	remaining: 15.4ms
994:	learn: 0.0236221	total: 2.55s	remaining: 12.8ms
995:	learn: 0.0235689	total: 2.56s	remaining: 10.3ms
996:	learn: 0.0235572	total: 2.56s	remaining: 7.7ms
997:	learn: 0.0234490	total: 2.56s	remaining: 5.13ms
998:	learn: 0.0233716	total: 2.56s	remaining: 2.57ms
999:	learn: 0.0233404	total: 2.57s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=3, depth=6, total=   3.2s
[CV] learning_rate=0.03, l2_leaf_reg=3, depth=6 ......................
0:	learn: 0.8612718	total: 6.57ms	remaining: 6.56s
1:	learn: 0.8499408	total: 10.3ms	remaining: 5.15s
2:	learn: 0.8362135	total: 13.1ms	remaining: 4.34s
3:	learn: 0.8225315	total: 15.8ms	remaining: 3.92s
4:	learn: 0.8095662	total: 18.2ms	remaining: 3.62s
5:	learn: 0.7978677	total: 22.7ms	remaining: 3.76s
6:	learn: 0.7867951	total: 25ms	remaining: 3.54s
7:	learn: 0.7742394	total: 27.1ms	remaining: 3.36s
8:	learn: 0.7632557	total: 29.2ms	remaining: 3.22s
9:	learn: 0.7539318	total: 31.4ms	remaining: 3.11s
10:	learn: 0.7432289	total: 33.4ms	remaining: 3.01s
11:	learn: 0.7336811	total: 37.6ms	remaining: 3.1s
12:	learn: 0.7240781	total: 39.8ms	remaining: 3.02s
13:	learn: 0.7160373	total: 41.7ms	remaining: 2.94s
14:	learn: 0.7065862	total: 43.9ms	remaining: 2.88s
15:	learn: 0.6978704	total: 45.8ms	remaining: 2.82s
16:	learn: 0.6901133	total: 47.9ms	remaining: 2.77s
17:	learn: 0.6801515	total: 52.1ms	remaining: 2.84s
18:	learn: 0.6717375	total: 54.1ms	remaining: 2.79s
19:	learn: 0.6647026	total: 56.3ms	remaining: 2.76s
20:	learn: 0.6569257	total: 58.6ms	remaining: 2.73s
21:	learn: 0.6480855	total: 60.8ms	remaining: 2.7s
22:	learn: 0.6398228	total: 63.2ms	remaining: 2.69s
23:	learn: 0.6320770	total: 66.6ms	remaining: 2.71s
24:	learn: 0.6254459	total: 68.8ms	remaining: 2.68s
25:	learn: 0.6185285	total: 71ms	remaining: 2.66s
26:	learn: 0.6118195	total: 73.1ms	remaining: 2.63s
27:	learn: 0.6048703	total: 75.4ms	remaining: 2.62s
28:	learn: 0.5990338	total: 77.5ms	remaining: 2.6s
29:	learn: 0.5933959	total: 81.3ms	remaining: 2.63s
30:	learn: 0.5874279	total: 83.3ms	remaining: 2.6s
31:	learn: 0.5810494	total: 85.4ms	remaining: 2.58s
32:	learn: 0.5753607	total: 87.5ms	remaining: 2.56s
33:	learn: 0.5694583	total: 89.5ms	remaining: 2.54s
34:	learn: 0.5642950	total: 91.5ms	remaining: 2.52s
35:	learn: 0.5594448	total: 93.6ms	remaining: 2.51s
36:	learn: 0.5542902	total: 97.9ms	remaining: 2.55s
37:	learn: 0.5494607	total: 100ms	remaining: 2.54s
38:	learn: 0.5437169	total: 103ms	remaining: 2.53s
39:	learn: 0.5379879	total: 105ms	remaining: 2.52s
40:	learn: 0.5332099	total: 107ms	remaining: 2.51s
41:	learn: 0.5268755	total: 111ms	remaining: 2.53s
42:	learn: 0.5223470	total: 113ms	remaining: 2.52s
43:	learn: 0.5164209	total: 115ms	remaining: 2.5s
44:	learn: 0.5107971	total: 117ms	remaining: 2.49s
45:	learn: 0.5063313	total: 120ms	remaining: 2.48s
46:	learn: 0.5015452	total: 122ms	remaining: 2.47s
47:	learn: 0.4971493	total: 126ms	remaining: 2.49s
48:	learn: 0.4935573	total: 128ms	remaining: 2.48s
49:	learn: 0.4890016	total: 130ms	remaining: 2.47s
50:	learn: 0.4847259	total: 132ms	remaining: 2.46s
51:	learn: 0.4805318	total: 134ms	remaining: 2.45s
52:	learn: 0.4767383	total: 137ms	remaining: 2.44s
53:	learn: 0.4732210	total: 142ms	remaining: 2.48s
54:	learn: 0.4690301	total: 144ms	remaining: 2.47s
55:	learn: 0.4661487	total: 146ms	remaining: 2.46s
56:	learn: 0.4622511	total: 148ms	remaining: 2.45s
57:	learn: 0.4589843	total: 150ms	remaining: 2.43s
58:	learn: 0.4553455	total: 152ms	remaining: 2.42s
59:	learn: 0.4526912	total: 156ms	remaining: 2.44s
60:	learn: 0.4489921	total: 158ms	remaining: 2.43s
61:	learn: 0.4460454	total: 160ms	remaining: 2.42s
62:	learn: 0.4426648	total: 162ms	remaining: 2.4s
63:	learn: 0.4399789	total: 164ms	remaining: 2.39s
64:	learn: 0.4369470	total: 166ms	remaining: 2.39s
65:	learn: 0.4342345	total: 168ms	remaining: 2.38s
66:	learn: 0.4314876	total: 172ms	remaining: 2.39s
67:	learn: 0.4290850	total: 174ms	remaining: 2.38s
68:	learn: 0.4264717	total: 176ms	remaining: 2.38s
69:	learn: 0.4244965	total: 178ms	remaining: 2.37s
70:	learn: 0.4222112	total: 180ms	remaining: 2.36s
71:	learn: 0.4198649	total: 181ms	remaining: 2.34s
72:	learn: 0.4170821	total: 185ms	remaining: 2.35s
73:	learn: 0.4150506	total: 187ms	remaining: 2.34s
74:	learn: 0.4123166	total: 190ms	remaining: 2.34s
75:	learn: 0.4095913	total: 192ms	remaining: 2.34s
76:	learn: 0.4072233	total: 195ms	remaining: 2.33s
77:	learn: 0.4041544	total: 197ms	remaining: 2.32s
78:	learn: 0.4021709	total: 201ms	remaining: 2.34s
79:	learn: 0.4003232	total: 203ms	remaining: 2.33s
80:	learn: 0.3981995	total: 205ms	remaining: 2.33s
81:	learn: 0.3962447	total: 207ms	remaining: 2.32s
82:	learn: 0.3946522	total: 209ms	remaining: 2.31s
83:	learn: 0.3924546	total: 211ms	remaining: 2.31s
84:	learn: 0.3900882	total: 215ms	remaining: 2.31s
85:	learn: 0.3877772	total: 217ms	remaining: 2.3s
86:	learn: 0.3864289	total: 219ms	remaining: 2.29s
87:	learn: 0.3844881	total: 221ms	remaining: 2.29s
88:	learn: 0.3828603	total: 223ms	remaining: 2.28s
89:	learn: 0.3813567	total: 225ms	remaining: 2.27s
90:	learn: 0.3799443	total: 227ms	remaining: 2.27s
91:	learn: 0.3782293	total: 230ms	remaining: 2.27s
92:	learn: 0.3767081	total: 232ms	remaining: 2.27s
93:	learn: 0.3752825	total: 235ms	remaining: 2.26s
94:	learn: 0.3737465	total: 237ms	remaining: 2.25s
95:	learn: 0.3722770	total: 239ms	remaining: 2.25s
96:	learn: 0.3709296	total: 241ms	remaining: 2.24s
97:	learn: 0.3692053	total: 243ms	remaining: 2.24s
98:	learn: 0.3674693	total: 246ms	remaining: 2.23s
99:	learn: 0.3649611	total: 247ms	remaining: 2.23s
100:	learn: 0.3635303	total: 249ms	remaining: 2.22s
101:	learn: 0.3620001	total: 252ms	remaining: 2.21s
102:	learn: 0.3610239	total: 254ms	remaining: 2.21s
103:	learn: 0.3596061	total: 256ms	remaining: 2.2s
104:	learn: 0.3581564	total: 258ms	remaining: 2.2s
105:	learn: 0.3567953	total: 261ms	remaining: 2.2s
106:	learn: 0.3559546	total: 262ms	remaining: 2.19s
107:	learn: 0.3544695	total: 265ms	remaining: 2.19s
108:	learn: 0.3529813	total: 267ms	remaining: 2.18s
109:	learn: 0.3521881	total: 268ms	remaining: 2.17s
110:	learn: 0.3505098	total: 270ms	remaining: 2.16s
111:	learn: 0.3496125	total: 272ms	remaining: 2.16s
112:	learn: 0.3482561	total: 274ms	remaining: 2.15s
113:	learn: 0.3465875	total: 277ms	remaining: 2.15s
114:	learn: 0.3450615	total: 279ms	remaining: 2.15s
115:	learn: 0.3439802	total: 282ms	remaining: 2.15s
116:	learn: 0.3428197	total: 284ms	remaining: 2.14s
117:	learn: 0.3420355	total: 286ms	remaining: 2.14s
118:	learn: 0.3407866	total: 289ms	remaining: 2.14s
119:	learn: 0.3396895	total: 291ms	remaining: 2.13s
120:	learn: 0.3382930	total: 293ms	remaining: 2.13s
121:	learn: 0.3364484	total: 295ms	remaining: 2.12s
122:	learn: 0.3357075	total: 297ms	remaining: 2.12s
123:	learn: 0.3346844	total: 299ms	remaining: 2.11s
124:	learn: 0.3333739	total: 301ms	remaining: 2.11s
125:	learn: 0.3322119	total: 304ms	remaining: 2.11s
126:	learn: 0.3313917	total: 307ms	remaining: 2.11s
127:	learn: 0.3305297	total: 309ms	remaining: 2.1s
128:	learn: 0.3297219	total: 312ms	remaining: 2.1s
129:	learn: 0.3287206	total: 314ms	remaining: 2.1s
130:	learn: 0.3277519	total: 316ms	remaining: 2.1s
131:	learn: 0.3264579	total: 318ms	remaining: 2.09s
132:	learn: 0.3248158	total: 321ms	remaining: 2.09s
133:	learn: 0.3239267	total: 323ms	remaining: 2.08s
134:	learn: 0.3230209	total: 325ms	remaining: 2.08s
135:	learn: 0.3225115	total: 327ms	remaining: 2.08s
136:	learn: 0.3213150	total: 329ms	remaining: 2.07s
137:	learn: 0.3201534	total: 332ms	remaining: 2.07s
138:	learn: 0.3189742	total: 334ms	remaining: 2.07s
139:	learn: 0.3177706	total: 336ms	remaining: 2.06s
140:	learn: 0.3167535	total: 338ms	remaining: 2.06s
141:	learn: 0.3165688	total: 339ms	remaining: 2.05s
142:	learn: 0.3155919	total: 341ms	remaining: 2.04s
143:	learn: 0.3144416	total: 343ms	remaining: 2.04s
144:	learn: 0.3133793	total: 345ms	remaining: 2.04s
145:	learn: 0.3128587	total: 348ms	remaining: 2.04s
146:	learn: 0.3119273	total: 351ms	remaining: 2.03s
147:	learn: 0.3111494	total: 353ms	remaining: 2.03s
148:	learn: 0.3096288	total: 355ms	remaining: 2.03s
149:	learn: 0.3088520	total: 357ms	remaining: 2.02s
150:	learn: 0.3077240	total: 359ms	remaining: 2.02s
151:	learn: 0.3070242	total: 362ms	remaining: 2.02s
152:	learn: 0.3058635	total: 364ms	remaining: 2.01s
153:	learn: 0.3051896	total: 366ms	remaining: 2.01s
154:	learn: 0.3041959	total: 368ms	remaining: 2.01s
155:	learn: 0.3034414	total: 371ms	remaining: 2.01s
156:	learn: 0.3025958	total: 373ms	remaining: 2s
157:	learn: 0.3018238	total: 375ms	remaining: 2s
158:	learn: 0.3011972	total: 378ms	remaining: 2s
159:	learn: 0.3000636	total: 380ms	remaining: 2s
160:	learn: 0.2993200	total: 382ms	remaining: 1.99s
161:	learn: 0.2980340	total: 384ms	remaining: 1.99s
162:	learn: 0.2966819	total: 386ms	remaining: 1.98s
163:	learn: 0.2958257	total: 388ms	remaining: 1.98s
164:	learn: 0.2950652	total: 391ms	remaining: 1.98s
165:	learn: 0.2945648	total: 393ms	remaining: 1.97s
166:	learn: 0.2939563	total: 395ms	remaining: 1.97s
167:	learn: 0.2929189	total: 397ms	remaining: 1.96s
168:	learn: 0.2921221	total: 399ms	remaining: 1.96s
169:	learn: 0.2916480	total: 401ms	remaining: 1.96s
170:	learn: 0.2913566	total: 402ms	remaining: 1.95s
171:	learn: 0.2906837	total: 405ms	remaining: 1.95s
172:	learn: 0.2899609	total: 407ms	remaining: 1.94s
173:	learn: 0.2890335	total: 409ms	remaining: 1.94s
174:	learn: 0.2882732	total: 411ms	remaining: 1.94s
175:	learn: 0.2874957	total: 413ms	remaining: 1.93s
176:	learn: 0.2864531	total: 415ms	remaining: 1.93s
177:	learn: 0.2858492	total: 417ms	remaining: 1.93s
178:	learn: 0.2852316	total: 420ms	remaining: 1.93s
179:	learn: 0.2846054	total: 423ms	remaining: 1.93s
180:	learn: 0.2837744	total: 425ms	remaining: 1.92s
181:	learn: 0.2827997	total: 427ms	remaining: 1.92s
182:	learn: 0.2822533	total: 429ms	remaining: 1.91s
183:	learn: 0.2810710	total: 431ms	remaining: 1.91s
184:	learn: 0.2802315	total: 433ms	remaining: 1.91s
185:	learn: 0.2793478	total: 436ms	remaining: 1.91s
186:	learn: 0.2786554	total: 438ms	remaining: 1.9s
187:	learn: 0.2780904	total: 440ms	remaining: 1.9s
188:	learn: 0.2771811	total: 442ms	remaining: 1.9s
189:	learn: 0.2768393	total: 443ms	remaining: 1.89s
190:	learn: 0.2763597	total: 445ms	remaining: 1.89s
191:	learn: 0.2757070	total: 447ms	remaining: 1.88s
192:	learn: 0.2752267	total: 451ms	remaining: 1.88s
193:	learn: 0.2745963	total: 453ms	remaining: 1.88s
194:	learn: 0.2740969	total: 455ms	remaining: 1.88s
195:	learn: 0.2732055	total: 457ms	remaining: 1.87s
196:	learn: 0.2719277	total: 460ms	remaining: 1.87s
197:	learn: 0.2713329	total: 462ms	remaining: 1.87s
198:	learn: 0.2705005	total: 466ms	remaining: 1.87s
199:	learn: 0.2700962	total: 468ms	remaining: 1.87s
200:	learn: 0.2697656	total: 470ms	remaining: 1.87s
201:	learn: 0.2691448	total: 472ms	remaining: 1.87s
202:	learn: 0.2687693	total: 475ms	remaining: 1.86s
203:	learn: 0.2681116	total: 477ms	remaining: 1.86s
204:	learn: 0.2673124	total: 480ms	remaining: 1.86s
205:	learn: 0.2660036	total: 482ms	remaining: 1.86s
206:	learn: 0.2651281	total: 484ms	remaining: 1.85s
207:	learn: 0.2646624	total: 485ms	remaining: 1.85s
208:	learn: 0.2634441	total: 487ms	remaining: 1.84s
209:	learn: 0.2629446	total: 489ms	remaining: 1.84s
210:	learn: 0.2625118	total: 491ms	remaining: 1.84s
211:	learn: 0.2621916	total: 494ms	remaining: 1.84s
212:	learn: 0.2614226	total: 496ms	remaining: 1.83s
213:	learn: 0.2609315	total: 499ms	remaining: 1.83s
214:	learn: 0.2605995	total: 501ms	remaining: 1.83s
215:	learn: 0.2600616	total: 503ms	remaining: 1.82s
216:	learn: 0.2594569	total: 507ms	remaining: 1.83s
217:	learn: 0.2588213	total: 509ms	remaining: 1.83s
218:	learn: 0.2579285	total: 511ms	remaining: 1.82s
219:	learn: 0.2577619	total: 513ms	remaining: 1.82s
220:	learn: 0.2572395	total: 515ms	remaining: 1.82s
221:	learn: 0.2567650	total: 517ms	remaining: 1.81s
222:	learn: 0.2561545	total: 519ms	remaining: 1.81s
223:	learn: 0.2552710	total: 522ms	remaining: 1.81s
224:	learn: 0.2548908	total: 524ms	remaining: 1.8s
225:	learn: 0.2538816	total: 526ms	remaining: 1.8s
226:	learn: 0.2534861	total: 528ms	remaining: 1.8s
227:	learn: 0.2530609	total: 529ms	remaining: 1.79s
228:	learn: 0.2522463	total: 531ms	remaining: 1.79s
229:	learn: 0.2515506	total: 533ms	remaining: 1.78s
230:	learn: 0.2505570	total: 535ms	remaining: 1.78s
231:	learn: 0.2494113	total: 538ms	remaining: 1.78s
232:	learn: 0.2488288	total: 540ms	remaining: 1.78s
233:	learn: 0.2483737	total: 542ms	remaining: 1.77s
234:	learn: 0.2479886	total: 544ms	remaining: 1.77s
235:	learn: 0.2474219	total: 546ms	remaining: 1.77s
236:	learn: 0.2470902	total: 548ms	remaining: 1.76s
237:	learn: 0.2460492	total: 550ms	remaining: 1.76s
238:	learn: 0.2454358	total: 553ms	remaining: 1.76s
239:	learn: 0.2450723	total: 554ms	remaining: 1.75s
240:	learn: 0.2442779	total: 556ms	remaining: 1.75s
241:	learn: 0.2436647	total: 557ms	remaining: 1.75s
242:	learn: 0.2430710	total: 560ms	remaining: 1.74s
243:	learn: 0.2427847	total: 562ms	remaining: 1.74s
244:	learn: 0.2417321	total: 564ms	remaining: 1.74s
245:	learn: 0.2409084	total: 567ms	remaining: 1.74s
246:	learn: 0.2405591	total: 568ms	remaining: 1.73s
247:	learn: 0.2401509	total: 570ms	remaining: 1.73s
248:	learn: 0.2388075	total: 572ms	remaining: 1.73s
249:	learn: 0.2373007	total: 574ms	remaining: 1.72s
250:	learn: 0.2365578	total: 576ms	remaining: 1.72s
251:	learn: 0.2358975	total: 579ms	remaining: 1.72s
252:	learn: 0.2355424	total: 582ms	remaining: 1.72s
253:	learn: 0.2348046	total: 584ms	remaining: 1.72s
254:	learn: 0.2337240	total: 586ms	remaining: 1.71s
255:	learn: 0.2322360	total: 589ms	remaining: 1.71s
256:	learn: 0.2318408	total: 591ms	remaining: 1.71s
257:	learn: 0.2313295	total: 593ms	remaining: 1.71s
258:	learn: 0.2309601	total: 595ms	remaining: 1.7s
259:	learn: 0.2305229	total: 598ms	remaining: 1.7s
260:	learn: 0.2302529	total: 600ms	remaining: 1.7s
261:	learn: 0.2294310	total: 602ms	remaining: 1.7s
262:	learn: 0.2287968	total: 605ms	remaining: 1.69s
263:	learn: 0.2284473	total: 607ms	remaining: 1.69s
264:	learn: 0.2280067	total: 609ms	remaining: 1.69s
265:	learn: 0.2277510	total: 611ms	remaining: 1.69s
266:	learn: 0.2270457	total: 613ms	remaining: 1.68s
267:	learn: 0.2261642	total: 615ms	remaining: 1.68s
268:	learn: 0.2252090	total: 617ms	remaining: 1.68s
269:	learn: 0.2245883	total: 620ms	remaining: 1.68s
270:	learn: 0.2241283	total: 622ms	remaining: 1.67s
271:	learn: 0.2237632	total: 624ms	remaining: 1.67s
272:	learn: 0.2230288	total: 626ms	remaining: 1.67s
273:	learn: 0.2222342	total: 628ms	remaining: 1.66s
274:	learn: 0.2218261	total: 630ms	remaining: 1.66s
275:	learn: 0.2206161	total: 632ms	remaining: 1.66s
276:	learn: 0.2196312	total: 635ms	remaining: 1.66s
277:	learn: 0.2191576	total: 637ms	remaining: 1.66s
278:	learn: 0.2183342	total: 640ms	remaining: 1.65s
279:	learn: 0.2175539	total: 642ms	remaining: 1.65s
280:	learn: 0.2169115	total: 645ms	remaining: 1.65s
281:	learn: 0.2165341	total: 648ms	remaining: 1.65s
282:	learn: 0.2162421	total: 649ms	remaining: 1.65s
283:	learn: 0.2155368	total: 652ms	remaining: 1.64s
284:	learn: 0.2151174	total: 655ms	remaining: 1.64s
285:	learn: 0.2146037	total: 657ms	remaining: 1.64s
286:	learn: 0.2140309	total: 659ms	remaining: 1.64s
287:	learn: 0.2134897	total: 661ms	remaining: 1.63s
288:	learn: 0.2127398	total: 663ms	remaining: 1.63s
289:	learn: 0.2118476	total: 665ms	remaining: 1.63s
290:	learn: 0.2112408	total: 667ms	remaining: 1.63s
291:	learn: 0.2108508	total: 670ms	remaining: 1.62s
292:	learn: 0.2105693	total: 672ms	remaining: 1.62s
293:	learn: 0.2099460	total: 673ms	remaining: 1.62s
294:	learn: 0.2093799	total: 676ms	remaining: 1.61s
295:	learn: 0.2088138	total: 678ms	remaining: 1.61s
296:	learn: 0.2078263	total: 680ms	remaining: 1.61s
297:	learn: 0.2072999	total: 682ms	remaining: 1.61s
298:	learn: 0.2063639	total: 685ms	remaining: 1.6s
299:	learn: 0.2061012	total: 686ms	remaining: 1.6s
300:	learn: 0.2056606	total: 688ms	remaining: 1.6s
301:	learn: 0.2045526	total: 690ms	remaining: 1.59s
302:	learn: 0.2035644	total: 692ms	remaining: 1.59s
303:	learn: 0.2030369	total: 694ms	remaining: 1.59s
304:	learn: 0.2022679	total: 696ms	remaining: 1.58s
305:	learn: 0.2014459	total: 699ms	remaining: 1.58s
306:	learn: 0.2005640	total: 701ms	remaining: 1.58s
307:	learn: 0.1997730	total: 703ms	remaining: 1.58s
308:	learn: 0.1993232	total: 705ms	remaining: 1.57s
309:	learn: 0.1985313	total: 707ms	remaining: 1.57s
310:	learn: 0.1979367	total: 709ms	remaining: 1.57s
311:	learn: 0.1976017	total: 711ms	remaining: 1.57s
312:	learn: 0.1967973	total: 714ms	remaining: 1.57s
313:	learn: 0.1961802	total: 716ms	remaining: 1.56s
314:	learn: 0.1952832	total: 718ms	remaining: 1.56s
315:	learn: 0.1944103	total: 720ms	remaining: 1.56s
316:	learn: 0.1942511	total: 722ms	remaining: 1.55s
317:	learn: 0.1935217	total: 724ms	remaining: 1.55s
318:	learn: 0.1926663	total: 726ms	remaining: 1.55s
319:	learn: 0.1921994	total: 729ms	remaining: 1.55s
320:	learn: 0.1913877	total: 731ms	remaining: 1.55s
321:	learn: 0.1909803	total: 733ms	remaining: 1.54s
322:	learn: 0.1907603	total: 734ms	remaining: 1.54s
323:	learn: 0.1900201	total: 737ms	remaining: 1.54s
324:	learn: 0.1892778	total: 740ms	remaining: 1.53s
325:	learn: 0.1888205	total: 742ms	remaining: 1.53s
326:	learn: 0.1880072	total: 744ms	remaining: 1.53s
327:	learn: 0.1876597	total: 746ms	remaining: 1.53s
328:	learn: 0.1867176	total: 748ms	remaining: 1.52s
329:	learn: 0.1861537	total: 750ms	remaining: 1.52s
330:	learn: 0.1853472	total: 752ms	remaining: 1.52s
331:	learn: 0.1845865	total: 754ms	remaining: 1.52s
332:	learn: 0.1839635	total: 756ms	remaining: 1.51s
333:	learn: 0.1833002	total: 758ms	remaining: 1.51s
334:	learn: 0.1824458	total: 760ms	remaining: 1.51s
335:	learn: 0.1819990	total: 762ms	remaining: 1.51s
336:	learn: 0.1817356	total: 764ms	remaining: 1.5s
337:	learn: 0.1808494	total: 767ms	remaining: 1.5s
338:	learn: 0.1801820	total: 769ms	remaining: 1.5s
339:	learn: 0.1795108	total: 772ms	remaining: 1.5s
340:	learn: 0.1788494	total: 774ms	remaining: 1.5s
341:	learn: 0.1786496	total: 776ms	remaining: 1.49s
342:	learn: 0.1783565	total: 778ms	remaining: 1.49s
343:	learn: 0.1777093	total: 780ms	remaining: 1.49s
344:	learn: 0.1769309	total: 782ms	remaining: 1.48s
345:	learn: 0.1765817	total: 784ms	remaining: 1.48s
346:	learn: 0.1762578	total: 787ms	remaining: 1.48s
347:	learn: 0.1759386	total: 789ms	remaining: 1.48s
348:	learn: 0.1756706	total: 791ms	remaining: 1.47s
349:	learn: 0.1751357	total: 793ms	remaining: 1.47s
350:	learn: 0.1744344	total: 795ms	remaining: 1.47s
351:	learn: 0.1741278	total: 797ms	remaining: 1.47s
352:	learn: 0.1733181	total: 799ms	remaining: 1.46s
353:	learn: 0.1725281	total: 802ms	remaining: 1.46s
354:	learn: 0.1716859	total: 805ms	remaining: 1.46s
355:	learn: 0.1714737	total: 807ms	remaining: 1.46s
356:	learn: 0.1708403	total: 809ms	remaining: 1.46s
357:	learn: 0.1700485	total: 811ms	remaining: 1.45s
358:	learn: 0.1695602	total: 813ms	remaining: 1.45s
359:	learn: 0.1689734	total: 816ms	remaining: 1.45s
360:	learn: 0.1682024	total: 818ms	remaining: 1.45s
361:	learn: 0.1675109	total: 820ms	remaining: 1.45s
362:	learn: 0.1670796	total: 823ms	remaining: 1.44s
363:	learn: 0.1666659	total: 826ms	remaining: 1.44s
364:	learn: 0.1659118	total: 829ms	remaining: 1.44s
365:	learn: 0.1651812	total: 832ms	remaining: 1.44s
366:	learn: 0.1643744	total: 834ms	remaining: 1.44s
367:	learn: 0.1637378	total: 836ms	remaining: 1.44s
368:	learn: 0.1632115	total: 838ms	remaining: 1.43s
369:	learn: 0.1624652	total: 840ms	remaining: 1.43s
370:	learn: 0.1618730	total: 842ms	remaining: 1.43s
371:	learn: 0.1611162	total: 845ms	remaining: 1.43s
372:	learn: 0.1609342	total: 847ms	remaining: 1.42s
373:	learn: 0.1605375	total: 849ms	remaining: 1.42s
374:	learn: 0.1603452	total: 851ms	remaining: 1.42s
375:	learn: 0.1597901	total: 853ms	remaining: 1.42s
376:	learn: 0.1594660	total: 855ms	remaining: 1.41s
377:	learn: 0.1589898	total: 858ms	remaining: 1.41s
378:	learn: 0.1585056	total: 860ms	remaining: 1.41s
379:	learn: 0.1578948	total: 863ms	remaining: 1.41s
380:	learn: 0.1571804	total: 865ms	remaining: 1.4s
381:	learn: 0.1566401	total: 867ms	remaining: 1.4s
382:	learn: 0.1563918	total: 869ms	remaining: 1.4s
383:	learn: 0.1556411	total: 871ms	remaining: 1.4s
384:	learn: 0.1549518	total: 873ms	remaining: 1.39s
385:	learn: 0.1545667	total: 876ms	remaining: 1.39s
386:	learn: 0.1543868	total: 878ms	remaining: 1.39s
387:	learn: 0.1538506	total: 880ms	remaining: 1.39s
388:	learn: 0.1535486	total: 882ms	remaining: 1.39s
389:	learn: 0.1528353	total: 884ms	remaining: 1.38s
390:	learn: 0.1523002	total: 886ms	remaining: 1.38s
391:	learn: 0.1517777	total: 889ms	remaining: 1.38s
392:	learn: 0.1511612	total: 891ms	remaining: 1.38s
393:	learn: 0.1510480	total: 893ms	remaining: 1.37s
394:	learn: 0.1506787	total: 895ms	remaining: 1.37s
395:	learn: 0.1503103	total: 898ms	remaining: 1.37s
396:	learn: 0.1499368	total: 900ms	remaining: 1.37s
397:	learn: 0.1492900	total: 902ms	remaining: 1.36s
398:	learn: 0.1487562	total: 904ms	remaining: 1.36s
399:	learn: 0.1482586	total: 906ms	remaining: 1.36s
400:	learn: 0.1481233	total: 908ms	remaining: 1.36s
401:	learn: 0.1475738	total: 911ms	remaining: 1.35s
402:	learn: 0.1474028	total: 914ms	remaining: 1.35s
403:	learn: 0.1467312	total: 916ms	remaining: 1.35s
404:	learn: 0.1460918	total: 919ms	remaining: 1.35s
405:	learn: 0.1455176	total: 921ms	remaining: 1.35s
406:	learn: 0.1451091	total: 923ms	remaining: 1.34s
407:	learn: 0.1444587	total: 925ms	remaining: 1.34s
408:	learn: 0.1443049	total: 927ms	remaining: 1.34s
409:	learn: 0.1438311	total: 929ms	remaining: 1.34s
410:	learn: 0.1432986	total: 931ms	remaining: 1.33s
411:	learn: 0.1431291	total: 934ms	remaining: 1.33s
412:	learn: 0.1424166	total: 936ms	remaining: 1.33s
413:	learn: 0.1419399	total: 938ms	remaining: 1.33s
414:	learn: 0.1414070	total: 940ms	remaining: 1.32s
415:	learn: 0.1410252	total: 942ms	remaining: 1.32s
416:	learn: 0.1404808	total: 944ms	remaining: 1.32s
417:	learn: 0.1398732	total: 947ms	remaining: 1.32s
418:	learn: 0.1394483	total: 949ms	remaining: 1.32s
419:	learn: 0.1389347	total: 951ms	remaining: 1.31s
420:	learn: 0.1381067	total: 954ms	remaining: 1.31s
421:	learn: 0.1377347	total: 956ms	remaining: 1.31s
422:	learn: 0.1375361	total: 958ms	remaining: 1.31s
423:	learn: 0.1368931	total: 960ms	remaining: 1.3s
424:	learn: 0.1366921	total: 962ms	remaining: 1.3s
425:	learn: 0.1359081	total: 964ms	remaining: 1.3s
426:	learn: 0.1355026	total: 967ms	remaining: 1.3s
427:	learn: 0.1349493	total: 969ms	remaining: 1.29s
428:	learn: 0.1344081	total: 971ms	remaining: 1.29s
429:	learn: 0.1341716	total: 973ms	remaining: 1.29s
430:	learn: 0.1336843	total: 975ms	remaining: 1.29s
431:	learn: 0.1334947	total: 978ms	remaining: 1.28s
432:	learn: 0.1331393	total: 980ms	remaining: 1.28s
433:	learn: 0.1325683	total: 982ms	remaining: 1.28s
434:	learn: 0.1319926	total: 985ms	remaining: 1.28s
435:	learn: 0.1314758	total: 987ms	remaining: 1.28s
436:	learn: 0.1313631	total: 989ms	remaining: 1.27s
437:	learn: 0.1310110	total: 991ms	remaining: 1.27s
438:	learn: 0.1302733	total: 994ms	remaining: 1.27s
439:	learn: 0.1300097	total: 996ms	remaining: 1.27s
440:	learn: 0.1298296	total: 998ms	remaining: 1.26s
441:	learn: 0.1293067	total: 1s	remaining: 1.26s
442:	learn: 0.1291896	total: 1s	remaining: 1.26s
443:	learn: 0.1284967	total: 1s	remaining: 1.26s
444:	learn: 0.1280013	total: 1.01s	remaining: 1.26s
445:	learn: 0.1275431	total: 1.01s	remaining: 1.25s
446:	learn: 0.1270927	total: 1.01s	remaining: 1.25s
447:	learn: 0.1268379	total: 1.01s	remaining: 1.25s
448:	learn: 0.1263656	total: 1.02s	remaining: 1.25s
449:	learn: 0.1260391	total: 1.02s	remaining: 1.24s
450:	learn: 0.1256457	total: 1.02s	remaining: 1.24s
451:	learn: 0.1255325	total: 1.02s	remaining: 1.24s
452:	learn: 0.1251467	total: 1.02s	remaining: 1.24s
453:	learn: 0.1248244	total: 1.03s	remaining: 1.24s
454:	learn: 0.1244724	total: 1.03s	remaining: 1.23s
455:	learn: 0.1241160	total: 1.03s	remaining: 1.23s
456:	learn: 0.1235467	total: 1.03s	remaining: 1.23s
457:	learn: 0.1231914	total: 1.04s	remaining: 1.23s
458:	learn: 0.1226735	total: 1.04s	remaining: 1.22s
459:	learn: 0.1224756	total: 1.04s	remaining: 1.22s
460:	learn: 0.1222202	total: 1.04s	remaining: 1.22s
461:	learn: 0.1218807	total: 1.04s	remaining: 1.22s
462:	learn: 0.1215408	total: 1.05s	remaining: 1.21s
463:	learn: 0.1212500	total: 1.05s	remaining: 1.21s
464:	learn: 0.1209160	total: 1.05s	remaining: 1.21s
465:	learn: 0.1206813	total: 1.05s	remaining: 1.21s
466:	learn: 0.1201419	total: 1.05s	remaining: 1.2s
467:	learn: 0.1200149	total: 1.06s	remaining: 1.2s
468:	learn: 0.1193631	total: 1.06s	remaining: 1.2s
469:	learn: 0.1189216	total: 1.06s	remaining: 1.2s
470:	learn: 0.1185576	total: 1.06s	remaining: 1.2s
471:	learn: 0.1181422	total: 1.07s	remaining: 1.19s
472:	learn: 0.1176727	total: 1.07s	remaining: 1.19s
473:	learn: 0.1171807	total: 1.07s	remaining: 1.19s
474:	learn: 0.1170710	total: 1.07s	remaining: 1.19s
475:	learn: 0.1167023	total: 1.07s	remaining: 1.18s
476:	learn: 0.1163231	total: 1.08s	remaining: 1.18s
477:	learn: 0.1156671	total: 1.08s	remaining: 1.18s
478:	learn: 0.1150466	total: 1.08s	remaining: 1.18s
479:	learn: 0.1146289	total: 1.08s	remaining: 1.17s
480:	learn: 0.1142038	total: 1.09s	remaining: 1.17s
481:	learn: 0.1137636	total: 1.09s	remaining: 1.17s
482:	learn: 0.1133319	total: 1.09s	remaining: 1.17s
483:	learn: 0.1130302	total: 1.09s	remaining: 1.17s
484:	learn: 0.1128870	total: 1.1s	remaining: 1.17s
485:	learn: 0.1124588	total: 1.1s	remaining: 1.16s
486:	learn: 0.1122742	total: 1.1s	remaining: 1.16s
487:	learn: 0.1118965	total: 1.1s	remaining: 1.16s
488:	learn: 0.1117195	total: 1.1s	remaining: 1.16s
489:	learn: 0.1112437	total: 1.11s	remaining: 1.15s
490:	learn: 0.1109248	total: 1.11s	remaining: 1.15s
491:	learn: 0.1105573	total: 1.11s	remaining: 1.15s
492:	learn: 0.1102834	total: 1.11s	remaining: 1.15s
493:	learn: 0.1098002	total: 1.12s	remaining: 1.14s
494:	learn: 0.1096771	total: 1.12s	remaining: 1.14s
495:	learn: 0.1091784	total: 1.12s	remaining: 1.14s
496:	learn: 0.1087277	total: 1.12s	remaining: 1.14s
497:	learn: 0.1084593	total: 1.13s	remaining: 1.13s
498:	learn: 0.1083650	total: 1.13s	remaining: 1.13s
499:	learn: 0.1080725	total: 1.13s	remaining: 1.13s
500:	learn: 0.1079274	total: 1.13s	remaining: 1.13s
501:	learn: 0.1076360	total: 1.13s	remaining: 1.12s
502:	learn: 0.1073764	total: 1.14s	remaining: 1.12s
503:	learn: 0.1070551	total: 1.14s	remaining: 1.12s
504:	learn: 0.1069763	total: 1.14s	remaining: 1.12s
505:	learn: 0.1064990	total: 1.14s	remaining: 1.11s
506:	learn: 0.1060446	total: 1.15s	remaining: 1.11s
507:	learn: 0.1055844	total: 1.15s	remaining: 1.11s
508:	learn: 0.1053919	total: 1.15s	remaining: 1.11s
509:	learn: 0.1050935	total: 1.15s	remaining: 1.11s
510:	learn: 0.1047059	total: 1.15s	remaining: 1.1s
511:	learn: 0.1041053	total: 1.16s	remaining: 1.1s
512:	learn: 0.1038955	total: 1.16s	remaining: 1.1s
513:	learn: 0.1035967	total: 1.16s	remaining: 1.1s
514:	learn: 0.1032422	total: 1.16s	remaining: 1.09s
515:	learn: 0.1028394	total: 1.16s	remaining: 1.09s
516:	learn: 0.1025231	total: 1.17s	remaining: 1.09s
517:	learn: 0.1022493	total: 1.17s	remaining: 1.09s
518:	learn: 0.1017377	total: 1.17s	remaining: 1.09s
519:	learn: 0.1014643	total: 1.17s	remaining: 1.08s
520:	learn: 0.1009447	total: 1.18s	remaining: 1.08s
521:	learn: 0.1007683	total: 1.18s	remaining: 1.08s
522:	learn: 0.1005436	total: 1.18s	remaining: 1.08s
523:	learn: 0.1000174	total: 1.18s	remaining: 1.07s
524:	learn: 0.0997807	total: 1.19s	remaining: 1.07s
525:	learn: 0.0995556	total: 1.19s	remaining: 1.07s
526:	learn: 0.0993535	total: 1.19s	remaining: 1.07s
527:	learn: 0.0991036	total: 1.19s	remaining: 1.07s
528:	learn: 0.0987131	total: 1.19s	remaining: 1.06s
529:	learn: 0.0983678	total: 1.2s	remaining: 1.06s
530:	learn: 0.0979312	total: 1.2s	remaining: 1.06s
531:	learn: 0.0976323	total: 1.2s	remaining: 1.06s
532:	learn: 0.0972778	total: 1.2s	remaining: 1.05s
533:	learn: 0.0968642	total: 1.21s	remaining: 1.05s
534:	learn: 0.0967946	total: 1.21s	remaining: 1.05s
535:	learn: 0.0967309	total: 1.21s	remaining: 1.05s
536:	learn: 0.0962780	total: 1.21s	remaining: 1.04s
537:	learn: 0.0958175	total: 1.21s	remaining: 1.04s
538:	learn: 0.0957474	total: 1.22s	remaining: 1.04s
539:	learn: 0.0954895	total: 1.22s	remaining: 1.04s
540:	learn: 0.0951080	total: 1.22s	remaining: 1.04s
541:	learn: 0.0948758	total: 1.22s	remaining: 1.03s
542:	learn: 0.0944948	total: 1.23s	remaining: 1.03s
543:	learn: 0.0941250	total: 1.23s	remaining: 1.03s
544:	learn: 0.0936653	total: 1.23s	remaining: 1.03s
545:	learn: 0.0936070	total: 1.23s	remaining: 1.02s
546:	learn: 0.0933723	total: 1.23s	remaining: 1.02s
547:	learn: 0.0933088	total: 1.24s	remaining: 1.02s
548:	learn: 0.0930823	total: 1.24s	remaining: 1.02s
549:	learn: 0.0926889	total: 1.24s	remaining: 1.01s
550:	learn: 0.0924142	total: 1.24s	remaining: 1.01s
551:	learn: 0.0922920	total: 1.25s	remaining: 1.01s
552:	learn: 0.0920022	total: 1.25s	remaining: 1.01s
553:	learn: 0.0919022	total: 1.25s	remaining: 1s
554:	learn: 0.0916464	total: 1.25s	remaining: 1s
555:	learn: 0.0913628	total: 1.25s	remaining: 1s
556:	learn: 0.0910775	total: 1.25s	remaining: 999ms
557:	learn: 0.0905928	total: 1.26s	remaining: 996ms
558:	learn: 0.0905139	total: 1.26s	remaining: 995ms
559:	learn: 0.0901706	total: 1.26s	remaining: 992ms
560:	learn: 0.0899370	total: 1.26s	remaining: 990ms
561:	learn: 0.0897064	total: 1.27s	remaining: 987ms
562:	learn: 0.0895621	total: 1.27s	remaining: 985ms
563:	learn: 0.0891307	total: 1.27s	remaining: 983ms
564:	learn: 0.0889145	total: 1.27s	remaining: 982ms
565:	learn: 0.0885833	total: 1.28s	remaining: 979ms
566:	learn: 0.0884130	total: 1.28s	remaining: 977ms
567:	learn: 0.0879978	total: 1.28s	remaining: 975ms
568:	learn: 0.0877181	total: 1.28s	remaining: 972ms
569:	learn: 0.0873083	total: 1.28s	remaining: 970ms
570:	learn: 0.0869567	total: 1.29s	remaining: 967ms
571:	learn: 0.0867161	total: 1.29s	remaining: 966ms
572:	learn: 0.0863996	total: 1.29s	remaining: 964ms
573:	learn: 0.0861756	total: 1.3s	remaining: 965ms
574:	learn: 0.0861333	total: 1.31s	remaining: 966ms
575:	learn: 0.0859476	total: 1.31s	remaining: 965ms
576:	learn: 0.0855296	total: 1.31s	remaining: 964ms
577:	learn: 0.0853737	total: 1.32s	remaining: 962ms
578:	learn: 0.0851149	total: 1.32s	remaining: 961ms
579:	learn: 0.0850488	total: 1.32s	remaining: 958ms
580:	learn: 0.0846963	total: 1.33s	remaining: 956ms
581:	learn: 0.0842721	total: 1.33s	remaining: 954ms
582:	learn: 0.0842126	total: 1.33s	remaining: 952ms
583:	learn: 0.0839732	total: 1.33s	remaining: 949ms
584:	learn: 0.0837422	total: 1.33s	remaining: 947ms
585:	learn: 0.0836663	total: 1.34s	remaining: 945ms
586:	learn: 0.0834966	total: 1.34s	remaining: 942ms
587:	learn: 0.0831354	total: 1.34s	remaining: 941ms
588:	learn: 0.0830478	total: 1.34s	remaining: 939ms
589:	learn: 0.0830098	total: 1.35s	remaining: 936ms
590:	learn: 0.0826541	total: 1.35s	remaining: 934ms
591:	learn: 0.0824332	total: 1.35s	remaining: 932ms
592:	learn: 0.0820944	total: 1.35s	remaining: 929ms
593:	learn: 0.0818808	total: 1.36s	remaining: 927ms
594:	learn: 0.0816184	total: 1.36s	remaining: 925ms
595:	learn: 0.0814904	total: 1.36s	remaining: 922ms
596:	learn: 0.0812276	total: 1.36s	remaining: 920ms
597:	learn: 0.0810580	total: 1.36s	remaining: 918ms
598:	learn: 0.0807160	total: 1.37s	remaining: 916ms
599:	learn: 0.0805105	total: 1.37s	remaining: 914ms
600:	learn: 0.0804732	total: 1.37s	remaining: 912ms
601:	learn: 0.0802528	total: 1.38s	remaining: 909ms
602:	learn: 0.0799585	total: 1.38s	remaining: 908ms
603:	learn: 0.0796860	total: 1.38s	remaining: 905ms
604:	learn: 0.0794179	total: 1.38s	remaining: 903ms
605:	learn: 0.0790272	total: 1.39s	remaining: 901ms
606:	learn: 0.0787542	total: 1.39s	remaining: 898ms
607:	learn: 0.0784884	total: 1.39s	remaining: 896ms
608:	learn: 0.0781484	total: 1.39s	remaining: 894ms
609:	learn: 0.0778162	total: 1.4s	remaining: 892ms
610:	learn: 0.0774512	total: 1.4s	remaining: 890ms
611:	learn: 0.0773267	total: 1.4s	remaining: 887ms
612:	learn: 0.0772779	total: 1.4s	remaining: 885ms
613:	learn: 0.0770729	total: 1.4s	remaining: 882ms
614:	learn: 0.0770440	total: 1.4s	remaining: 879ms
615:	learn: 0.0769901	total: 1.41s	remaining: 877ms
616:	learn: 0.0765939	total: 1.41s	remaining: 875ms
617:	learn: 0.0763494	total: 1.41s	remaining: 873ms
618:	learn: 0.0762922	total: 1.41s	remaining: 870ms
619:	learn: 0.0760886	total: 1.42s	remaining: 868ms
620:	learn: 0.0758086	total: 1.42s	remaining: 865ms
621:	learn: 0.0756255	total: 1.42s	remaining: 863ms
622:	learn: 0.0753732	total: 1.42s	remaining: 860ms
623:	learn: 0.0750152	total: 1.42s	remaining: 858ms
624:	learn: 0.0749779	total: 1.43s	remaining: 856ms
625:	learn: 0.0747592	total: 1.43s	remaining: 854ms
626:	learn: 0.0744786	total: 1.43s	remaining: 851ms
627:	learn: 0.0742966	total: 1.43s	remaining: 849ms
628:	learn: 0.0739744	total: 1.43s	remaining: 846ms
629:	learn: 0.0737480	total: 1.44s	remaining: 844ms
630:	learn: 0.0734348	total: 1.44s	remaining: 842ms
631:	learn: 0.0733948	total: 1.44s	remaining: 839ms
632:	learn: 0.0732522	total: 1.44s	remaining: 837ms
633:	learn: 0.0731044	total: 1.45s	remaining: 835ms
634:	learn: 0.0728992	total: 1.45s	remaining: 832ms
635:	learn: 0.0726896	total: 1.45s	remaining: 830ms
636:	learn: 0.0724893	total: 1.45s	remaining: 828ms
637:	learn: 0.0724490	total: 1.45s	remaining: 825ms
638:	learn: 0.0723245	total: 1.46s	remaining: 823ms
639:	learn: 0.0721121	total: 1.46s	remaining: 821ms
640:	learn: 0.0719354	total: 1.46s	remaining: 819ms
641:	learn: 0.0716653	total: 1.46s	remaining: 816ms
642:	learn: 0.0715475	total: 1.47s	remaining: 814ms
643:	learn: 0.0713258	total: 1.47s	remaining: 812ms
644:	learn: 0.0712320	total: 1.47s	remaining: 810ms
645:	learn: 0.0711854	total: 1.47s	remaining: 807ms
646:	learn: 0.0711070	total: 1.48s	remaining: 805ms
647:	learn: 0.0710083	total: 1.48s	remaining: 803ms
648:	learn: 0.0707073	total: 1.48s	remaining: 800ms
649:	learn: 0.0704490	total: 1.48s	remaining: 798ms
650:	learn: 0.0702833	total: 1.49s	remaining: 796ms
651:	learn: 0.0701577	total: 1.49s	remaining: 794ms
652:	learn: 0.0699817	total: 1.49s	remaining: 792ms
653:	learn: 0.0697820	total: 1.49s	remaining: 789ms
654:	learn: 0.0695359	total: 1.49s	remaining: 787ms
655:	learn: 0.0691851	total: 1.5s	remaining: 785ms
656:	learn: 0.0689505	total: 1.5s	remaining: 783ms
657:	learn: 0.0689069	total: 1.5s	remaining: 780ms
658:	learn: 0.0688575	total: 1.5s	remaining: 778ms
659:	learn: 0.0686212	total: 1.5s	remaining: 776ms
660:	learn: 0.0684749	total: 1.51s	remaining: 773ms
661:	learn: 0.0682675	total: 1.51s	remaining: 771ms
662:	learn: 0.0682140	total: 1.51s	remaining: 769ms
663:	learn: 0.0679571	total: 1.51s	remaining: 767ms
664:	learn: 0.0677208	total: 1.52s	remaining: 764ms
665:	learn: 0.0674553	total: 1.52s	remaining: 762ms
666:	learn: 0.0671945	total: 1.52s	remaining: 760ms
667:	learn: 0.0669574	total: 1.52s	remaining: 757ms
668:	learn: 0.0667024	total: 1.53s	remaining: 755ms
669:	learn: 0.0664519	total: 1.53s	remaining: 753ms
670:	learn: 0.0661408	total: 1.53s	remaining: 751ms
671:	learn: 0.0658909	total: 1.53s	remaining: 748ms
672:	learn: 0.0657706	total: 1.53s	remaining: 746ms
673:	learn: 0.0654676	total: 1.54s	remaining: 743ms
674:	learn: 0.0653125	total: 1.54s	remaining: 741ms
675:	learn: 0.0649859	total: 1.54s	remaining: 739ms
676:	learn: 0.0649040	total: 1.54s	remaining: 736ms
677:	learn: 0.0648347	total: 1.54s	remaining: 734ms
678:	learn: 0.0647007	total: 1.55s	remaining: 732ms
679:	learn: 0.0643166	total: 1.55s	remaining: 730ms
680:	learn: 0.0640878	total: 1.55s	remaining: 728ms
681:	learn: 0.0639329	total: 1.55s	remaining: 725ms
682:	learn: 0.0636975	total: 1.56s	remaining: 723ms
683:	learn: 0.0635166	total: 1.56s	remaining: 721ms
684:	learn: 0.0633271	total: 1.56s	remaining: 718ms
685:	learn: 0.0631018	total: 1.56s	remaining: 716ms
686:	learn: 0.0629887	total: 1.57s	remaining: 714ms
687:	learn: 0.0626798	total: 1.57s	remaining: 711ms
688:	learn: 0.0626086	total: 1.57s	remaining: 709ms
689:	learn: 0.0624226	total: 1.57s	remaining: 707ms
690:	learn: 0.0621556	total: 1.57s	remaining: 704ms
691:	learn: 0.0619207	total: 1.58s	remaining: 702ms
692:	learn: 0.0616522	total: 1.58s	remaining: 700ms
693:	learn: 0.0614335	total: 1.58s	remaining: 697ms
694:	learn: 0.0612771	total: 1.58s	remaining: 695ms
695:	learn: 0.0611689	total: 1.58s	remaining: 693ms
696:	learn: 0.0610709	total: 1.59s	remaining: 691ms
697:	learn: 0.0609470	total: 1.59s	remaining: 688ms
698:	learn: 0.0608744	total: 1.59s	remaining: 686ms
699:	learn: 0.0608341	total: 1.59s	remaining: 683ms
700:	learn: 0.0607794	total: 1.6s	remaining: 681ms
701:	learn: 0.0604846	total: 1.6s	remaining: 679ms
702:	learn: 0.0604044	total: 1.6s	remaining: 676ms
703:	learn: 0.0602986	total: 1.6s	remaining: 674ms
704:	learn: 0.0601235	total: 1.6s	remaining: 672ms
705:	learn: 0.0598695	total: 1.61s	remaining: 669ms
706:	learn: 0.0598329	total: 1.61s	remaining: 667ms
707:	learn: 0.0597431	total: 1.61s	remaining: 665ms
708:	learn: 0.0595733	total: 1.61s	remaining: 662ms
709:	learn: 0.0593688	total: 1.62s	remaining: 660ms
710:	learn: 0.0591714	total: 1.62s	remaining: 658ms
711:	learn: 0.0588816	total: 1.62s	remaining: 655ms
712:	learn: 0.0586032	total: 1.62s	remaining: 653ms
713:	learn: 0.0583219	total: 1.62s	remaining: 651ms
714:	learn: 0.0580596	total: 1.63s	remaining: 648ms
715:	learn: 0.0579564	total: 1.63s	remaining: 646ms
716:	learn: 0.0578274	total: 1.63s	remaining: 643ms
717:	learn: 0.0576588	total: 1.63s	remaining: 641ms
718:	learn: 0.0574076	total: 1.64s	remaining: 639ms
719:	learn: 0.0573551	total: 1.64s	remaining: 637ms
720:	learn: 0.0572361	total: 1.64s	remaining: 635ms
721:	learn: 0.0570868	total: 1.64s	remaining: 633ms
722:	learn: 0.0567594	total: 1.65s	remaining: 630ms
723:	learn: 0.0565546	total: 1.65s	remaining: 628ms
724:	learn: 0.0565308	total: 1.65s	remaining: 626ms
725:	learn: 0.0563547	total: 1.65s	remaining: 623ms
726:	learn: 0.0561145	total: 1.65s	remaining: 621ms
727:	learn: 0.0558548	total: 1.66s	remaining: 619ms
728:	learn: 0.0557150	total: 1.66s	remaining: 616ms
729:	learn: 0.0556232	total: 1.66s	remaining: 614ms
730:	learn: 0.0554936	total: 1.66s	remaining: 612ms
731:	learn: 0.0553476	total: 1.67s	remaining: 610ms
732:	learn: 0.0551943	total: 1.67s	remaining: 607ms
733:	learn: 0.0551606	total: 1.67s	remaining: 605ms
734:	learn: 0.0550369	total: 1.67s	remaining: 603ms
735:	learn: 0.0548959	total: 1.67s	remaining: 600ms
736:	learn: 0.0547179	total: 1.68s	remaining: 598ms
737:	learn: 0.0545874	total: 1.68s	remaining: 596ms
738:	learn: 0.0545472	total: 1.68s	remaining: 594ms
739:	learn: 0.0543480	total: 1.68s	remaining: 591ms
740:	learn: 0.0541368	total: 1.69s	remaining: 589ms
741:	learn: 0.0539485	total: 1.69s	remaining: 587ms
742:	learn: 0.0537548	total: 1.69s	remaining: 585ms
743:	learn: 0.0535721	total: 1.69s	remaining: 582ms
744:	learn: 0.0534200	total: 1.69s	remaining: 580ms
745:	learn: 0.0532514	total: 1.7s	remaining: 578ms
746:	learn: 0.0531407	total: 1.7s	remaining: 575ms
747:	learn: 0.0530772	total: 1.7s	remaining: 573ms
748:	learn: 0.0530279	total: 1.7s	remaining: 571ms
749:	learn: 0.0529215	total: 1.71s	remaining: 569ms
750:	learn: 0.0527489	total: 1.71s	remaining: 566ms
751:	learn: 0.0527131	total: 1.71s	remaining: 564ms
752:	learn: 0.0525889	total: 1.71s	remaining: 562ms
753:	learn: 0.0523788	total: 1.71s	remaining: 559ms
754:	learn: 0.0521506	total: 1.72s	remaining: 557ms
755:	learn: 0.0519178	total: 1.72s	remaining: 555ms
756:	learn: 0.0516415	total: 1.72s	remaining: 553ms
757:	learn: 0.0514555	total: 1.72s	remaining: 550ms
758:	learn: 0.0512685	total: 1.73s	remaining: 548ms
759:	learn: 0.0510890	total: 1.73s	remaining: 545ms
760:	learn: 0.0509370	total: 1.73s	remaining: 543ms
761:	learn: 0.0507535	total: 1.73s	remaining: 541ms
762:	learn: 0.0504765	total: 1.73s	remaining: 539ms
763:	learn: 0.0503156	total: 1.74s	remaining: 537ms
764:	learn: 0.0501505	total: 1.74s	remaining: 535ms
765:	learn: 0.0500983	total: 1.74s	remaining: 533ms
766:	learn: 0.0499583	total: 1.75s	remaining: 530ms
767:	learn: 0.0498057	total: 1.75s	remaining: 528ms
768:	learn: 0.0496573	total: 1.75s	remaining: 526ms
769:	learn: 0.0494988	total: 1.75s	remaining: 524ms
770:	learn: 0.0492513	total: 1.75s	remaining: 522ms
771:	learn: 0.0491463	total: 1.76s	remaining: 519ms
772:	learn: 0.0491132	total: 1.76s	remaining: 517ms
773:	learn: 0.0490534	total: 1.76s	remaining: 515ms
774:	learn: 0.0487992	total: 1.76s	remaining: 512ms
775:	learn: 0.0486769	total: 1.77s	remaining: 510ms
776:	learn: 0.0486115	total: 1.77s	remaining: 508ms
777:	learn: 0.0484521	total: 1.77s	remaining: 505ms
778:	learn: 0.0482358	total: 1.77s	remaining: 503ms
779:	learn: 0.0480369	total: 1.77s	remaining: 501ms
780:	learn: 0.0478791	total: 1.78s	remaining: 498ms
781:	learn: 0.0478609	total: 1.78s	remaining: 496ms
782:	learn: 0.0477327	total: 1.78s	remaining: 494ms
783:	learn: 0.0476183	total: 1.78s	remaining: 492ms
784:	learn: 0.0474384	total: 1.79s	remaining: 489ms
785:	learn: 0.0472693	total: 1.79s	remaining: 487ms
786:	learn: 0.0470592	total: 1.79s	remaining: 485ms
787:	learn: 0.0468675	total: 1.79s	remaining: 482ms
788:	learn: 0.0466346	total: 1.79s	remaining: 480ms
789:	learn: 0.0465369	total: 1.8s	remaining: 478ms
790:	learn: 0.0463496	total: 1.8s	remaining: 475ms
791:	learn: 0.0461967	total: 1.8s	remaining: 473ms
792:	learn: 0.0461469	total: 1.8s	remaining: 471ms
793:	learn: 0.0461177	total: 1.81s	remaining: 469ms
794:	learn: 0.0459766	total: 1.81s	remaining: 466ms
795:	learn: 0.0458010	total: 1.81s	remaining: 464ms
796:	learn: 0.0455378	total: 1.81s	remaining: 462ms
797:	learn: 0.0454852	total: 1.81s	remaining: 459ms
798:	learn: 0.0454615	total: 1.82s	remaining: 457ms
799:	learn: 0.0453036	total: 1.82s	remaining: 455ms
800:	learn: 0.0451327	total: 1.82s	remaining: 453ms
801:	learn: 0.0450072	total: 1.82s	remaining: 450ms
802:	learn: 0.0448390	total: 1.82s	remaining: 448ms
803:	learn: 0.0447075	total: 1.83s	remaining: 446ms
804:	learn: 0.0445482	total: 1.83s	remaining: 443ms
805:	learn: 0.0444575	total: 1.83s	remaining: 441ms
806:	learn: 0.0444288	total: 1.83s	remaining: 439ms
807:	learn: 0.0442526	total: 1.84s	remaining: 436ms
808:	learn: 0.0441170	total: 1.84s	remaining: 434ms
809:	learn: 0.0438930	total: 1.84s	remaining: 432ms
810:	learn: 0.0437710	total: 1.84s	remaining: 430ms
811:	learn: 0.0435738	total: 1.84s	remaining: 427ms
812:	learn: 0.0434797	total: 1.85s	remaining: 425ms
813:	learn: 0.0433502	total: 1.85s	remaining: 423ms
814:	learn: 0.0432161	total: 1.85s	remaining: 420ms
815:	learn: 0.0431752	total: 1.85s	remaining: 418ms
816:	learn: 0.0431136	total: 1.86s	remaining: 416ms
817:	learn: 0.0430037	total: 1.86s	remaining: 414ms
818:	learn: 0.0429083	total: 1.86s	remaining: 411ms
819:	learn: 0.0428801	total: 1.86s	remaining: 409ms
820:	learn: 0.0428513	total: 1.86s	remaining: 407ms
821:	learn: 0.0426454	total: 1.87s	remaining: 404ms
822:	learn: 0.0426178	total: 1.87s	remaining: 402ms
823:	learn: 0.0424541	total: 1.87s	remaining: 400ms
824:	learn: 0.0424123	total: 1.87s	remaining: 397ms
825:	learn: 0.0422315	total: 1.88s	remaining: 395ms
826:	learn: 0.0421869	total: 1.88s	remaining: 393ms
827:	learn: 0.0420778	total: 1.88s	remaining: 391ms
828:	learn: 0.0418732	total: 1.88s	remaining: 388ms
829:	learn: 0.0416767	total: 1.88s	remaining: 386ms
830:	learn: 0.0415386	total: 1.89s	remaining: 384ms
831:	learn: 0.0414185	total: 1.89s	remaining: 381ms
832:	learn: 0.0413047	total: 1.89s	remaining: 379ms
833:	learn: 0.0411374	total: 1.89s	remaining: 377ms
834:	learn: 0.0410309	total: 1.9s	remaining: 375ms
835:	learn: 0.0409736	total: 1.9s	remaining: 372ms
836:	learn: 0.0408116	total: 1.9s	remaining: 370ms
837:	learn: 0.0406706	total: 1.9s	remaining: 368ms
838:	learn: 0.0404753	total: 1.9s	remaining: 365ms
839:	learn: 0.0403662	total: 1.91s	remaining: 363ms
840:	learn: 0.0402612	total: 1.91s	remaining: 361ms
841:	learn: 0.0401969	total: 1.91s	remaining: 358ms
842:	learn: 0.0400658	total: 1.91s	remaining: 356ms
843:	learn: 0.0399043	total: 1.91s	remaining: 354ms
844:	learn: 0.0398122	total: 1.92s	remaining: 352ms
845:	learn: 0.0397311	total: 1.92s	remaining: 349ms
846:	learn: 0.0397105	total: 1.92s	remaining: 347ms
847:	learn: 0.0396095	total: 1.92s	remaining: 345ms
848:	learn: 0.0394302	total: 1.93s	remaining: 342ms
849:	learn: 0.0393022	total: 1.93s	remaining: 340ms
850:	learn: 0.0391274	total: 1.93s	remaining: 338ms
851:	learn: 0.0389309	total: 1.93s	remaining: 336ms
852:	learn: 0.0387940	total: 1.94s	remaining: 334ms
853:	learn: 0.0387245	total: 1.94s	remaining: 331ms
854:	learn: 0.0386793	total: 1.94s	remaining: 329ms
855:	learn: 0.0385803	total: 1.94s	remaining: 327ms
856:	learn: 0.0384001	total: 1.94s	remaining: 324ms
857:	learn: 0.0383250	total: 1.95s	remaining: 322ms
858:	learn: 0.0382249	total: 1.95s	remaining: 320ms
859:	learn: 0.0381374	total: 1.95s	remaining: 317ms
860:	learn: 0.0380208	total: 1.95s	remaining: 315ms
861:	learn: 0.0379354	total: 1.95s	remaining: 313ms
862:	learn: 0.0378344	total: 1.96s	remaining: 311ms
863:	learn: 0.0377078	total: 1.96s	remaining: 308ms
864:	learn: 0.0375352	total: 1.96s	remaining: 306ms
865:	learn: 0.0374473	total: 1.96s	remaining: 304ms
866:	learn: 0.0374102	total: 1.96s	remaining: 301ms
867:	learn: 0.0373249	total: 1.97s	remaining: 299ms
868:	learn: 0.0371931	total: 1.97s	remaining: 297ms
869:	learn: 0.0370132	total: 1.97s	remaining: 295ms
870:	learn: 0.0368419	total: 1.97s	remaining: 292ms
871:	learn: 0.0368198	total: 1.98s	remaining: 290ms
872:	learn: 0.0366850	total: 1.98s	remaining: 288ms
873:	learn: 0.0365668	total: 1.98s	remaining: 286ms
874:	learn: 0.0365097	total: 1.98s	remaining: 283ms
875:	learn: 0.0364554	total: 1.98s	remaining: 281ms
876:	learn: 0.0363058	total: 1.99s	remaining: 279ms
877:	learn: 0.0361631	total: 1.99s	remaining: 276ms
878:	learn: 0.0360542	total: 1.99s	remaining: 274ms
879:	learn: 0.0359692	total: 1.99s	remaining: 272ms
880:	learn: 0.0358726	total: 2s	remaining: 270ms
881:	learn: 0.0357756	total: 2s	remaining: 267ms
882:	learn: 0.0356138	total: 2s	remaining: 265ms
883:	learn: 0.0353992	total: 2s	remaining: 263ms
884:	learn: 0.0353257	total: 2s	remaining: 261ms
885:	learn: 0.0352218	total: 2.01s	remaining: 258ms
886:	learn: 0.0351233	total: 2.01s	remaining: 256ms
887:	learn: 0.0350305	total: 2.01s	remaining: 254ms
888:	learn: 0.0349042	total: 2.01s	remaining: 251ms
889:	learn: 0.0348179	total: 2.01s	remaining: 249ms
890:	learn: 0.0346692	total: 2.02s	remaining: 247ms
891:	learn: 0.0346278	total: 2.02s	remaining: 245ms
892:	learn: 0.0344928	total: 2.02s	remaining: 242ms
893:	learn: 0.0343351	total: 2.02s	remaining: 240ms
894:	learn: 0.0341957	total: 2.03s	remaining: 238ms
895:	learn: 0.0340567	total: 2.03s	remaining: 235ms
896:	learn: 0.0339168	total: 2.03s	remaining: 233ms
897:	learn: 0.0338039	total: 2.03s	remaining: 231ms
898:	learn: 0.0336857	total: 2.03s	remaining: 229ms
899:	learn: 0.0335665	total: 2.04s	remaining: 226ms
900:	learn: 0.0335421	total: 2.04s	remaining: 224ms
901:	learn: 0.0334853	total: 2.04s	remaining: 222ms
902:	learn: 0.0333406	total: 2.04s	remaining: 220ms
903:	learn: 0.0333225	total: 2.05s	remaining: 217ms
904:	learn: 0.0332237	total: 2.05s	remaining: 215ms
905:	learn: 0.0331540	total: 2.05s	remaining: 213ms
906:	learn: 0.0330632	total: 2.05s	remaining: 210ms
907:	learn: 0.0330181	total: 2.05s	remaining: 208ms
908:	learn: 0.0329798	total: 2.06s	remaining: 206ms
909:	learn: 0.0328726	total: 2.06s	remaining: 204ms
910:	learn: 0.0327948	total: 2.06s	remaining: 201ms
911:	learn: 0.0326749	total: 2.06s	remaining: 199ms
912:	learn: 0.0325782	total: 2.06s	remaining: 197ms
913:	learn: 0.0324828	total: 2.07s	remaining: 194ms
914:	learn: 0.0323405	total: 2.07s	remaining: 192ms
915:	learn: 0.0323227	total: 2.07s	remaining: 190ms
916:	learn: 0.0322371	total: 2.07s	remaining: 188ms
917:	learn: 0.0321398	total: 2.08s	remaining: 185ms
918:	learn: 0.0320097	total: 2.08s	remaining: 183ms
919:	learn: 0.0319250	total: 2.08s	remaining: 181ms
920:	learn: 0.0318418	total: 2.08s	remaining: 179ms
921:	learn: 0.0318065	total: 2.08s	remaining: 176ms
922:	learn: 0.0316542	total: 2.09s	remaining: 174ms
923:	learn: 0.0315395	total: 2.09s	remaining: 172ms
924:	learn: 0.0314520	total: 2.09s	remaining: 170ms
925:	learn: 0.0313777	total: 2.09s	remaining: 167ms
926:	learn: 0.0313167	total: 2.1s	remaining: 165ms
927:	learn: 0.0312534	total: 2.1s	remaining: 163ms
928:	learn: 0.0311964	total: 2.1s	remaining: 160ms
929:	learn: 0.0310842	total: 2.1s	remaining: 158ms
930:	learn: 0.0309924	total: 2.1s	remaining: 156ms
931:	learn: 0.0308457	total: 2.11s	remaining: 154ms
932:	learn: 0.0307385	total: 2.11s	remaining: 151ms
933:	learn: 0.0307169	total: 2.11s	remaining: 149ms
934:	learn: 0.0306611	total: 2.11s	remaining: 147ms
935:	learn: 0.0305959	total: 2.11s	remaining: 145ms
936:	learn: 0.0304960	total: 2.12s	remaining: 142ms
937:	learn: 0.0304235	total: 2.12s	remaining: 140ms
938:	learn: 0.0303081	total: 2.12s	remaining: 138ms
939:	learn: 0.0301872	total: 2.12s	remaining: 136ms
940:	learn: 0.0301112	total: 2.13s	remaining: 133ms
941:	learn: 0.0300626	total: 2.13s	remaining: 131ms
942:	learn: 0.0299625	total: 2.13s	remaining: 129ms
943:	learn: 0.0299482	total: 2.13s	remaining: 126ms
944:	learn: 0.0298518	total: 2.13s	remaining: 124ms
945:	learn: 0.0297874	total: 2.14s	remaining: 122ms
946:	learn: 0.0297162	total: 2.14s	remaining: 120ms
947:	learn: 0.0296516	total: 2.14s	remaining: 118ms
948:	learn: 0.0295233	total: 2.15s	remaining: 115ms
949:	learn: 0.0294956	total: 2.15s	remaining: 113ms
950:	learn: 0.0293780	total: 2.15s	remaining: 111ms
951:	learn: 0.0292925	total: 2.15s	remaining: 109ms
952:	learn: 0.0292786	total: 2.16s	remaining: 106ms
953:	learn: 0.0292215	total: 2.16s	remaining: 104ms
954:	learn: 0.0290929	total: 2.16s	remaining: 102ms
955:	learn: 0.0290270	total: 2.16s	remaining: 99.5ms
956:	learn: 0.0289849	total: 2.16s	remaining: 97.3ms
957:	learn: 0.0288656	total: 2.17s	remaining: 95ms
958:	learn: 0.0287654	total: 2.17s	remaining: 92.7ms
959:	learn: 0.0286896	total: 2.17s	remaining: 90.4ms
960:	learn: 0.0286478	total: 2.17s	remaining: 88.2ms
961:	learn: 0.0285456	total: 2.17s	remaining: 85.9ms
962:	learn: 0.0284621	total: 2.18s	remaining: 83.7ms
963:	learn: 0.0284200	total: 2.18s	remaining: 81.4ms
964:	learn: 0.0284070	total: 2.18s	remaining: 79.1ms
965:	learn: 0.0282949	total: 2.18s	remaining: 76.9ms
966:	learn: 0.0282132	total: 2.19s	remaining: 74.6ms
967:	learn: 0.0281280	total: 2.19s	remaining: 72.3ms
968:	learn: 0.0280232	total: 2.19s	remaining: 70.1ms
969:	learn: 0.0279706	total: 2.19s	remaining: 67.8ms
970:	learn: 0.0279155	total: 2.19s	remaining: 65.6ms
971:	learn: 0.0278342	total: 2.2s	remaining: 63.3ms
972:	learn: 0.0277323	total: 2.2s	remaining: 61ms
973:	learn: 0.0276345	total: 2.2s	remaining: 58.8ms
974:	learn: 0.0274809	total: 2.21s	remaining: 56.7ms
975:	learn: 0.0274153	total: 2.29s	remaining: 56.3ms
976:	learn: 0.0273627	total: 2.29s	remaining: 54ms
977:	learn: 0.0272857	total: 2.3s	remaining: 51.7ms
978:	learn: 0.0272600	total: 2.31s	remaining: 49.5ms
979:	learn: 0.0272231	total: 2.31s	remaining: 47.2ms
980:	learn: 0.0270827	total: 2.32s	remaining: 44.9ms
981:	learn: 0.0269316	total: 2.32s	remaining: 42.5ms
982:	learn: 0.0268450	total: 2.32s	remaining: 40.2ms
983:	learn: 0.0267660	total: 2.33s	remaining: 37.8ms
984:	learn: 0.0267036	total: 2.33s	remaining: 35.5ms
985:	learn: 0.0266222	total: 2.33s	remaining: 33.2ms
986:	learn: 0.0264575	total: 2.34s	remaining: 30.8ms
987:	learn: 0.0263724	total: 2.34s	remaining: 28.4ms
988:	learn: 0.0262690	total: 2.34s	remaining: 26.1ms
989:	learn: 0.0261730	total: 2.35s	remaining: 23.7ms
990:	learn: 0.0260682	total: 2.35s	remaining: 21.3ms
991:	learn: 0.0260250	total: 2.35s	remaining: 19ms
992:	learn: 0.0259349	total: 2.35s	remaining: 16.6ms
993:	learn: 0.0258567	total: 2.36s	remaining: 14.2ms
994:	learn: 0.0257866	total: 2.36s	remaining: 11.9ms
995:	learn: 0.0257260	total: 2.37s	remaining: 9.51ms
996:	learn: 0.0256357	total: 2.37s	remaining: 7.14ms
997:	learn: 0.0255419	total: 2.38s	remaining: 4.77ms
998:	learn: 0.0255183	total: 2.38s	remaining: 2.39ms
999:	learn: 0.0253991	total: 2.39s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=3, depth=6, total=   2.9s
[CV] learning_rate=0.03, l2_leaf_reg=1, depth=4 ......................
0:	learn: 0.8822126	total: 1.18ms	remaining: 1.17s
1:	learn: 0.8668816	total: 2.76ms	remaining: 1.38s
2:	learn: 0.8512831	total: 3.93ms	remaining: 1.31s
3:	learn: 0.8368730	total: 5.07ms	remaining: 1.26s
4:	learn: 0.8222529	total: 6.03ms	remaining: 1.2s
5:	learn: 0.8091538	total: 7.02ms	remaining: 1.16s
6:	learn: 0.7971572	total: 8.12ms	remaining: 1.15s
7:	learn: 0.7856005	total: 9.44ms	remaining: 1.17s
8:	learn: 0.7728235	total: 10.6ms	remaining: 1.16s
9:	learn: 0.7610361	total: 11.7ms	remaining: 1.16s
10:	learn: 0.7496410	total: 13.7ms	remaining: 1.23s
11:	learn: 0.7379854	total: 14.9ms	remaining: 1.22s
12:	learn: 0.7293915	total: 16.4ms	remaining: 1.24s
13:	learn: 0.7177841	total: 17.7ms	remaining: 1.24s
14:	learn: 0.7066886	total: 18.7ms	remaining: 1.23s
15:	learn: 0.6970215	total: 19.7ms	remaining: 1.21s
16:	learn: 0.6881419	total: 20.8ms	remaining: 1.2s
17:	learn: 0.6778981	total: 22ms	remaining: 1.2s
18:	learn: 0.6682426	total: 23.2ms	remaining: 1.2s
19:	learn: 0.6594488	total: 24.3ms	remaining: 1.19s
20:	learn: 0.6510329	total: 25.5ms	remaining: 1.19s
21:	learn: 0.6427338	total: 27.7ms	remaining: 1.23s
22:	learn: 0.6333493	total: 28.9ms	remaining: 1.23s
23:	learn: 0.6251798	total: 30ms	remaining: 1.22s
24:	learn: 0.6182068	total: 31.1ms	remaining: 1.21s
25:	learn: 0.6100402	total: 32.1ms	remaining: 1.2s
26:	learn: 0.6031039	total: 33.3ms	remaining: 1.2s
27:	learn: 0.5963535	total: 34.4ms	remaining: 1.19s
28:	learn: 0.5904158	total: 35.5ms	remaining: 1.19s
29:	learn: 0.5833356	total: 36.6ms	remaining: 1.18s
30:	learn: 0.5772463	total: 37.6ms	remaining: 1.18s
31:	learn: 0.5708611	total: 38.9ms	remaining: 1.18s
32:	learn: 0.5656735	total: 40ms	remaining: 1.17s
33:	learn: 0.5595586	total: 42.1ms	remaining: 1.2s
34:	learn: 0.5545125	total: 43.5ms	remaining: 1.2s
35:	learn: 0.5489757	total: 44.6ms	remaining: 1.19s
36:	learn: 0.5434963	total: 45.8ms	remaining: 1.19s
37:	learn: 0.5390355	total: 47.1ms	remaining: 1.19s
38:	learn: 0.5336762	total: 48.2ms	remaining: 1.19s
39:	learn: 0.5284628	total: 49.3ms	remaining: 1.18s
40:	learn: 0.5236095	total: 50.5ms	remaining: 1.18s
41:	learn: 0.5187664	total: 51.5ms	remaining: 1.17s
42:	learn: 0.5149215	total: 52.4ms	remaining: 1.17s
43:	learn: 0.5098081	total: 53.6ms	remaining: 1.16s
44:	learn: 0.5056541	total: 54.7ms	remaining: 1.16s
45:	learn: 0.5015085	total: 56.6ms	remaining: 1.17s
46:	learn: 0.4975205	total: 57.8ms	remaining: 1.17s
47:	learn: 0.4931484	total: 59ms	remaining: 1.17s
48:	learn: 0.4898240	total: 60ms	remaining: 1.16s
49:	learn: 0.4869274	total: 61ms	remaining: 1.16s
50:	learn: 0.4831593	total: 62.2ms	remaining: 1.16s
51:	learn: 0.4793421	total: 63.5ms	remaining: 1.16s
52:	learn: 0.4756310	total: 64.6ms	remaining: 1.15s
53:	learn: 0.4725735	total: 65.6ms	remaining: 1.15s
54:	learn: 0.4693788	total: 66.7ms	remaining: 1.15s
55:	learn: 0.4662405	total: 67.7ms	remaining: 1.14s
56:	learn: 0.4639606	total: 69.8ms	remaining: 1.16s
57:	learn: 0.4609586	total: 71.4ms	remaining: 1.16s
58:	learn: 0.4577015	total: 72.6ms	remaining: 1.16s
59:	learn: 0.4545925	total: 73.7ms	remaining: 1.15s
60:	learn: 0.4516038	total: 74.9ms	remaining: 1.15s
61:	learn: 0.4490903	total: 76ms	remaining: 1.15s
62:	learn: 0.4467649	total: 77.2ms	remaining: 1.15s
63:	learn: 0.4441143	total: 78.2ms	remaining: 1.14s
64:	learn: 0.4416132	total: 79.5ms	remaining: 1.14s
65:	learn: 0.4393730	total: 80.6ms	remaining: 1.14s
66:	learn: 0.4361076	total: 81.8ms	remaining: 1.14s
67:	learn: 0.4343112	total: 84.3ms	remaining: 1.15s
68:	learn: 0.4317400	total: 85.2ms	remaining: 1.15s
69:	learn: 0.4294053	total: 86.3ms	remaining: 1.15s
70:	learn: 0.4264945	total: 87.2ms	remaining: 1.14s
71:	learn: 0.4239566	total: 88.8ms	remaining: 1.14s
72:	learn: 0.4219664	total: 90.8ms	remaining: 1.15s
73:	learn: 0.4200844	total: 91.8ms	remaining: 1.15s
74:	learn: 0.4182788	total: 92.8ms	remaining: 1.14s
75:	learn: 0.4165393	total: 93.9ms	remaining: 1.14s
76:	learn: 0.4143106	total: 94.9ms	remaining: 1.14s
77:	learn: 0.4125533	total: 96ms	remaining: 1.13s
78:	learn: 0.4109657	total: 97.6ms	remaining: 1.14s
79:	learn: 0.4093197	total: 98.5ms	remaining: 1.13s
80:	learn: 0.4077155	total: 99.7ms	remaining: 1.13s
81:	learn: 0.4064604	total: 101ms	remaining: 1.13s
82:	learn: 0.4045943	total: 102ms	remaining: 1.12s
83:	learn: 0.4033351	total: 103ms	remaining: 1.12s
84:	learn: 0.4013782	total: 104ms	remaining: 1.12s
85:	learn: 0.3997737	total: 105ms	remaining: 1.11s
86:	learn: 0.3981360	total: 106ms	remaining: 1.11s
87:	learn: 0.3964001	total: 107ms	remaining: 1.11s
88:	learn: 0.3952819	total: 108ms	remaining: 1.1s
89:	learn: 0.3941070	total: 109ms	remaining: 1.1s
90:	learn: 0.3928032	total: 110ms	remaining: 1.1s
91:	learn: 0.3907479	total: 111ms	remaining: 1.1s
92:	learn: 0.3894359	total: 112ms	remaining: 1.09s
93:	learn: 0.3878334	total: 113ms	remaining: 1.09s
94:	learn: 0.3862506	total: 114ms	remaining: 1.09s
95:	learn: 0.3846166	total: 115ms	remaining: 1.09s
96:	learn: 0.3829981	total: 117ms	remaining: 1.08s
97:	learn: 0.3813561	total: 118ms	remaining: 1.08s
98:	learn: 0.3795882	total: 119ms	remaining: 1.08s
99:	learn: 0.3776663	total: 120ms	remaining: 1.07s
100:	learn: 0.3758438	total: 120ms	remaining: 1.07s
101:	learn: 0.3737780	total: 121ms	remaining: 1.07s
102:	learn: 0.3727818	total: 124ms	remaining: 1.08s
103:	learn: 0.3715705	total: 125ms	remaining: 1.07s
104:	learn: 0.3706422	total: 125ms	remaining: 1.07s
105:	learn: 0.3689854	total: 126ms	remaining: 1.06s
106:	learn: 0.3678886	total: 127ms	remaining: 1.06s
107:	learn: 0.3668991	total: 128ms	remaining: 1.06s
108:	learn: 0.3655527	total: 130ms	remaining: 1.06s
109:	learn: 0.3634475	total: 131ms	remaining: 1.06s
110:	learn: 0.3621740	total: 132ms	remaining: 1.05s
111:	learn: 0.3605022	total: 133ms	remaining: 1.05s
112:	learn: 0.3589585	total: 134ms	remaining: 1.05s
113:	learn: 0.3576937	total: 135ms	remaining: 1.05s
114:	learn: 0.3572508	total: 136ms	remaining: 1.04s
115:	learn: 0.3559605	total: 138ms	remaining: 1.05s
116:	learn: 0.3549851	total: 139ms	remaining: 1.05s
117:	learn: 0.3532855	total: 140ms	remaining: 1.04s
118:	learn: 0.3519014	total: 141ms	remaining: 1.04s
119:	learn: 0.3505213	total: 142ms	remaining: 1.04s
120:	learn: 0.3496844	total: 143ms	remaining: 1.04s
121:	learn: 0.3483058	total: 144ms	remaining: 1.03s
122:	learn: 0.3472885	total: 145ms	remaining: 1.03s
123:	learn: 0.3459956	total: 146ms	remaining: 1.03s
124:	learn: 0.3449252	total: 147ms	remaining: 1.03s
125:	learn: 0.3443585	total: 148ms	remaining: 1.03s
126:	learn: 0.3435588	total: 149ms	remaining: 1.03s
127:	learn: 0.3424460	total: 150ms	remaining: 1.02s
128:	learn: 0.3411313	total: 152ms	remaining: 1.03s
129:	learn: 0.3401333	total: 153ms	remaining: 1.02s
130:	learn: 0.3393170	total: 154ms	remaining: 1.02s
131:	learn: 0.3383727	total: 156ms	remaining: 1.02s
132:	learn: 0.3377847	total: 157ms	remaining: 1.02s
133:	learn: 0.3365400	total: 158ms	remaining: 1.02s
134:	learn: 0.3353997	total: 159ms	remaining: 1.02s
135:	learn: 0.3343642	total: 160ms	remaining: 1.02s
136:	learn: 0.3333267	total: 161ms	remaining: 1.02s
137:	learn: 0.3324134	total: 163ms	remaining: 1.01s
138:	learn: 0.3319273	total: 163ms	remaining: 1.01s
139:	learn: 0.3312597	total: 166ms	remaining: 1.02s
140:	learn: 0.3302568	total: 167ms	remaining: 1.01s
141:	learn: 0.3293706	total: 168ms	remaining: 1.01s
142:	learn: 0.3287679	total: 169ms	remaining: 1.01s
143:	learn: 0.3279904	total: 170ms	remaining: 1.01s
144:	learn: 0.3273395	total: 171ms	remaining: 1.01s
145:	learn: 0.3265623	total: 172ms	remaining: 1s
146:	learn: 0.3252817	total: 173ms	remaining: 1s
147:	learn: 0.3247244	total: 174ms	remaining: 1s
148:	learn: 0.3238725	total: 175ms	remaining: 998ms
149:	learn: 0.3232334	total: 176ms	remaining: 997ms
150:	learn: 0.3218121	total: 177ms	remaining: 995ms
151:	learn: 0.3211085	total: 179ms	remaining: 1s
152:	learn: 0.3207113	total: 180ms	remaining: 999ms
153:	learn: 0.3203160	total: 181ms	remaining: 997ms
154:	learn: 0.3195338	total: 183ms	remaining: 996ms
155:	learn: 0.3189059	total: 184ms	remaining: 994ms
156:	learn: 0.3182669	total: 185ms	remaining: 992ms
157:	learn: 0.3172119	total: 186ms	remaining: 989ms
158:	learn: 0.3164560	total: 187ms	remaining: 988ms
159:	learn: 0.3160354	total: 188ms	remaining: 985ms
160:	learn: 0.3155860	total: 189ms	remaining: 984ms
161:	learn: 0.3148112	total: 190ms	remaining: 983ms
162:	learn: 0.3139638	total: 191ms	remaining: 981ms
163:	learn: 0.3130474	total: 193ms	remaining: 983ms
164:	learn: 0.3123380	total: 194ms	remaining: 982ms
165:	learn: 0.3113412	total: 195ms	remaining: 981ms
166:	learn: 0.3098510	total: 196ms	remaining: 979ms
167:	learn: 0.3090992	total: 197ms	remaining: 976ms
168:	learn: 0.3082630	total: 198ms	remaining: 973ms
169:	learn: 0.3077502	total: 199ms	remaining: 971ms
170:	learn: 0.3070361	total: 200ms	remaining: 969ms
171:	learn: 0.3062629	total: 201ms	remaining: 967ms
172:	learn: 0.3057488	total: 202ms	remaining: 966ms
173:	learn: 0.3054335	total: 203ms	remaining: 964ms
174:	learn: 0.3046235	total: 204ms	remaining: 963ms
175:	learn: 0.3039014	total: 205ms	remaining: 960ms
176:	learn: 0.3029380	total: 207ms	remaining: 963ms
177:	learn: 0.3023112	total: 208ms	remaining: 962ms
178:	learn: 0.3013216	total: 209ms	remaining: 960ms
179:	learn: 0.3003133	total: 210ms	remaining: 957ms
180:	learn: 0.2998324	total: 211ms	remaining: 956ms
181:	learn: 0.2986822	total: 212ms	remaining: 954ms
182:	learn: 0.2976199	total: 213ms	remaining: 953ms
183:	learn: 0.2969357	total: 214ms	remaining: 951ms
184:	learn: 0.2963317	total: 216ms	remaining: 950ms
185:	learn: 0.2954822	total: 217ms	remaining: 948ms
186:	learn: 0.2940813	total: 218ms	remaining: 947ms
187:	learn: 0.2926806	total: 219ms	remaining: 945ms
188:	learn: 0.2919321	total: 221ms	remaining: 948ms
189:	learn: 0.2913994	total: 222ms	remaining: 947ms
190:	learn: 0.2903852	total: 223ms	remaining: 945ms
191:	learn: 0.2898584	total: 224ms	remaining: 943ms
192:	learn: 0.2894036	total: 225ms	remaining: 940ms
193:	learn: 0.2888485	total: 226ms	remaining: 939ms
194:	learn: 0.2876420	total: 227ms	remaining: 938ms
195:	learn: 0.2872592	total: 228ms	remaining: 937ms
196:	learn: 0.2866606	total: 229ms	remaining: 935ms
197:	learn: 0.2862586	total: 230ms	remaining: 933ms
198:	learn: 0.2854534	total: 231ms	remaining: 931ms
199:	learn: 0.2848956	total: 232ms	remaining: 929ms
200:	learn: 0.2843042	total: 235ms	remaining: 933ms
201:	learn: 0.2837890	total: 236ms	remaining: 931ms
202:	learn: 0.2832084	total: 237ms	remaining: 929ms
203:	learn: 0.2825467	total: 238ms	remaining: 927ms
204:	learn: 0.2819312	total: 239ms	remaining: 926ms
205:	learn: 0.2809160	total: 240ms	remaining: 924ms
206:	learn: 0.2804683	total: 241ms	remaining: 924ms
207:	learn: 0.2796271	total: 243ms	remaining: 924ms
208:	learn: 0.2791991	total: 244ms	remaining: 923ms
209:	learn: 0.2785483	total: 245ms	remaining: 921ms
210:	learn: 0.2773951	total: 246ms	remaining: 921ms
211:	learn: 0.2766167	total: 248ms	remaining: 920ms
212:	learn: 0.2761409	total: 249ms	remaining: 919ms
213:	learn: 0.2757645	total: 250ms	remaining: 917ms
214:	learn: 0.2750404	total: 251ms	remaining: 916ms
215:	learn: 0.2741848	total: 252ms	remaining: 914ms
216:	learn: 0.2730110	total: 253ms	remaining: 913ms
217:	learn: 0.2721712	total: 254ms	remaining: 912ms
218:	learn: 0.2716557	total: 255ms	remaining: 910ms
219:	learn: 0.2711937	total: 256ms	remaining: 908ms
220:	learn: 0.2707571	total: 257ms	remaining: 906ms
221:	learn: 0.2698832	total: 258ms	remaining: 904ms
222:	learn: 0.2695554	total: 259ms	remaining: 903ms
223:	learn: 0.2679495	total: 262ms	remaining: 906ms
224:	learn: 0.2675842	total: 263ms	remaining: 904ms
225:	learn: 0.2672274	total: 265ms	remaining: 907ms
226:	learn: 0.2662481	total: 266ms	remaining: 905ms
227:	learn: 0.2657567	total: 267ms	remaining: 903ms
228:	learn: 0.2651566	total: 268ms	remaining: 902ms
229:	learn: 0.2643526	total: 269ms	remaining: 900ms
230:	learn: 0.2633986	total: 270ms	remaining: 899ms
231:	learn: 0.2630024	total: 271ms	remaining: 897ms
232:	learn: 0.2626246	total: 272ms	remaining: 895ms
233:	learn: 0.2622661	total: 273ms	remaining: 893ms
234:	learn: 0.2620411	total: 275ms	remaining: 897ms
235:	learn: 0.2614524	total: 276ms	remaining: 895ms
236:	learn: 0.2606603	total: 278ms	remaining: 894ms
237:	learn: 0.2603713	total: 279ms	remaining: 892ms
238:	learn: 0.2585497	total: 280ms	remaining: 891ms
239:	learn: 0.2581985	total: 281ms	remaining: 889ms
240:	learn: 0.2575627	total: 282ms	remaining: 888ms
241:	learn: 0.2569948	total: 283ms	remaining: 886ms
242:	learn: 0.2560129	total: 284ms	remaining: 884ms
243:	learn: 0.2554512	total: 285ms	remaining: 883ms
244:	learn: 0.2541988	total: 286ms	remaining: 881ms
245:	learn: 0.2533092	total: 287ms	remaining: 879ms
246:	learn: 0.2527318	total: 288ms	remaining: 877ms
247:	learn: 0.2521228	total: 290ms	remaining: 879ms
248:	learn: 0.2512431	total: 291ms	remaining: 878ms
249:	learn: 0.2505671	total: 292ms	remaining: 876ms
250:	learn: 0.2499888	total: 293ms	remaining: 874ms
251:	learn: 0.2494577	total: 294ms	remaining: 872ms
252:	learn: 0.2485176	total: 295ms	remaining: 870ms
253:	learn: 0.2475296	total: 296ms	remaining: 868ms
254:	learn: 0.2468825	total: 297ms	remaining: 866ms
255:	learn: 0.2463824	total: 297ms	remaining: 865ms
256:	learn: 0.2455169	total: 298ms	remaining: 863ms
257:	learn: 0.2444216	total: 300ms	remaining: 861ms
258:	learn: 0.2433330	total: 301ms	remaining: 860ms
259:	learn: 0.2428186	total: 302ms	remaining: 859ms
260:	learn: 0.2419887	total: 304ms	remaining: 860ms
261:	learn: 0.2413431	total: 305ms	remaining: 858ms
262:	learn: 0.2409314	total: 306ms	remaining: 856ms
263:	learn: 0.2403919	total: 307ms	remaining: 855ms
264:	learn: 0.2390333	total: 308ms	remaining: 853ms
265:	learn: 0.2384997	total: 308ms	remaining: 851ms
266:	learn: 0.2376403	total: 309ms	remaining: 850ms
267:	learn: 0.2370956	total: 310ms	remaining: 848ms
268:	learn: 0.2364360	total: 312ms	remaining: 846ms
269:	learn: 0.2360032	total: 313ms	remaining: 845ms
270:	learn: 0.2353182	total: 314ms	remaining: 844ms
271:	learn: 0.2346851	total: 315ms	remaining: 842ms
272:	learn: 0.2334091	total: 316ms	remaining: 841ms
273:	learn: 0.2328443	total: 318ms	remaining: 842ms
274:	learn: 0.2321764	total: 319ms	remaining: 842ms
275:	learn: 0.2316960	total: 322ms	remaining: 844ms
276:	learn: 0.2312352	total: 324ms	remaining: 845ms
277:	learn: 0.2305492	total: 327ms	remaining: 848ms
278:	learn: 0.2293024	total: 328ms	remaining: 848ms
279:	learn: 0.2288175	total: 329ms	remaining: 847ms
280:	learn: 0.2274022	total: 331ms	remaining: 847ms
281:	learn: 0.2268232	total: 332ms	remaining: 846ms
282:	learn: 0.2253823	total: 333ms	remaining: 844ms
283:	learn: 0.2248500	total: 335ms	remaining: 844ms
284:	learn: 0.2234986	total: 336ms	remaining: 842ms
285:	learn: 0.2228006	total: 337ms	remaining: 841ms
286:	learn: 0.2221162	total: 338ms	remaining: 839ms
287:	learn: 0.2215867	total: 339ms	remaining: 838ms
288:	learn: 0.2208436	total: 340ms	remaining: 836ms
289:	learn: 0.2204442	total: 341ms	remaining: 835ms
290:	learn: 0.2198702	total: 342ms	remaining: 834ms
291:	learn: 0.2195635	total: 343ms	remaining: 833ms
292:	learn: 0.2187670	total: 346ms	remaining: 834ms
293:	learn: 0.2179885	total: 347ms	remaining: 832ms
294:	learn: 0.2175966	total: 348ms	remaining: 831ms
295:	learn: 0.2172843	total: 349ms	remaining: 830ms
296:	learn: 0.2170140	total: 350ms	remaining: 829ms
297:	learn: 0.2166065	total: 351ms	remaining: 827ms
298:	learn: 0.2160879	total: 352ms	remaining: 825ms
299:	learn: 0.2153421	total: 353ms	remaining: 824ms
300:	learn: 0.2149548	total: 354ms	remaining: 822ms
301:	learn: 0.2144961	total: 355ms	remaining: 820ms
302:	learn: 0.2139435	total: 359ms	remaining: 825ms
303:	learn: 0.2132021	total: 360ms	remaining: 824ms
304:	learn: 0.2125741	total: 361ms	remaining: 822ms
305:	learn: 0.2119317	total: 362ms	remaining: 820ms
306:	learn: 0.2109631	total: 363ms	remaining: 818ms
307:	learn: 0.2106722	total: 364ms	remaining: 817ms
308:	learn: 0.2097402	total: 365ms	remaining: 816ms
309:	learn: 0.2091716	total: 366ms	remaining: 814ms
310:	learn: 0.2086515	total: 367ms	remaining: 813ms
311:	learn: 0.2080577	total: 368ms	remaining: 811ms
312:	learn: 0.2076361	total: 369ms	remaining: 810ms
313:	learn: 0.2068066	total: 370ms	remaining: 808ms
314:	learn: 0.2063544	total: 371ms	remaining: 806ms
315:	learn: 0.2060573	total: 373ms	remaining: 807ms
316:	learn: 0.2046292	total: 374ms	remaining: 806ms
317:	learn: 0.2043544	total: 375ms	remaining: 805ms
318:	learn: 0.2037678	total: 376ms	remaining: 803ms
319:	learn: 0.2034323	total: 377ms	remaining: 802ms
320:	learn: 0.2031586	total: 378ms	remaining: 800ms
321:	learn: 0.2022874	total: 379ms	remaining: 799ms
322:	learn: 0.2017985	total: 380ms	remaining: 797ms
323:	learn: 0.2011049	total: 381ms	remaining: 796ms
324:	learn: 0.2006372	total: 382ms	remaining: 794ms
325:	learn: 0.2002197	total: 383ms	remaining: 793ms
326:	learn: 0.1992595	total: 384ms	remaining: 791ms
327:	learn: 0.1988664	total: 386ms	remaining: 790ms
328:	learn: 0.1982379	total: 387ms	remaining: 789ms
329:	learn: 0.1979452	total: 388ms	remaining: 787ms
330:	learn: 0.1974044	total: 389ms	remaining: 786ms
331:	learn: 0.1971386	total: 390ms	remaining: 784ms
332:	learn: 0.1965744	total: 391ms	remaining: 783ms
333:	learn: 0.1955192	total: 392ms	remaining: 782ms
334:	learn: 0.1953674	total: 393ms	remaining: 780ms
335:	learn: 0.1949620	total: 394ms	remaining: 778ms
336:	learn: 0.1945452	total: 395ms	remaining: 777ms
337:	learn: 0.1939861	total: 396ms	remaining: 775ms
338:	learn: 0.1936532	total: 397ms	remaining: 774ms
339:	learn: 0.1934175	total: 398ms	remaining: 772ms
340:	learn: 0.1927709	total: 399ms	remaining: 772ms
341:	learn: 0.1925977	total: 401ms	remaining: 771ms
342:	learn: 0.1922287	total: 402ms	remaining: 769ms
343:	learn: 0.1913894	total: 403ms	remaining: 768ms
344:	learn: 0.1906031	total: 404ms	remaining: 767ms
345:	learn: 0.1896224	total: 405ms	remaining: 765ms
346:	learn: 0.1888616	total: 406ms	remaining: 764ms
347:	learn: 0.1886145	total: 407ms	remaining: 762ms
348:	learn: 0.1882049	total: 408ms	remaining: 761ms
349:	learn: 0.1873714	total: 409ms	remaining: 760ms
350:	learn: 0.1870164	total: 410ms	remaining: 758ms
351:	learn: 0.1867523	total: 411ms	remaining: 757ms
352:	learn: 0.1863511	total: 412ms	remaining: 756ms
353:	learn: 0.1861324	total: 413ms	remaining: 754ms
354:	learn: 0.1858044	total: 414ms	remaining: 752ms
355:	learn: 0.1854208	total: 415ms	remaining: 751ms
356:	learn: 0.1846668	total: 416ms	remaining: 750ms
357:	learn: 0.1843977	total: 417ms	remaining: 748ms
358:	learn: 0.1839430	total: 418ms	remaining: 747ms
359:	learn: 0.1836331	total: 419ms	remaining: 745ms
360:	learn: 0.1833920	total: 420ms	remaining: 744ms
361:	learn: 0.1830831	total: 421ms	remaining: 743ms
362:	learn: 0.1826148	total: 422ms	remaining: 741ms
363:	learn: 0.1822977	total: 423ms	remaining: 740ms
364:	learn: 0.1814818	total: 425ms	remaining: 739ms
365:	learn: 0.1812209	total: 426ms	remaining: 737ms
366:	learn: 0.1809798	total: 427ms	remaining: 736ms
367:	learn: 0.1807337	total: 428ms	remaining: 734ms
368:	learn: 0.1797403	total: 429ms	remaining: 733ms
369:	learn: 0.1793725	total: 430ms	remaining: 731ms
370:	learn: 0.1790855	total: 431ms	remaining: 730ms
371:	learn: 0.1786949	total: 432ms	remaining: 729ms
372:	learn: 0.1783757	total: 433ms	remaining: 727ms
373:	learn: 0.1776197	total: 434ms	remaining: 726ms
374:	learn: 0.1774265	total: 435ms	remaining: 725ms
375:	learn: 0.1770079	total: 436ms	remaining: 723ms
376:	learn: 0.1767078	total: 437ms	remaining: 722ms
377:	learn: 0.1763260	total: 438ms	remaining: 720ms
378:	learn: 0.1761801	total: 439ms	remaining: 720ms
379:	learn: 0.1752216	total: 441ms	remaining: 719ms
380:	learn: 0.1746945	total: 442ms	remaining: 717ms
381:	learn: 0.1739569	total: 443ms	remaining: 716ms
382:	learn: 0.1734910	total: 444ms	remaining: 714ms
383:	learn: 0.1727078	total: 445ms	remaining: 713ms
384:	learn: 0.1720321	total: 446ms	remaining: 712ms
385:	learn: 0.1716801	total: 447ms	remaining: 710ms
386:	learn: 0.1712894	total: 448ms	remaining: 709ms
387:	learn: 0.1711359	total: 449ms	remaining: 708ms
388:	learn: 0.1708805	total: 450ms	remaining: 706ms
389:	learn: 0.1703094	total: 451ms	remaining: 705ms
390:	learn: 0.1697029	total: 452ms	remaining: 704ms
391:	learn: 0.1695469	total: 454ms	remaining: 703ms
392:	learn: 0.1690774	total: 454ms	remaining: 702ms
393:	learn: 0.1688701	total: 455ms	remaining: 700ms
394:	learn: 0.1687026	total: 456ms	remaining: 699ms
395:	learn: 0.1683459	total: 457ms	remaining: 698ms
396:	learn: 0.1682076	total: 458ms	remaining: 696ms
397:	learn: 0.1680715	total: 459ms	remaining: 695ms
398:	learn: 0.1676816	total: 460ms	remaining: 693ms
399:	learn: 0.1674627	total: 461ms	remaining: 692ms
400:	learn: 0.1671910	total: 462ms	remaining: 691ms
401:	learn: 0.1669278	total: 463ms	remaining: 689ms
402:	learn: 0.1666620	total: 464ms	remaining: 688ms
403:	learn: 0.1664666	total: 465ms	remaining: 686ms
404:	learn: 0.1655089	total: 467ms	remaining: 687ms
405:	learn: 0.1649565	total: 468ms	remaining: 685ms
406:	learn: 0.1647557	total: 469ms	remaining: 684ms
407:	learn: 0.1642623	total: 470ms	remaining: 682ms
408:	learn: 0.1635161	total: 471ms	remaining: 681ms
409:	learn: 0.1632297	total: 472ms	remaining: 680ms
410:	learn: 0.1629862	total: 473ms	remaining: 678ms
411:	learn: 0.1624263	total: 474ms	remaining: 677ms
412:	learn: 0.1619304	total: 476ms	remaining: 676ms
413:	learn: 0.1616060	total: 477ms	remaining: 675ms
414:	learn: 0.1609454	total: 478ms	remaining: 673ms
415:	learn: 0.1606928	total: 479ms	remaining: 672ms
416:	learn: 0.1604249	total: 480ms	remaining: 670ms
417:	learn: 0.1596728	total: 481ms	remaining: 670ms
418:	learn: 0.1595238	total: 482ms	remaining: 668ms
419:	learn: 0.1585687	total: 483ms	remaining: 667ms
420:	learn: 0.1580426	total: 484ms	remaining: 666ms
421:	learn: 0.1579135	total: 485ms	remaining: 665ms
422:	learn: 0.1575221	total: 486ms	remaining: 663ms
423:	learn: 0.1574032	total: 487ms	remaining: 662ms
424:	learn: 0.1566472	total: 488ms	remaining: 661ms
425:	learn: 0.1563977	total: 490ms	remaining: 660ms
426:	learn: 0.1557119	total: 491ms	remaining: 659ms
427:	learn: 0.1554397	total: 492ms	remaining: 658ms
428:	learn: 0.1553275	total: 493ms	remaining: 656ms
429:	learn: 0.1549168	total: 495ms	remaining: 656ms
430:	learn: 0.1544988	total: 496ms	remaining: 655ms
431:	learn: 0.1540231	total: 497ms	remaining: 654ms
432:	learn: 0.1535625	total: 498ms	remaining: 653ms
433:	learn: 0.1533218	total: 499ms	remaining: 651ms
434:	learn: 0.1526140	total: 500ms	remaining: 650ms
435:	learn: 0.1519163	total: 501ms	remaining: 648ms
436:	learn: 0.1511091	total: 502ms	remaining: 647ms
437:	learn: 0.1505794	total: 503ms	remaining: 646ms
438:	learn: 0.1502474	total: 504ms	remaining: 644ms
439:	learn: 0.1500827	total: 505ms	remaining: 643ms
440:	learn: 0.1499327	total: 506ms	remaining: 642ms
441:	learn: 0.1493521	total: 507ms	remaining: 640ms
442:	learn: 0.1491234	total: 508ms	remaining: 639ms
443:	learn: 0.1489789	total: 509ms	remaining: 638ms
444:	learn: 0.1487228	total: 510ms	remaining: 636ms
445:	learn: 0.1485085	total: 511ms	remaining: 635ms
446:	learn: 0.1482792	total: 512ms	remaining: 634ms
447:	learn: 0.1481433	total: 513ms	remaining: 632ms
448:	learn: 0.1474616	total: 514ms	remaining: 631ms
449:	learn: 0.1470501	total: 515ms	remaining: 630ms
450:	learn: 0.1469459	total: 516ms	remaining: 628ms
451:	learn: 0.1464589	total: 517ms	remaining: 627ms
452:	learn: 0.1461666	total: 518ms	remaining: 626ms
453:	learn: 0.1457926	total: 519ms	remaining: 624ms
454:	learn: 0.1453184	total: 520ms	remaining: 623ms
455:	learn: 0.1450553	total: 522ms	remaining: 623ms
456:	learn: 0.1448714	total: 523ms	remaining: 622ms
457:	learn: 0.1441400	total: 524ms	remaining: 620ms
458:	learn: 0.1439092	total: 526ms	remaining: 619ms
459:	learn: 0.1434788	total: 527ms	remaining: 618ms
460:	learn: 0.1429179	total: 528ms	remaining: 617ms
461:	learn: 0.1425648	total: 529ms	remaining: 616ms
462:	learn: 0.1419793	total: 530ms	remaining: 614ms
463:	learn: 0.1415164	total: 531ms	remaining: 613ms
464:	learn: 0.1411660	total: 532ms	remaining: 612ms
465:	learn: 0.1407853	total: 533ms	remaining: 610ms
466:	learn: 0.1405869	total: 534ms	remaining: 609ms
467:	learn: 0.1403513	total: 535ms	remaining: 608ms
468:	learn: 0.1401144	total: 536ms	remaining: 607ms
469:	learn: 0.1398994	total: 537ms	remaining: 605ms
470:	learn: 0.1396892	total: 538ms	remaining: 604ms
471:	learn: 0.1394097	total: 539ms	remaining: 603ms
472:	learn: 0.1393069	total: 540ms	remaining: 601ms
473:	learn: 0.1390708	total: 541ms	remaining: 600ms
474:	learn: 0.1384094	total: 542ms	remaining: 599ms
475:	learn: 0.1383013	total: 543ms	remaining: 598ms
476:	learn: 0.1379535	total: 544ms	remaining: 596ms
477:	learn: 0.1376369	total: 545ms	remaining: 595ms
478:	learn: 0.1373090	total: 546ms	remaining: 594ms
479:	learn: 0.1371233	total: 547ms	remaining: 592ms
480:	learn: 0.1366532	total: 548ms	remaining: 591ms
481:	learn: 0.1364675	total: 550ms	remaining: 591ms
482:	learn: 0.1360840	total: 552ms	remaining: 591ms
483:	learn: 0.1358375	total: 554ms	remaining: 590ms
484:	learn: 0.1356152	total: 555ms	remaining: 589ms
485:	learn: 0.1354934	total: 556ms	remaining: 588ms
486:	learn: 0.1352774	total: 557ms	remaining: 586ms
487:	learn: 0.1351176	total: 558ms	remaining: 585ms
488:	learn: 0.1349258	total: 559ms	remaining: 584ms
489:	learn: 0.1344145	total: 559ms	remaining: 582ms
490:	learn: 0.1340640	total: 560ms	remaining: 581ms
491:	learn: 0.1339018	total: 561ms	remaining: 580ms
492:	learn: 0.1334982	total: 563ms	remaining: 579ms
493:	learn: 0.1331391	total: 565ms	remaining: 578ms
494:	learn: 0.1330120	total: 566ms	remaining: 577ms
495:	learn: 0.1326870	total: 567ms	remaining: 576ms
496:	learn: 0.1324609	total: 568ms	remaining: 575ms
497:	learn: 0.1323256	total: 569ms	remaining: 574ms
498:	learn: 0.1320182	total: 570ms	remaining: 572ms
499:	learn: 0.1318776	total: 571ms	remaining: 571ms
500:	learn: 0.1314204	total: 573ms	remaining: 570ms
501:	learn: 0.1310277	total: 574ms	remaining: 569ms
502:	learn: 0.1304297	total: 575ms	remaining: 568ms
503:	learn: 0.1300273	total: 578ms	remaining: 569ms
504:	learn: 0.1292395	total: 579ms	remaining: 568ms
505:	learn: 0.1290811	total: 580ms	remaining: 567ms
506:	learn: 0.1287177	total: 581ms	remaining: 565ms
507:	learn: 0.1285541	total: 583ms	remaining: 564ms
508:	learn: 0.1282581	total: 584ms	remaining: 563ms
509:	learn: 0.1277589	total: 585ms	remaining: 562ms
510:	learn: 0.1274695	total: 586ms	remaining: 561ms
511:	learn: 0.1272853	total: 587ms	remaining: 559ms
512:	learn: 0.1270952	total: 588ms	remaining: 558ms
513:	learn: 0.1269681	total: 589ms	remaining: 557ms
514:	learn: 0.1267903	total: 590ms	remaining: 556ms
515:	learn: 0.1260407	total: 592ms	remaining: 555ms
516:	learn: 0.1258983	total: 592ms	remaining: 553ms
517:	learn: 0.1257666	total: 593ms	remaining: 552ms
518:	learn: 0.1255920	total: 594ms	remaining: 551ms
519:	learn: 0.1254994	total: 595ms	remaining: 549ms
520:	learn: 0.1253478	total: 596ms	remaining: 548ms
521:	learn: 0.1252244	total: 597ms	remaining: 547ms
522:	learn: 0.1247281	total: 598ms	remaining: 546ms
523:	learn: 0.1245610	total: 599ms	remaining: 544ms
524:	learn: 0.1244046	total: 600ms	remaining: 543ms
525:	learn: 0.1242092	total: 601ms	remaining: 542ms
526:	learn: 0.1240179	total: 602ms	remaining: 541ms
527:	learn: 0.1235275	total: 605ms	remaining: 541ms
528:	learn: 0.1232542	total: 606ms	remaining: 540ms
529:	learn: 0.1226235	total: 607ms	remaining: 538ms
530:	learn: 0.1225307	total: 608ms	remaining: 537ms
531:	learn: 0.1223949	total: 609ms	remaining: 536ms
532:	learn: 0.1220499	total: 611ms	remaining: 535ms
533:	learn: 0.1217805	total: 612ms	remaining: 534ms
534:	learn: 0.1214740	total: 613ms	remaining: 533ms
535:	learn: 0.1213283	total: 614ms	remaining: 531ms
536:	learn: 0.1212135	total: 615ms	remaining: 530ms
537:	learn: 0.1208600	total: 616ms	remaining: 529ms
538:	learn: 0.1203611	total: 617ms	remaining: 528ms
539:	learn: 0.1200384	total: 619ms	remaining: 527ms
540:	learn: 0.1199522	total: 620ms	remaining: 526ms
541:	learn: 0.1198727	total: 621ms	remaining: 525ms
542:	learn: 0.1197156	total: 622ms	remaining: 523ms
543:	learn: 0.1195645	total: 623ms	remaining: 522ms
544:	learn: 0.1194078	total: 624ms	remaining: 521ms
545:	learn: 0.1192276	total: 625ms	remaining: 520ms
546:	learn: 0.1189345	total: 626ms	remaining: 518ms
547:	learn: 0.1188387	total: 627ms	remaining: 517ms
548:	learn: 0.1182980	total: 628ms	remaining: 516ms
549:	learn: 0.1181764	total: 629ms	remaining: 515ms
550:	learn: 0.1180896	total: 630ms	remaining: 514ms
551:	learn: 0.1174346	total: 633ms	remaining: 514ms
552:	learn: 0.1172514	total: 634ms	remaining: 512ms
553:	learn: 0.1169322	total: 635ms	remaining: 511ms
554:	learn: 0.1163749	total: 636ms	remaining: 510ms
555:	learn: 0.1160616	total: 637ms	remaining: 509ms
556:	learn: 0.1155559	total: 638ms	remaining: 507ms
557:	learn: 0.1151654	total: 639ms	remaining: 506ms
558:	learn: 0.1149091	total: 640ms	remaining: 505ms
559:	learn: 0.1144724	total: 641ms	remaining: 504ms
560:	learn: 0.1142527	total: 643ms	remaining: 503ms
561:	learn: 0.1140019	total: 644ms	remaining: 502ms
562:	learn: 0.1138591	total: 645ms	remaining: 501ms
563:	learn: 0.1136885	total: 647ms	remaining: 500ms
564:	learn: 0.1136102	total: 648ms	remaining: 499ms
565:	learn: 0.1135267	total: 649ms	remaining: 497ms
566:	learn: 0.1131131	total: 649ms	remaining: 496ms
567:	learn: 0.1125030	total: 650ms	remaining: 495ms
568:	learn: 0.1122108	total: 651ms	remaining: 493ms
569:	learn: 0.1118692	total: 653ms	remaining: 492ms
570:	learn: 0.1117334	total: 654ms	remaining: 491ms
571:	learn: 0.1116109	total: 655ms	remaining: 490ms
572:	learn: 0.1114944	total: 656ms	remaining: 489ms
573:	learn: 0.1113994	total: 657ms	remaining: 488ms
574:	learn: 0.1112166	total: 660ms	remaining: 488ms
575:	learn: 0.1110177	total: 661ms	remaining: 486ms
576:	learn: 0.1105001	total: 662ms	remaining: 485ms
577:	learn: 0.1102533	total: 663ms	remaining: 484ms
578:	learn: 0.1097660	total: 664ms	remaining: 483ms
579:	learn: 0.1096086	total: 665ms	remaining: 482ms
580:	learn: 0.1092829	total: 666ms	remaining: 480ms
581:	learn: 0.1091017	total: 667ms	remaining: 479ms
582:	learn: 0.1086631	total: 668ms	remaining: 478ms
583:	learn: 0.1080932	total: 669ms	remaining: 477ms
584:	learn: 0.1079797	total: 670ms	remaining: 475ms
585:	learn: 0.1077077	total: 671ms	remaining: 474ms
586:	learn: 0.1072288	total: 673ms	remaining: 474ms
587:	learn: 0.1068674	total: 674ms	remaining: 472ms
588:	learn: 0.1067321	total: 675ms	remaining: 471ms
589:	learn: 0.1064979	total: 676ms	remaining: 470ms
590:	learn: 0.1062259	total: 677ms	remaining: 469ms
591:	learn: 0.1058648	total: 678ms	remaining: 468ms
592:	learn: 0.1053881	total: 679ms	remaining: 466ms
593:	learn: 0.1052762	total: 680ms	remaining: 465ms
594:	learn: 0.1051923	total: 682ms	remaining: 464ms
595:	learn: 0.1051307	total: 683ms	remaining: 463ms
596:	learn: 0.1048321	total: 684ms	remaining: 461ms
597:	learn: 0.1047068	total: 685ms	remaining: 460ms
598:	learn: 0.1043064	total: 686ms	remaining: 459ms
599:	learn: 0.1038136	total: 688ms	remaining: 458ms
600:	learn: 0.1035729	total: 689ms	remaining: 457ms
601:	learn: 0.1032006	total: 690ms	remaining: 456ms
602:	learn: 0.1029774	total: 691ms	remaining: 455ms
603:	learn: 0.1026747	total: 692ms	remaining: 453ms
604:	learn: 0.1024791	total: 693ms	remaining: 452ms
605:	learn: 0.1022478	total: 693ms	remaining: 451ms
606:	learn: 0.1021023	total: 694ms	remaining: 450ms
607:	learn: 0.1017305	total: 696ms	remaining: 448ms
608:	learn: 0.1016246	total: 697ms	remaining: 447ms
609:	learn: 0.1010350	total: 698ms	remaining: 446ms
610:	learn: 0.1009431	total: 699ms	remaining: 445ms
611:	learn: 0.1008076	total: 700ms	remaining: 444ms
612:	learn: 0.1005886	total: 702ms	remaining: 443ms
613:	learn: 0.1001178	total: 703ms	remaining: 442ms
614:	learn: 0.1000625	total: 704ms	remaining: 441ms
615:	learn: 0.0999295	total: 705ms	remaining: 439ms
616:	learn: 0.0997222	total: 706ms	remaining: 438ms
617:	learn: 0.0994706	total: 707ms	remaining: 437ms
618:	learn: 0.0990548	total: 709ms	remaining: 436ms
619:	learn: 0.0988282	total: 710ms	remaining: 435ms
620:	learn: 0.0986373	total: 711ms	remaining: 434ms
621:	learn: 0.0982948	total: 712ms	remaining: 432ms
622:	learn: 0.0978544	total: 715ms	remaining: 433ms
623:	learn: 0.0976677	total: 716ms	remaining: 432ms
624:	learn: 0.0975859	total: 717ms	remaining: 430ms
625:	learn: 0.0974885	total: 718ms	remaining: 429ms
626:	learn: 0.0973599	total: 719ms	remaining: 428ms
627:	learn: 0.0969869	total: 720ms	remaining: 427ms
628:	learn: 0.0968185	total: 721ms	remaining: 425ms
629:	learn: 0.0963288	total: 722ms	remaining: 424ms
630:	learn: 0.0961051	total: 723ms	remaining: 423ms
631:	learn: 0.0956583	total: 724ms	remaining: 422ms
632:	learn: 0.0954593	total: 725ms	remaining: 421ms
633:	learn: 0.0952491	total: 726ms	remaining: 419ms
634:	learn: 0.0947940	total: 728ms	remaining: 418ms
635:	learn: 0.0946600	total: 729ms	remaining: 417ms
636:	learn: 0.0942575	total: 730ms	remaining: 416ms
637:	learn: 0.0939946	total: 731ms	remaining: 415ms
638:	learn: 0.0937775	total: 732ms	remaining: 414ms
639:	learn: 0.0935494	total: 733ms	remaining: 412ms
640:	learn: 0.0932516	total: 734ms	remaining: 411ms
641:	learn: 0.0929136	total: 735ms	remaining: 410ms
642:	learn: 0.0926978	total: 736ms	remaining: 409ms
643:	learn: 0.0923616	total: 737ms	remaining: 407ms
644:	learn: 0.0922570	total: 738ms	remaining: 406ms
645:	learn: 0.0921608	total: 739ms	remaining: 405ms
646:	learn: 0.0920675	total: 740ms	remaining: 404ms
647:	learn: 0.0919239	total: 741ms	remaining: 403ms
648:	learn: 0.0915666	total: 743ms	remaining: 402ms
649:	learn: 0.0913946	total: 744ms	remaining: 401ms
650:	learn: 0.0913052	total: 745ms	remaining: 400ms
651:	learn: 0.0909220	total: 746ms	remaining: 398ms
652:	learn: 0.0906669	total: 747ms	remaining: 397ms
653:	learn: 0.0905809	total: 748ms	remaining: 396ms
654:	learn: 0.0901143	total: 749ms	remaining: 395ms
655:	learn: 0.0897817	total: 750ms	remaining: 394ms
656:	learn: 0.0897040	total: 752ms	remaining: 392ms
657:	learn: 0.0895840	total: 753ms	remaining: 391ms
658:	learn: 0.0894440	total: 754ms	remaining: 390ms
659:	learn: 0.0893861	total: 755ms	remaining: 389ms
660:	learn: 0.0891159	total: 757ms	remaining: 388ms
661:	learn: 0.0890615	total: 758ms	remaining: 387ms
662:	learn: 0.0888474	total: 759ms	remaining: 386ms
663:	learn: 0.0887802	total: 760ms	remaining: 385ms
664:	learn: 0.0887072	total: 764ms	remaining: 385ms
665:	learn: 0.0883943	total: 768ms	remaining: 385ms
666:	learn: 0.0883213	total: 771ms	remaining: 385ms
667:	learn: 0.0880751	total: 774ms	remaining: 385ms
668:	learn: 0.0877184	total: 775ms	remaining: 384ms
669:	learn: 0.0875729	total: 777ms	remaining: 383ms
670:	learn: 0.0874992	total: 779ms	remaining: 382ms
671:	learn: 0.0873578	total: 781ms	remaining: 381ms
672:	learn: 0.0870259	total: 782ms	remaining: 380ms
673:	learn: 0.0867630	total: 786ms	remaining: 380ms
674:	learn: 0.0867035	total: 788ms	remaining: 379ms
675:	learn: 0.0864952	total: 789ms	remaining: 378ms
676:	learn: 0.0861493	total: 790ms	remaining: 377ms
677:	learn: 0.0858175	total: 791ms	remaining: 376ms
678:	learn: 0.0856982	total: 792ms	remaining: 375ms
679:	learn: 0.0854699	total: 794ms	remaining: 373ms
680:	learn: 0.0851090	total: 795ms	remaining: 372ms
681:	learn: 0.0848758	total: 796ms	remaining: 371ms
682:	learn: 0.0845434	total: 798ms	remaining: 370ms
683:	learn: 0.0844175	total: 799ms	remaining: 369ms
684:	learn: 0.0842776	total: 800ms	remaining: 368ms
685:	learn: 0.0840758	total: 801ms	remaining: 366ms
686:	learn: 0.0840019	total: 801ms	remaining: 365ms
687:	learn: 0.0839491	total: 802ms	remaining: 364ms
688:	learn: 0.0837992	total: 803ms	remaining: 363ms
689:	learn: 0.0835933	total: 804ms	remaining: 361ms
690:	learn: 0.0833726	total: 806ms	remaining: 360ms
691:	learn: 0.0829768	total: 806ms	remaining: 359ms
692:	learn: 0.0826168	total: 808ms	remaining: 358ms
693:	learn: 0.0825441	total: 809ms	remaining: 357ms
694:	learn: 0.0824392	total: 810ms	remaining: 355ms
695:	learn: 0.0821408	total: 812ms	remaining: 354ms
696:	learn: 0.0820100	total: 813ms	remaining: 353ms
697:	learn: 0.0819603	total: 813ms	remaining: 352ms
698:	learn: 0.0816024	total: 815ms	remaining: 351ms
699:	learn: 0.0812847	total: 816ms	remaining: 350ms
700:	learn: 0.0811777	total: 817ms	remaining: 348ms
701:	learn: 0.0811110	total: 818ms	remaining: 347ms
702:	learn: 0.0807969	total: 819ms	remaining: 346ms
703:	learn: 0.0804869	total: 820ms	remaining: 345ms
704:	learn: 0.0803833	total: 821ms	remaining: 343ms
705:	learn: 0.0803315	total: 822ms	remaining: 342ms
706:	learn: 0.0801920	total: 823ms	remaining: 341ms
707:	learn: 0.0800034	total: 824ms	remaining: 340ms
708:	learn: 0.0798123	total: 826ms	remaining: 339ms
709:	learn: 0.0796386	total: 827ms	remaining: 338ms
710:	learn: 0.0793614	total: 828ms	remaining: 336ms
711:	learn: 0.0791816	total: 829ms	remaining: 335ms
712:	learn: 0.0790584	total: 830ms	remaining: 334ms
713:	learn: 0.0787756	total: 831ms	remaining: 333ms
714:	learn: 0.0786750	total: 832ms	remaining: 332ms
715:	learn: 0.0784937	total: 833ms	remaining: 330ms
716:	learn: 0.0781897	total: 834ms	remaining: 329ms
717:	learn: 0.0779507	total: 835ms	remaining: 328ms
718:	learn: 0.0778724	total: 836ms	remaining: 327ms
719:	learn: 0.0777941	total: 837ms	remaining: 325ms
720:	learn: 0.0777396	total: 839ms	remaining: 325ms
721:	learn: 0.0775346	total: 840ms	remaining: 323ms
722:	learn: 0.0774403	total: 841ms	remaining: 322ms
723:	learn: 0.0773610	total: 842ms	remaining: 321ms
724:	learn: 0.0771626	total: 843ms	remaining: 320ms
725:	learn: 0.0770694	total: 845ms	remaining: 319ms
726:	learn: 0.0769296	total: 846ms	remaining: 318ms
727:	learn: 0.0767982	total: 847ms	remaining: 316ms
728:	learn: 0.0765841	total: 848ms	remaining: 315ms
729:	learn: 0.0765145	total: 849ms	remaining: 314ms
730:	learn: 0.0764264	total: 850ms	remaining: 313ms
731:	learn: 0.0761704	total: 851ms	remaining: 311ms
732:	learn: 0.0761067	total: 852ms	remaining: 310ms
733:	learn: 0.0759827	total: 853ms	remaining: 309ms
734:	learn: 0.0758891	total: 854ms	remaining: 308ms
735:	learn: 0.0757629	total: 855ms	remaining: 307ms
736:	learn: 0.0755989	total: 857ms	remaining: 306ms
737:	learn: 0.0753558	total: 857ms	remaining: 304ms
738:	learn: 0.0752907	total: 858ms	remaining: 303ms
739:	learn: 0.0752272	total: 860ms	remaining: 302ms
740:	learn: 0.0749610	total: 861ms	remaining: 301ms
741:	learn: 0.0747638	total: 863ms	remaining: 300ms
742:	learn: 0.0746445	total: 865ms	remaining: 299ms
743:	learn: 0.0745580	total: 866ms	remaining: 298ms
744:	learn: 0.0744059	total: 867ms	remaining: 297ms
745:	learn: 0.0742485	total: 868ms	remaining: 295ms
746:	learn: 0.0740465	total: 869ms	remaining: 294ms
747:	learn: 0.0737476	total: 870ms	remaining: 293ms
748:	learn: 0.0735580	total: 871ms	remaining: 292ms
749:	learn: 0.0735004	total: 872ms	remaining: 291ms
750:	learn: 0.0733085	total: 873ms	remaining: 289ms
751:	learn: 0.0732308	total: 874ms	remaining: 288ms
752:	learn: 0.0731177	total: 875ms	remaining: 287ms
753:	learn: 0.0730643	total: 876ms	remaining: 286ms
754:	learn: 0.0728846	total: 877ms	remaining: 285ms
755:	learn: 0.0727957	total: 878ms	remaining: 283ms
756:	learn: 0.0727426	total: 880ms	remaining: 283ms
757:	learn: 0.0725189	total: 881ms	remaining: 281ms
758:	learn: 0.0724659	total: 882ms	remaining: 280ms
759:	learn: 0.0723077	total: 883ms	remaining: 279ms
760:	learn: 0.0721604	total: 884ms	remaining: 278ms
761:	learn: 0.0720690	total: 885ms	remaining: 276ms
762:	learn: 0.0717487	total: 886ms	remaining: 275ms
763:	learn: 0.0717000	total: 887ms	remaining: 274ms
764:	learn: 0.0715868	total: 888ms	remaining: 273ms
765:	learn: 0.0715293	total: 890ms	remaining: 272ms
766:	learn: 0.0714260	total: 891ms	remaining: 271ms
767:	learn: 0.0713696	total: 892ms	remaining: 269ms
768:	learn: 0.0710253	total: 893ms	remaining: 268ms
769:	learn: 0.0707917	total: 895ms	remaining: 267ms
770:	learn: 0.0706623	total: 896ms	remaining: 266ms
771:	learn: 0.0705590	total: 897ms	remaining: 265ms
772:	learn: 0.0704463	total: 898ms	remaining: 264ms
773:	learn: 0.0704025	total: 899ms	remaining: 262ms
774:	learn: 0.0703709	total: 900ms	remaining: 261ms
775:	learn: 0.0701863	total: 901ms	remaining: 260ms
776:	learn: 0.0700029	total: 902ms	remaining: 259ms
777:	learn: 0.0699275	total: 903ms	remaining: 258ms
778:	learn: 0.0698652	total: 904ms	remaining: 256ms
779:	learn: 0.0697161	total: 905ms	remaining: 255ms
780:	learn: 0.0695825	total: 906ms	remaining: 254ms
781:	learn: 0.0695432	total: 907ms	remaining: 253ms
782:	learn: 0.0694605	total: 909ms	remaining: 252ms
783:	learn: 0.0693164	total: 911ms	remaining: 251ms
784:	learn: 0.0692464	total: 912ms	remaining: 250ms
785:	learn: 0.0690577	total: 913ms	remaining: 249ms
786:	learn: 0.0690153	total: 914ms	remaining: 247ms
787:	learn: 0.0687783	total: 915ms	remaining: 246ms
788:	learn: 0.0685973	total: 916ms	remaining: 245ms
789:	learn: 0.0684777	total: 917ms	remaining: 244ms
790:	learn: 0.0682445	total: 918ms	remaining: 243ms
791:	learn: 0.0681812	total: 919ms	remaining: 241ms
792:	learn: 0.0680548	total: 920ms	remaining: 240ms
793:	learn: 0.0677608	total: 921ms	remaining: 239ms
794:	learn: 0.0676344	total: 923ms	remaining: 238ms
795:	learn: 0.0674931	total: 924ms	remaining: 237ms
796:	learn: 0.0674298	total: 925ms	remaining: 236ms
797:	learn: 0.0673594	total: 926ms	remaining: 234ms
798:	learn: 0.0671356	total: 927ms	remaining: 233ms
799:	learn: 0.0668876	total: 928ms	remaining: 232ms
800:	learn: 0.0666806	total: 929ms	remaining: 231ms
801:	learn: 0.0665497	total: 930ms	remaining: 230ms
802:	learn: 0.0664951	total: 931ms	remaining: 228ms
803:	learn: 0.0661876	total: 932ms	remaining: 227ms
804:	learn: 0.0660565	total: 933ms	remaining: 226ms
805:	learn: 0.0659396	total: 934ms	remaining: 225ms
806:	learn: 0.0656739	total: 935ms	remaining: 224ms
807:	learn: 0.0655624	total: 937ms	remaining: 223ms
808:	learn: 0.0654436	total: 938ms	remaining: 221ms
809:	learn: 0.0654010	total: 939ms	remaining: 220ms
810:	learn: 0.0652856	total: 940ms	remaining: 219ms
811:	learn: 0.0651571	total: 941ms	remaining: 218ms
812:	learn: 0.0649683	total: 942ms	remaining: 217ms
813:	learn: 0.0647585	total: 943ms	remaining: 216ms
814:	learn: 0.0645234	total: 944ms	remaining: 214ms
815:	learn: 0.0643628	total: 945ms	remaining: 213ms
816:	learn: 0.0643042	total: 946ms	remaining: 212ms
817:	learn: 0.0642028	total: 947ms	remaining: 211ms
818:	learn: 0.0641680	total: 948ms	remaining: 210ms
819:	learn: 0.0638666	total: 949ms	remaining: 208ms
820:	learn: 0.0637573	total: 951ms	remaining: 207ms
821:	learn: 0.0635155	total: 952ms	remaining: 206ms
822:	learn: 0.0634069	total: 953ms	remaining: 205ms
823:	learn: 0.0631725	total: 954ms	remaining: 204ms
824:	learn: 0.0629944	total: 955ms	remaining: 203ms
825:	learn: 0.0627697	total: 956ms	remaining: 201ms
826:	learn: 0.0625808	total: 957ms	remaining: 200ms
827:	learn: 0.0624304	total: 958ms	remaining: 199ms
828:	learn: 0.0622070	total: 959ms	remaining: 198ms
829:	learn: 0.0621124	total: 960ms	remaining: 197ms
830:	learn: 0.0619907	total: 961ms	remaining: 196ms
831:	learn: 0.0619298	total: 962ms	remaining: 194ms
832:	learn: 0.0618366	total: 963ms	remaining: 193ms
833:	learn: 0.0617121	total: 965ms	remaining: 192ms
834:	learn: 0.0616010	total: 966ms	remaining: 191ms
835:	learn: 0.0615525	total: 967ms	remaining: 190ms
836:	learn: 0.0615057	total: 968ms	remaining: 189ms
837:	learn: 0.0613415	total: 969ms	remaining: 187ms
838:	learn: 0.0612858	total: 970ms	remaining: 186ms
839:	learn: 0.0612313	total: 971ms	remaining: 185ms
840:	learn: 0.0610872	total: 972ms	remaining: 184ms
841:	learn: 0.0609092	total: 973ms	remaining: 183ms
842:	learn: 0.0607895	total: 974ms	remaining: 181ms
843:	learn: 0.0607405	total: 975ms	remaining: 180ms
844:	learn: 0.0605370	total: 976ms	remaining: 179ms
845:	learn: 0.0604687	total: 977ms	remaining: 178ms
846:	learn: 0.0602432	total: 978ms	remaining: 177ms
847:	learn: 0.0601467	total: 980ms	remaining: 176ms
848:	learn: 0.0599857	total: 981ms	remaining: 174ms
849:	learn: 0.0599200	total: 982ms	remaining: 173ms
850:	learn: 0.0597324	total: 983ms	remaining: 172ms
851:	learn: 0.0596218	total: 984ms	remaining: 171ms
852:	learn: 0.0595086	total: 985ms	remaining: 170ms
853:	learn: 0.0593586	total: 986ms	remaining: 169ms
854:	learn: 0.0592036	total: 987ms	remaining: 167ms
855:	learn: 0.0590521	total: 988ms	remaining: 166ms
856:	learn: 0.0589887	total: 989ms	remaining: 165ms
857:	learn: 0.0588757	total: 990ms	remaining: 164ms
858:	learn: 0.0587777	total: 991ms	remaining: 163ms
859:	learn: 0.0587378	total: 992ms	remaining: 161ms
860:	learn: 0.0585845	total: 994ms	remaining: 160ms
861:	learn: 0.0584168	total: 995ms	remaining: 159ms
862:	learn: 0.0583054	total: 996ms	remaining: 158ms
863:	learn: 0.0581956	total: 997ms	remaining: 157ms
864:	learn: 0.0580495	total: 998ms	remaining: 156ms
865:	learn: 0.0578456	total: 999ms	remaining: 155ms
866:	learn: 0.0577738	total: 1s	remaining: 153ms
867:	learn: 0.0577450	total: 1s	remaining: 152ms
868:	learn: 0.0576338	total: 1s	remaining: 151ms
869:	learn: 0.0575291	total: 1s	remaining: 150ms
870:	learn: 0.0573930	total: 1s	remaining: 149ms
871:	learn: 0.0573012	total: 1s	remaining: 148ms
872:	learn: 0.0571140	total: 1.01s	remaining: 146ms
873:	learn: 0.0570902	total: 1.01s	remaining: 145ms
874:	learn: 0.0569500	total: 1.01s	remaining: 144ms
875:	learn: 0.0568432	total: 1.01s	remaining: 143ms
876:	learn: 0.0567082	total: 1.01s	remaining: 142ms
877:	learn: 0.0566588	total: 1.01s	remaining: 141ms
878:	learn: 0.0565176	total: 1.01s	remaining: 140ms
879:	learn: 0.0563310	total: 1.01s	remaining: 138ms
880:	learn: 0.0561949	total: 1.01s	remaining: 137ms
881:	learn: 0.0560433	total: 1.02s	remaining: 136ms
882:	learn: 0.0559274	total: 1.02s	remaining: 135ms
883:	learn: 0.0558360	total: 1.02s	remaining: 134ms
884:	learn: 0.0556233	total: 1.02s	remaining: 133ms
885:	learn: 0.0554994	total: 1.02s	remaining: 132ms
886:	learn: 0.0553672	total: 1.02s	remaining: 130ms
887:	learn: 0.0552598	total: 1.02s	remaining: 129ms
888:	learn: 0.0551741	total: 1.02s	remaining: 128ms
889:	learn: 0.0550496	total: 1.03s	remaining: 127ms
890:	learn: 0.0550286	total: 1.03s	remaining: 126ms
891:	learn: 0.0548706	total: 1.03s	remaining: 124ms
892:	learn: 0.0546966	total: 1.03s	remaining: 123ms
893:	learn: 0.0545373	total: 1.03s	remaining: 122ms
894:	learn: 0.0544921	total: 1.03s	remaining: 121ms
895:	learn: 0.0543797	total: 1.03s	remaining: 120ms
896:	learn: 0.0542243	total: 1.03s	remaining: 119ms
897:	learn: 0.0541365	total: 1.03s	remaining: 118ms
898:	learn: 0.0540712	total: 1.03s	remaining: 116ms
899:	learn: 0.0538417	total: 1.04s	remaining: 115ms
900:	learn: 0.0538131	total: 1.04s	remaining: 114ms
901:	learn: 0.0537828	total: 1.04s	remaining: 113ms
902:	learn: 0.0535931	total: 1.04s	remaining: 112ms
903:	learn: 0.0535361	total: 1.04s	remaining: 110ms
904:	learn: 0.0534795	total: 1.04s	remaining: 109ms
905:	learn: 0.0532854	total: 1.04s	remaining: 108ms
906:	learn: 0.0531732	total: 1.04s	remaining: 107ms
907:	learn: 0.0530758	total: 1.04s	remaining: 106ms
908:	learn: 0.0530267	total: 1.04s	remaining: 105ms
909:	learn: 0.0528773	total: 1.05s	remaining: 104ms
910:	learn: 0.0527768	total: 1.05s	remaining: 102ms
911:	learn: 0.0527123	total: 1.05s	remaining: 101ms
912:	learn: 0.0525280	total: 1.05s	remaining: 100ms
913:	learn: 0.0523505	total: 1.05s	remaining: 99ms
914:	learn: 0.0522883	total: 1.05s	remaining: 97.8ms
915:	learn: 0.0521998	total: 1.05s	remaining: 96.7ms
916:	learn: 0.0520542	total: 1.05s	remaining: 95.5ms
917:	learn: 0.0518861	total: 1.06s	remaining: 94.4ms
918:	learn: 0.0518445	total: 1.06s	remaining: 93.2ms
919:	learn: 0.0516647	total: 1.06s	remaining: 92ms
920:	learn: 0.0515735	total: 1.06s	remaining: 90.9ms
921:	learn: 0.0514142	total: 1.06s	remaining: 89.7ms
922:	learn: 0.0512168	total: 1.06s	remaining: 88.6ms
923:	learn: 0.0511916	total: 1.06s	remaining: 87.4ms
924:	learn: 0.0510731	total: 1.06s	remaining: 86.3ms
925:	learn: 0.0509764	total: 1.06s	remaining: 85.1ms
926:	learn: 0.0509436	total: 1.07s	remaining: 84ms
927:	learn: 0.0508039	total: 1.07s	remaining: 82.8ms
928:	learn: 0.0506828	total: 1.07s	remaining: 81.6ms
929:	learn: 0.0506262	total: 1.07s	remaining: 80.5ms
930:	learn: 0.0505691	total: 1.07s	remaining: 79.3ms
931:	learn: 0.0505399	total: 1.07s	remaining: 78.1ms
932:	learn: 0.0504920	total: 1.07s	remaining: 77ms
933:	learn: 0.0504638	total: 1.07s	remaining: 75.8ms
934:	learn: 0.0502720	total: 1.07s	remaining: 74.7ms
935:	learn: 0.0502334	total: 1.07s	remaining: 73.5ms
936:	learn: 0.0501267	total: 1.08s	remaining: 72.4ms
937:	learn: 0.0500913	total: 1.08s	remaining: 71.3ms
938:	learn: 0.0499356	total: 1.08s	remaining: 70.1ms
939:	learn: 0.0498824	total: 1.08s	remaining: 69ms
940:	learn: 0.0497655	total: 1.08s	remaining: 67.8ms
941:	learn: 0.0496536	total: 1.08s	remaining: 66.7ms
942:	learn: 0.0495505	total: 1.08s	remaining: 65.5ms
943:	learn: 0.0494678	total: 1.08s	remaining: 64.4ms
944:	learn: 0.0494335	total: 1.08s	remaining: 63.2ms
945:	learn: 0.0492387	total: 1.09s	remaining: 62ms
946:	learn: 0.0491675	total: 1.09s	remaining: 60.9ms
947:	learn: 0.0490691	total: 1.09s	remaining: 59.7ms
948:	learn: 0.0489938	total: 1.09s	remaining: 58.6ms
949:	learn: 0.0488664	total: 1.09s	remaining: 57.5ms
950:	learn: 0.0488103	total: 1.09s	remaining: 56.3ms
951:	learn: 0.0486916	total: 1.09s	remaining: 55.2ms
952:	learn: 0.0486365	total: 1.09s	remaining: 54ms
953:	learn: 0.0484692	total: 1.1s	remaining: 52.9ms
954:	learn: 0.0482787	total: 1.1s	remaining: 51.7ms
955:	learn: 0.0481949	total: 1.1s	remaining: 50.5ms
956:	learn: 0.0480460	total: 1.1s	remaining: 49.4ms
957:	learn: 0.0479649	total: 1.1s	remaining: 48.3ms
958:	learn: 0.0479497	total: 1.1s	remaining: 47.1ms
959:	learn: 0.0478719	total: 1.1s	remaining: 45.9ms
960:	learn: 0.0477476	total: 1.1s	remaining: 44.8ms
961:	learn: 0.0476640	total: 1.1s	remaining: 43.6ms
962:	learn: 0.0475241	total: 1.1s	remaining: 42.5ms
963:	learn: 0.0474104	total: 1.11s	remaining: 41.3ms
964:	learn: 0.0472822	total: 1.11s	remaining: 40.2ms
965:	learn: 0.0471697	total: 1.11s	remaining: 39ms
966:	learn: 0.0471407	total: 1.11s	remaining: 37.9ms
967:	learn: 0.0469731	total: 1.11s	remaining: 36.7ms
968:	learn: 0.0469100	total: 1.11s	remaining: 35.6ms
969:	learn: 0.0468386	total: 1.11s	remaining: 34.4ms
970:	learn: 0.0467413	total: 1.11s	remaining: 33.3ms
971:	learn: 0.0466490	total: 1.11s	remaining: 32.1ms
972:	learn: 0.0466237	total: 1.11s	remaining: 31ms
973:	learn: 0.0465550	total: 1.12s	remaining: 29.8ms
974:	learn: 0.0464875	total: 1.12s	remaining: 28.7ms
975:	learn: 0.0463977	total: 1.12s	remaining: 27.5ms
976:	learn: 0.0463555	total: 1.12s	remaining: 26.4ms
977:	learn: 0.0462026	total: 1.12s	remaining: 25.2ms
978:	learn: 0.0461313	total: 1.12s	remaining: 24.1ms
979:	learn: 0.0460982	total: 1.12s	remaining: 22.9ms
980:	learn: 0.0459733	total: 1.12s	remaining: 21.8ms
981:	learn: 0.0458642	total: 1.13s	remaining: 20.6ms
982:	learn: 0.0457494	total: 1.13s	remaining: 19.5ms
983:	learn: 0.0456377	total: 1.13s	remaining: 18.3ms
984:	learn: 0.0455122	total: 1.13s	remaining: 17.2ms
985:	learn: 0.0453859	total: 1.13s	remaining: 16ms
986:	learn: 0.0452697	total: 1.13s	remaining: 14.9ms
987:	learn: 0.0452264	total: 1.13s	remaining: 13.8ms
988:	learn: 0.0451837	total: 1.13s	remaining: 12.6ms
989:	learn: 0.0450991	total: 1.13s	remaining: 11.5ms
990:	learn: 0.0450164	total: 1.14s	remaining: 10.3ms
991:	learn: 0.0449569	total: 1.14s	remaining: 9.16ms
992:	learn: 0.0449155	total: 1.14s	remaining: 8.02ms
993:	learn: 0.0448304	total: 1.14s	remaining: 6.87ms
994:	learn: 0.0447451	total: 1.14s	remaining: 5.73ms
995:	learn: 0.0446601	total: 1.14s	remaining: 4.58ms
996:	learn: 0.0445599	total: 1.14s	remaining: 3.43ms
997:	learn: 0.0444860	total: 1.14s	remaining: 2.29ms
998:	learn: 0.0443314	total: 1.14s	remaining: 1.14ms
999:	learn: 0.0442402	total: 1.14s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=1, depth=4, total=   1.6s
[CV] learning_rate=0.03, l2_leaf_reg=1, depth=4 ......................
0:	learn: 0.8690214	total: 7.31ms	remaining: 7.3s
1:	learn: 0.8529481	total: 11.7ms	remaining: 5.84s
2:	learn: 0.8366254	total: 18.6ms	remaining: 6.19s
3:	learn: 0.8215974	total: 22.1ms	remaining: 5.49s
4:	learn: 0.8062393	total: 24.5ms	remaining: 4.87s
5:	learn: 0.7931257	total: 26.8ms	remaining: 4.43s
6:	learn: 0.7812511	total: 28.5ms	remaining: 4.05s
7:	learn: 0.7682662	total: 31.7ms	remaining: 3.93s
8:	learn: 0.7537405	total: 33.3ms	remaining: 3.67s
9:	learn: 0.7410253	total: 34.8ms	remaining: 3.44s
10:	learn: 0.7279635	total: 36.2ms	remaining: 3.26s
11:	learn: 0.7163364	total: 37.6ms	remaining: 3.1s
12:	learn: 0.7056988	total: 38.9ms	remaining: 2.95s
13:	learn: 0.6950563	total: 40.1ms	remaining: 2.82s
14:	learn: 0.6832876	total: 41.3ms	remaining: 2.71s
15:	learn: 0.6736641	total: 42.5ms	remaining: 2.61s
16:	learn: 0.6632665	total: 43.7ms	remaining: 2.53s
17:	learn: 0.6524810	total: 45.9ms	remaining: 2.51s
18:	learn: 0.6441077	total: 47ms	remaining: 2.42s
19:	learn: 0.6342054	total: 47.9ms	remaining: 2.35s
20:	learn: 0.6253527	total: 49ms	remaining: 2.28s
21:	learn: 0.6167422	total: 50ms	remaining: 2.22s
22:	learn: 0.6072808	total: 51ms	remaining: 2.17s
23:	learn: 0.5995649	total: 52ms	remaining: 2.11s
24:	learn: 0.5918760	total: 53ms	remaining: 2.07s
25:	learn: 0.5829132	total: 54.1ms	remaining: 2.02s
26:	learn: 0.5747688	total: 55.1ms	remaining: 1.99s
27:	learn: 0.5674460	total: 56.1ms	remaining: 1.95s
28:	learn: 0.5596945	total: 57ms	remaining: 1.91s
29:	learn: 0.5527240	total: 58ms	remaining: 1.88s
30:	learn: 0.5471930	total: 59.9ms	remaining: 1.87s
31:	learn: 0.5416196	total: 61.1ms	remaining: 1.85s
32:	learn: 0.5356260	total: 62.4ms	remaining: 1.83s
33:	learn: 0.5288537	total: 63.4ms	remaining: 1.8s
34:	learn: 0.5229975	total: 64.4ms	remaining: 1.78s
35:	learn: 0.5174606	total: 65.4ms	remaining: 1.75s
36:	learn: 0.5111766	total: 66.4ms	remaining: 1.73s
37:	learn: 0.5063907	total: 67.4ms	remaining: 1.71s
38:	learn: 0.5008263	total: 68.4ms	remaining: 1.68s
39:	learn: 0.4949688	total: 69.4ms	remaining: 1.67s
40:	learn: 0.4904897	total: 70.3ms	remaining: 1.64s
41:	learn: 0.4841629	total: 71.4ms	remaining: 1.63s
42:	learn: 0.4800739	total: 72.5ms	remaining: 1.61s
43:	learn: 0.4748875	total: 74.4ms	remaining: 1.61s
44:	learn: 0.4707939	total: 75.3ms	remaining: 1.6s
45:	learn: 0.4664078	total: 76.4ms	remaining: 1.58s
46:	learn: 0.4621404	total: 77.3ms	remaining: 1.57s
47:	learn: 0.4577856	total: 78.4ms	remaining: 1.55s
48:	learn: 0.4536477	total: 79.3ms	remaining: 1.54s
49:	learn: 0.4508769	total: 80.3ms	remaining: 1.52s
50:	learn: 0.4474214	total: 81.2ms	remaining: 1.51s
51:	learn: 0.4439800	total: 82.3ms	remaining: 1.5s
52:	learn: 0.4401213	total: 83.4ms	remaining: 1.49s
53:	learn: 0.4370633	total: 84.4ms	remaining: 1.48s
54:	learn: 0.4337926	total: 85.4ms	remaining: 1.47s
55:	learn: 0.4307689	total: 86.4ms	remaining: 1.46s
56:	learn: 0.4276960	total: 87.3ms	remaining: 1.44s
57:	learn: 0.4251313	total: 89.3ms	remaining: 1.45s
58:	learn: 0.4215564	total: 90.3ms	remaining: 1.44s
59:	learn: 0.4181587	total: 91.5ms	remaining: 1.43s
60:	learn: 0.4150821	total: 92.6ms	remaining: 1.43s
61:	learn: 0.4127022	total: 93.7ms	remaining: 1.42s
62:	learn: 0.4104516	total: 94.6ms	remaining: 1.41s
63:	learn: 0.4077714	total: 95.6ms	remaining: 1.4s
64:	learn: 0.4051399	total: 96.7ms	remaining: 1.39s
65:	learn: 0.4025211	total: 97.7ms	remaining: 1.38s
66:	learn: 0.3998105	total: 98.7ms	remaining: 1.37s
67:	learn: 0.3974972	total: 99.7ms	remaining: 1.37s
68:	learn: 0.3955417	total: 101ms	remaining: 1.36s
69:	learn: 0.3933141	total: 103ms	remaining: 1.37s
70:	learn: 0.3914142	total: 104ms	remaining: 1.36s
71:	learn: 0.3891568	total: 105ms	remaining: 1.35s
72:	learn: 0.3871957	total: 106ms	remaining: 1.34s
73:	learn: 0.3852947	total: 107ms	remaining: 1.34s
74:	learn: 0.3833410	total: 108ms	remaining: 1.33s
75:	learn: 0.3816078	total: 109ms	remaining: 1.33s
76:	learn: 0.3796460	total: 110ms	remaining: 1.32s
77:	learn: 0.3773804	total: 111ms	remaining: 1.31s
78:	learn: 0.3758621	total: 112ms	remaining: 1.31s
79:	learn: 0.3749759	total: 113ms	remaining: 1.3s
80:	learn: 0.3731401	total: 114ms	remaining: 1.29s
81:	learn: 0.3711814	total: 115ms	remaining: 1.29s
82:	learn: 0.3695364	total: 117ms	remaining: 1.29s
83:	learn: 0.3672769	total: 118ms	remaining: 1.29s
84:	learn: 0.3652280	total: 119ms	remaining: 1.28s
85:	learn: 0.3636956	total: 120ms	remaining: 1.28s
86:	learn: 0.3622755	total: 121ms	remaining: 1.27s
87:	learn: 0.3608320	total: 122ms	remaining: 1.26s
88:	learn: 0.3599841	total: 123ms	remaining: 1.26s
89:	learn: 0.3583621	total: 124ms	remaining: 1.25s
90:	learn: 0.3566418	total: 125ms	remaining: 1.25s
91:	learn: 0.3546539	total: 126ms	remaining: 1.24s
92:	learn: 0.3535991	total: 127ms	remaining: 1.24s
93:	learn: 0.3518463	total: 129ms	remaining: 1.24s
94:	learn: 0.3507303	total: 131ms	remaining: 1.25s
95:	learn: 0.3496546	total: 132ms	remaining: 1.24s
96:	learn: 0.3481029	total: 133ms	remaining: 1.24s
97:	learn: 0.3468308	total: 134ms	remaining: 1.23s
98:	learn: 0.3455538	total: 135ms	remaining: 1.23s
99:	learn: 0.3442322	total: 136ms	remaining: 1.22s
100:	learn: 0.3428009	total: 137ms	remaining: 1.22s
101:	learn: 0.3415648	total: 138ms	remaining: 1.21s
102:	learn: 0.3406506	total: 139ms	remaining: 1.21s
103:	learn: 0.3395210	total: 140ms	remaining: 1.21s
104:	learn: 0.3376673	total: 141ms	remaining: 1.2s
105:	learn: 0.3366320	total: 142ms	remaining: 1.2s
106:	learn: 0.3357444	total: 144ms	remaining: 1.2s
107:	learn: 0.3346941	total: 145ms	remaining: 1.2s
108:	learn: 0.3337268	total: 146ms	remaining: 1.2s
109:	learn: 0.3326402	total: 147ms	remaining: 1.19s
110:	learn: 0.3318015	total: 148ms	remaining: 1.19s
111:	learn: 0.3311261	total: 149ms	remaining: 1.18s
112:	learn: 0.3299363	total: 150ms	remaining: 1.18s
113:	learn: 0.3290104	total: 151ms	remaining: 1.17s
114:	learn: 0.3282888	total: 152ms	remaining: 1.17s
115:	learn: 0.3264726	total: 153ms	remaining: 1.17s
116:	learn: 0.3253818	total: 154ms	remaining: 1.16s
117:	learn: 0.3242398	total: 155ms	remaining: 1.16s
118:	learn: 0.3231753	total: 156ms	remaining: 1.16s
119:	learn: 0.3221392	total: 157ms	remaining: 1.15s
120:	learn: 0.3212357	total: 159ms	remaining: 1.16s
121:	learn: 0.3199567	total: 160ms	remaining: 1.15s
122:	learn: 0.3188425	total: 161ms	remaining: 1.15s
123:	learn: 0.3180603	total: 162ms	remaining: 1.15s
124:	learn: 0.3175506	total: 163ms	remaining: 1.14s
125:	learn: 0.3168763	total: 164ms	remaining: 1.14s
126:	learn: 0.3163961	total: 166ms	remaining: 1.14s
127:	learn: 0.3154577	total: 167ms	remaining: 1.13s
128:	learn: 0.3141600	total: 168ms	remaining: 1.13s
129:	learn: 0.3133919	total: 169ms	remaining: 1.13s
130:	learn: 0.3125058	total: 170ms	remaining: 1.13s
131:	learn: 0.3119930	total: 171ms	remaining: 1.12s
132:	learn: 0.3115253	total: 173ms	remaining: 1.13s
133:	learn: 0.3105387	total: 174ms	remaining: 1.12s
134:	learn: 0.3100623	total: 175ms	remaining: 1.12s
135:	learn: 0.3090781	total: 177ms	remaining: 1.12s
136:	learn: 0.3081798	total: 178ms	remaining: 1.12s
137:	learn: 0.3075555	total: 179ms	remaining: 1.12s
138:	learn: 0.3069242	total: 180ms	remaining: 1.12s
139:	learn: 0.3062085	total: 182ms	remaining: 1.11s
140:	learn: 0.3050372	total: 183ms	remaining: 1.11s
141:	learn: 0.3034486	total: 184ms	remaining: 1.11s
142:	learn: 0.3027426	total: 185ms	remaining: 1.11s
143:	learn: 0.3021045	total: 186ms	remaining: 1.1s
144:	learn: 0.3009142	total: 187ms	remaining: 1.1s
145:	learn: 0.3003714	total: 188ms	remaining: 1.1s
146:	learn: 0.2994688	total: 189ms	remaining: 1.09s
147:	learn: 0.2988174	total: 190ms	remaining: 1.09s
148:	learn: 0.2976221	total: 191ms	remaining: 1.09s
149:	learn: 0.2966527	total: 192ms	remaining: 1.09s
150:	learn: 0.2957946	total: 193ms	remaining: 1.08s
151:	learn: 0.2946140	total: 194ms	remaining: 1.08s
152:	learn: 0.2933286	total: 195ms	remaining: 1.08s
153:	learn: 0.2926556	total: 196ms	remaining: 1.07s
154:	learn: 0.2921108	total: 197ms	remaining: 1.07s
155:	learn: 0.2905978	total: 198ms	remaining: 1.07s
156:	learn: 0.2898347	total: 200ms	remaining: 1.07s
157:	learn: 0.2886864	total: 201ms	remaining: 1.07s
158:	learn: 0.2873326	total: 202ms	remaining: 1.07s
159:	learn: 0.2866216	total: 203ms	remaining: 1.06s
160:	learn: 0.2859334	total: 204ms	remaining: 1.06s
161:	learn: 0.2854043	total: 205ms	remaining: 1.06s
162:	learn: 0.2845692	total: 206ms	remaining: 1.06s
163:	learn: 0.2838981	total: 207ms	remaining: 1.05s
164:	learn: 0.2833728	total: 208ms	remaining: 1.05s
165:	learn: 0.2827553	total: 209ms	remaining: 1.05s
166:	learn: 0.2821681	total: 210ms	remaining: 1.05s
167:	learn: 0.2810514	total: 211ms	remaining: 1.04s
168:	learn: 0.2797349	total: 212ms	remaining: 1.04s
169:	learn: 0.2790640	total: 214ms	remaining: 1.04s
170:	learn: 0.2781507	total: 214ms	remaining: 1.04s
171:	learn: 0.2771996	total: 215ms	remaining: 1.04s
172:	learn: 0.2765810	total: 216ms	remaining: 1.03s
173:	learn: 0.2762809	total: 217ms	remaining: 1.03s
174:	learn: 0.2752524	total: 219ms	remaining: 1.03s
175:	learn: 0.2740302	total: 220ms	remaining: 1.03s
176:	learn: 0.2732292	total: 221ms	remaining: 1.02s
177:	learn: 0.2722614	total: 222ms	remaining: 1.02s
178:	learn: 0.2712956	total: 223ms	remaining: 1.02s
179:	learn: 0.2702507	total: 224ms	remaining: 1.02s
180:	learn: 0.2691409	total: 225ms	remaining: 1.02s
181:	learn: 0.2683163	total: 226ms	remaining: 1.01s
182:	learn: 0.2666537	total: 228ms	remaining: 1.01s
183:	learn: 0.2661061	total: 229ms	remaining: 1.01s
184:	learn: 0.2653542	total: 230ms	remaining: 1.01s
185:	learn: 0.2646553	total: 231ms	remaining: 1.01s
186:	learn: 0.2641069	total: 232ms	remaining: 1.01s
187:	learn: 0.2633311	total: 233ms	remaining: 1s
188:	learn: 0.2626699	total: 234ms	remaining: 1s
189:	learn: 0.2614824	total: 235ms	remaining: 1s
190:	learn: 0.2599292	total: 236ms	remaining: 998ms
191:	learn: 0.2592334	total: 237ms	remaining: 996ms
192:	learn: 0.2587800	total: 238ms	remaining: 993ms
193:	learn: 0.2578961	total: 239ms	remaining: 991ms
194:	learn: 0.2572005	total: 240ms	remaining: 989ms
195:	learn: 0.2562844	total: 242ms	remaining: 992ms
196:	learn: 0.2551538	total: 243ms	remaining: 990ms
197:	learn: 0.2539227	total: 244ms	remaining: 988ms
198:	learn: 0.2531856	total: 245ms	remaining: 986ms
199:	learn: 0.2521633	total: 246ms	remaining: 983ms
200:	learn: 0.2514980	total: 247ms	remaining: 981ms
201:	learn: 0.2511212	total: 248ms	remaining: 979ms
202:	learn: 0.2507303	total: 249ms	remaining: 977ms
203:	learn: 0.2501393	total: 250ms	remaining: 975ms
204:	learn: 0.2489642	total: 251ms	remaining: 973ms
205:	learn: 0.2480371	total: 252ms	remaining: 971ms
206:	learn: 0.2469657	total: 253ms	remaining: 969ms
207:	learn: 0.2462836	total: 254ms	remaining: 967ms
208:	learn: 0.2456931	total: 257ms	remaining: 973ms
209:	learn: 0.2449720	total: 258ms	remaining: 970ms
210:	learn: 0.2441643	total: 259ms	remaining: 968ms
211:	learn: 0.2431959	total: 260ms	remaining: 967ms
212:	learn: 0.2421962	total: 261ms	remaining: 966ms
213:	learn: 0.2416118	total: 263ms	remaining: 967ms
214:	learn: 0.2410133	total: 265ms	remaining: 966ms
215:	learn: 0.2404945	total: 266ms	remaining: 965ms
216:	learn: 0.2400866	total: 267ms	remaining: 963ms
217:	learn: 0.2394759	total: 268ms	remaining: 961ms
218:	learn: 0.2389516	total: 270ms	remaining: 962ms
219:	learn: 0.2381207	total: 271ms	remaining: 960ms
220:	learn: 0.2375757	total: 272ms	remaining: 957ms
221:	learn: 0.2370366	total: 273ms	remaining: 955ms
222:	learn: 0.2358842	total: 274ms	remaining: 953ms
223:	learn: 0.2354670	total: 274ms	remaining: 951ms
224:	learn: 0.2350071	total: 275ms	remaining: 949ms
225:	learn: 0.2345838	total: 276ms	remaining: 946ms
226:	learn: 0.2338011	total: 277ms	remaining: 944ms
227:	learn: 0.2332720	total: 278ms	remaining: 942ms
228:	learn: 0.2327820	total: 279ms	remaining: 941ms
229:	learn: 0.2323567	total: 281ms	remaining: 939ms
230:	learn: 0.2318957	total: 282ms	remaining: 938ms
231:	learn: 0.2312976	total: 284ms	remaining: 939ms
232:	learn: 0.2306346	total: 285ms	remaining: 939ms
233:	learn: 0.2302069	total: 286ms	remaining: 937ms
234:	learn: 0.2297926	total: 287ms	remaining: 936ms
235:	learn: 0.2285143	total: 289ms	remaining: 934ms
236:	learn: 0.2282210	total: 290ms	remaining: 933ms
237:	learn: 0.2278702	total: 291ms	remaining: 931ms
238:	learn: 0.2269635	total: 292ms	remaining: 930ms
239:	learn: 0.2263548	total: 293ms	remaining: 927ms
240:	learn: 0.2259214	total: 294ms	remaining: 925ms
241:	learn: 0.2254821	total: 295ms	remaining: 923ms
242:	learn: 0.2249486	total: 297ms	remaining: 924ms
243:	learn: 0.2245813	total: 298ms	remaining: 923ms
244:	learn: 0.2234665	total: 299ms	remaining: 921ms
245:	learn: 0.2229622	total: 300ms	remaining: 920ms
246:	learn: 0.2224718	total: 301ms	remaining: 917ms
247:	learn: 0.2220418	total: 302ms	remaining: 916ms
248:	learn: 0.2210329	total: 303ms	remaining: 914ms
249:	learn: 0.2206668	total: 304ms	remaining: 912ms
250:	learn: 0.2196119	total: 305ms	remaining: 911ms
251:	learn: 0.2193272	total: 306ms	remaining: 909ms
252:	learn: 0.2182825	total: 307ms	remaining: 907ms
253:	learn: 0.2177998	total: 308ms	remaining: 905ms
254:	learn: 0.2168347	total: 309ms	remaining: 904ms
255:	learn: 0.2162811	total: 310ms	remaining: 902ms
256:	learn: 0.2156911	total: 311ms	remaining: 900ms
257:	learn: 0.2151066	total: 312ms	remaining: 898ms
258:	learn: 0.2146224	total: 313ms	remaining: 897ms
259:	learn: 0.2142722	total: 314ms	remaining: 895ms
260:	learn: 0.2139036	total: 315ms	remaining: 893ms
261:	learn: 0.2134408	total: 317ms	remaining: 892ms
262:	learn: 0.2124301	total: 318ms	remaining: 890ms
263:	learn: 0.2117089	total: 319ms	remaining: 888ms
264:	learn: 0.2110984	total: 320ms	remaining: 886ms
265:	learn: 0.2102054	total: 321ms	remaining: 885ms
266:	learn: 0.2097308	total: 322ms	remaining: 883ms
267:	learn: 0.2092484	total: 323ms	remaining: 881ms
268:	learn: 0.2085865	total: 324ms	remaining: 881ms
269:	learn: 0.2078765	total: 325ms	remaining: 879ms
270:	learn: 0.2068531	total: 326ms	remaining: 877ms
271:	learn: 0.2063200	total: 327ms	remaining: 875ms
272:	learn: 0.2058894	total: 328ms	remaining: 873ms
273:	learn: 0.2053977	total: 329ms	remaining: 872ms
274:	learn: 0.2049964	total: 330ms	remaining: 871ms
275:	learn: 0.2043030	total: 331ms	remaining: 869ms
276:	learn: 0.2040367	total: 332ms	remaining: 867ms
277:	learn: 0.2036759	total: 333ms	remaining: 865ms
278:	learn: 0.2031770	total: 334ms	remaining: 864ms
279:	learn: 0.2025111	total: 335ms	remaining: 862ms
280:	learn: 0.2017603	total: 336ms	remaining: 860ms
281:	learn: 0.2008649	total: 338ms	remaining: 861ms
282:	learn: 0.2004040	total: 339ms	remaining: 859ms
283:	learn: 0.2001650	total: 340ms	remaining: 857ms
284:	learn: 0.1996564	total: 341ms	remaining: 855ms
285:	learn: 0.1993141	total: 342ms	remaining: 853ms
286:	learn: 0.1989176	total: 343ms	remaining: 852ms
287:	learn: 0.1985508	total: 344ms	remaining: 850ms
288:	learn: 0.1980351	total: 345ms	remaining: 849ms
289:	learn: 0.1973572	total: 347ms	remaining: 848ms
290:	learn: 0.1967618	total: 348ms	remaining: 847ms
291:	learn: 0.1959079	total: 349ms	remaining: 846ms
292:	learn: 0.1950331	total: 350ms	remaining: 845ms
293:	learn: 0.1944089	total: 351ms	remaining: 843ms
294:	learn: 0.1938086	total: 352ms	remaining: 841ms
295:	learn: 0.1935733	total: 353ms	remaining: 839ms
296:	learn: 0.1929258	total: 354ms	remaining: 838ms
297:	learn: 0.1925218	total: 355ms	remaining: 836ms
298:	learn: 0.1922284	total: 356ms	remaining: 835ms
299:	learn: 0.1919425	total: 357ms	remaining: 833ms
300:	learn: 0.1910701	total: 358ms	remaining: 831ms
301:	learn: 0.1901730	total: 359ms	remaining: 830ms
302:	learn: 0.1896736	total: 360ms	remaining: 828ms
303:	learn: 0.1887615	total: 361ms	remaining: 826ms
304:	learn: 0.1881187	total: 362ms	remaining: 825ms
305:	learn: 0.1872963	total: 363ms	remaining: 824ms
306:	learn: 0.1865776	total: 365ms	remaining: 824ms
307:	learn: 0.1856047	total: 366ms	remaining: 823ms
308:	learn: 0.1851088	total: 367ms	remaining: 822ms
309:	learn: 0.1848096	total: 368ms	remaining: 820ms
310:	learn: 0.1843320	total: 369ms	remaining: 818ms
311:	learn: 0.1835664	total: 370ms	remaining: 817ms
312:	learn: 0.1828432	total: 372ms	remaining: 815ms
313:	learn: 0.1826940	total: 372ms	remaining: 814ms
314:	learn: 0.1823805	total: 374ms	remaining: 812ms
315:	learn: 0.1819502	total: 375ms	remaining: 811ms
316:	learn: 0.1812517	total: 376ms	remaining: 810ms
317:	learn: 0.1804646	total: 377ms	remaining: 808ms
318:	learn: 0.1801667	total: 378ms	remaining: 806ms
319:	learn: 0.1795527	total: 380ms	remaining: 807ms
320:	learn: 0.1785182	total: 381ms	remaining: 805ms
321:	learn: 0.1780841	total: 382ms	remaining: 804ms
322:	learn: 0.1773065	total: 383ms	remaining: 802ms
323:	learn: 0.1765418	total: 384ms	remaining: 801ms
324:	learn: 0.1760927	total: 385ms	remaining: 799ms
325:	learn: 0.1757471	total: 386ms	remaining: 798ms
326:	learn: 0.1753352	total: 387ms	remaining: 796ms
327:	learn: 0.1747172	total: 388ms	remaining: 794ms
328:	learn: 0.1740617	total: 389ms	remaining: 793ms
329:	learn: 0.1735041	total: 390ms	remaining: 791ms
330:	learn: 0.1733165	total: 391ms	remaining: 790ms
331:	learn: 0.1728558	total: 392ms	remaining: 788ms
332:	learn: 0.1725629	total: 394ms	remaining: 789ms
333:	learn: 0.1722828	total: 395ms	remaining: 787ms
334:	learn: 0.1720322	total: 396ms	remaining: 786ms
335:	learn: 0.1713875	total: 397ms	remaining: 784ms
336:	learn: 0.1710887	total: 398ms	remaining: 783ms
337:	learn: 0.1707956	total: 399ms	remaining: 781ms
338:	learn: 0.1701742	total: 400ms	remaining: 780ms
339:	learn: 0.1696528	total: 401ms	remaining: 778ms
340:	learn: 0.1691298	total: 402ms	remaining: 777ms
341:	learn: 0.1683802	total: 403ms	remaining: 775ms
342:	learn: 0.1680448	total: 404ms	remaining: 774ms
343:	learn: 0.1678099	total: 405ms	remaining: 772ms
344:	learn: 0.1673650	total: 406ms	remaining: 771ms
345:	learn: 0.1671018	total: 407ms	remaining: 770ms
346:	learn: 0.1666393	total: 408ms	remaining: 768ms
347:	learn: 0.1664333	total: 409ms	remaining: 767ms
348:	learn: 0.1656985	total: 411ms	remaining: 766ms
349:	learn: 0.1654988	total: 412ms	remaining: 764ms
350:	learn: 0.1649422	total: 413ms	remaining: 763ms
351:	learn: 0.1641204	total: 414ms	remaining: 762ms
352:	learn: 0.1638347	total: 415ms	remaining: 760ms
353:	learn: 0.1636569	total: 416ms	remaining: 759ms
354:	learn: 0.1630045	total: 417ms	remaining: 757ms
355:	learn: 0.1623753	total: 418ms	remaining: 756ms
356:	learn: 0.1621298	total: 419ms	remaining: 754ms
357:	learn: 0.1619055	total: 420ms	remaining: 753ms
358:	learn: 0.1613022	total: 422ms	remaining: 753ms
359:	learn: 0.1610664	total: 423ms	remaining: 751ms
360:	learn: 0.1608746	total: 424ms	remaining: 750ms
361:	learn: 0.1600546	total: 425ms	remaining: 748ms
362:	learn: 0.1594854	total: 426ms	remaining: 747ms
363:	learn: 0.1591469	total: 427ms	remaining: 745ms
364:	learn: 0.1589187	total: 428ms	remaining: 744ms
365:	learn: 0.1582355	total: 429ms	remaining: 742ms
366:	learn: 0.1574988	total: 430ms	remaining: 741ms
367:	learn: 0.1570841	total: 431ms	remaining: 740ms
368:	learn: 0.1565199	total: 432ms	remaining: 738ms
369:	learn: 0.1562956	total: 433ms	remaining: 737ms
370:	learn: 0.1560056	total: 434ms	remaining: 736ms
371:	learn: 0.1553588	total: 435ms	remaining: 734ms
372:	learn: 0.1549208	total: 436ms	remaining: 733ms
373:	learn: 0.1545005	total: 437ms	remaining: 731ms
374:	learn: 0.1542879	total: 438ms	remaining: 730ms
375:	learn: 0.1536077	total: 439ms	remaining: 729ms
376:	learn: 0.1529663	total: 441ms	remaining: 728ms
377:	learn: 0.1527280	total: 442ms	remaining: 727ms
378:	learn: 0.1519247	total: 443ms	remaining: 726ms
379:	learn: 0.1515803	total: 444ms	remaining: 724ms
380:	learn: 0.1513551	total: 445ms	remaining: 723ms
381:	learn: 0.1507646	total: 446ms	remaining: 722ms
382:	learn: 0.1501777	total: 447ms	remaining: 720ms
383:	learn: 0.1498996	total: 449ms	remaining: 720ms
384:	learn: 0.1494924	total: 450ms	remaining: 718ms
385:	learn: 0.1487931	total: 451ms	remaining: 717ms
386:	learn: 0.1482939	total: 452ms	remaining: 715ms
387:	learn: 0.1478458	total: 453ms	remaining: 714ms
388:	learn: 0.1473162	total: 454ms	remaining: 712ms
389:	learn: 0.1470678	total: 455ms	remaining: 711ms
390:	learn: 0.1465550	total: 456ms	remaining: 710ms
391:	learn: 0.1460910	total: 457ms	remaining: 708ms
392:	learn: 0.1458080	total: 458ms	remaining: 707ms
393:	learn: 0.1452812	total: 459ms	remaining: 706ms
394:	learn: 0.1447016	total: 460ms	remaining: 704ms
395:	learn: 0.1440182	total: 461ms	remaining: 703ms
396:	learn: 0.1435785	total: 462ms	remaining: 701ms
397:	learn: 0.1429418	total: 464ms	remaining: 701ms
398:	learn: 0.1424068	total: 465ms	remaining: 700ms
399:	learn: 0.1418797	total: 466ms	remaining: 698ms
400:	learn: 0.1416188	total: 467ms	remaining: 697ms
401:	learn: 0.1411457	total: 468ms	remaining: 696ms
402:	learn: 0.1406806	total: 469ms	remaining: 694ms
403:	learn: 0.1402287	total: 470ms	remaining: 693ms
404:	learn: 0.1398362	total: 471ms	remaining: 692ms
405:	learn: 0.1394718	total: 472ms	remaining: 690ms
406:	learn: 0.1391975	total: 473ms	remaining: 689ms
407:	learn: 0.1385246	total: 474ms	remaining: 688ms
408:	learn: 0.1383297	total: 475ms	remaining: 687ms
409:	learn: 0.1379984	total: 476ms	remaining: 685ms
410:	learn: 0.1376555	total: 478ms	remaining: 685ms
411:	learn: 0.1374492	total: 479ms	remaining: 684ms
412:	learn: 0.1370260	total: 480ms	remaining: 682ms
413:	learn: 0.1364342	total: 481ms	remaining: 681ms
414:	learn: 0.1362559	total: 482ms	remaining: 679ms
415:	learn: 0.1357593	total: 484ms	remaining: 679ms
416:	learn: 0.1354534	total: 485ms	remaining: 678ms
417:	learn: 0.1348602	total: 486ms	remaining: 677ms
418:	learn: 0.1344159	total: 487ms	remaining: 676ms
419:	learn: 0.1339836	total: 489ms	remaining: 675ms
420:	learn: 0.1334764	total: 490ms	remaining: 673ms
421:	learn: 0.1332259	total: 490ms	remaining: 672ms
422:	learn: 0.1326494	total: 492ms	remaining: 672ms
423:	learn: 0.1323498	total: 493ms	remaining: 670ms
424:	learn: 0.1319345	total: 495ms	remaining: 669ms
425:	learn: 0.1315366	total: 496ms	remaining: 668ms
426:	learn: 0.1311740	total: 497ms	remaining: 667ms
427:	learn: 0.1308340	total: 498ms	remaining: 666ms
428:	learn: 0.1304057	total: 499ms	remaining: 665ms
429:	learn: 0.1301214	total: 500ms	remaining: 663ms
430:	learn: 0.1298166	total: 501ms	remaining: 662ms
431:	learn: 0.1294051	total: 502ms	remaining: 660ms
432:	learn: 0.1291989	total: 503ms	remaining: 659ms
433:	learn: 0.1289698	total: 504ms	remaining: 658ms
434:	learn: 0.1285672	total: 507ms	remaining: 658ms
435:	learn: 0.1282915	total: 508ms	remaining: 657ms
436:	learn: 0.1277644	total: 509ms	remaining: 655ms
437:	learn: 0.1276047	total: 510ms	remaining: 654ms
438:	learn: 0.1273782	total: 511ms	remaining: 653ms
439:	learn: 0.1268880	total: 512ms	remaining: 651ms
440:	learn: 0.1266343	total: 513ms	remaining: 650ms
441:	learn: 0.1263465	total: 514ms	remaining: 649ms
442:	learn: 0.1261928	total: 515ms	remaining: 647ms
443:	learn: 0.1259280	total: 516ms	remaining: 646ms
444:	learn: 0.1256739	total: 517ms	remaining: 645ms
445:	learn: 0.1255346	total: 518ms	remaining: 644ms
446:	learn: 0.1250750	total: 520ms	remaining: 644ms
447:	learn: 0.1248149	total: 521ms	remaining: 642ms
448:	learn: 0.1245872	total: 522ms	remaining: 641ms
449:	learn: 0.1240925	total: 523ms	remaining: 639ms
450:	learn: 0.1236480	total: 524ms	remaining: 638ms
451:	learn: 0.1232230	total: 525ms	remaining: 637ms
452:	learn: 0.1229062	total: 526ms	remaining: 635ms
453:	learn: 0.1223759	total: 527ms	remaining: 634ms
454:	learn: 0.1218755	total: 528ms	remaining: 633ms
455:	learn: 0.1216628	total: 529ms	remaining: 631ms
456:	learn: 0.1211824	total: 530ms	remaining: 630ms
457:	learn: 0.1208389	total: 532ms	remaining: 629ms
458:	learn: 0.1206726	total: 533ms	remaining: 628ms
459:	learn: 0.1201371	total: 534ms	remaining: 627ms
460:	learn: 0.1197232	total: 535ms	remaining: 625ms
461:	learn: 0.1196331	total: 536ms	remaining: 624ms
462:	learn: 0.1192962	total: 537ms	remaining: 623ms
463:	learn: 0.1192041	total: 538ms	remaining: 621ms
464:	learn: 0.1186474	total: 539ms	remaining: 620ms
465:	learn: 0.1184035	total: 540ms	remaining: 619ms
466:	learn: 0.1180935	total: 541ms	remaining: 617ms
467:	learn: 0.1178243	total: 542ms	remaining: 616ms
468:	learn: 0.1176314	total: 543ms	remaining: 615ms
469:	learn: 0.1173978	total: 544ms	remaining: 614ms
470:	learn: 0.1171651	total: 545ms	remaining: 612ms
471:	learn: 0.1166937	total: 547ms	remaining: 612ms
472:	learn: 0.1164907	total: 548ms	remaining: 611ms
473:	learn: 0.1161809	total: 549ms	remaining: 609ms
474:	learn: 0.1161009	total: 550ms	remaining: 608ms
475:	learn: 0.1155034	total: 551ms	remaining: 607ms
476:	learn: 0.1151557	total: 552ms	remaining: 605ms
477:	learn: 0.1148428	total: 553ms	remaining: 604ms
478:	learn: 0.1144627	total: 554ms	remaining: 603ms
479:	learn: 0.1141384	total: 555ms	remaining: 601ms
480:	learn: 0.1138658	total: 556ms	remaining: 600ms
481:	learn: 0.1136610	total: 557ms	remaining: 599ms
482:	learn: 0.1132383	total: 558ms	remaining: 597ms
483:	learn: 0.1129361	total: 559ms	remaining: 596ms
484:	learn: 0.1125334	total: 561ms	remaining: 595ms
485:	learn: 0.1122639	total: 562ms	remaining: 594ms
486:	learn: 0.1117950	total: 563ms	remaining: 593ms
487:	learn: 0.1114837	total: 564ms	remaining: 592ms
488:	learn: 0.1112557	total: 565ms	remaining: 590ms
489:	learn: 0.1110067	total: 566ms	remaining: 589ms
490:	learn: 0.1106942	total: 567ms	remaining: 588ms
491:	learn: 0.1105760	total: 568ms	remaining: 587ms
492:	learn: 0.1103111	total: 569ms	remaining: 586ms
493:	learn: 0.1101807	total: 571ms	remaining: 585ms
494:	learn: 0.1098911	total: 572ms	remaining: 583ms
495:	learn: 0.1095327	total: 573ms	remaining: 582ms
496:	learn: 0.1092695	total: 574ms	remaining: 581ms
497:	learn: 0.1091186	total: 575ms	remaining: 580ms
498:	learn: 0.1089054	total: 576ms	remaining: 579ms
499:	learn: 0.1086047	total: 577ms	remaining: 577ms
500:	learn: 0.1084623	total: 578ms	remaining: 576ms
501:	learn: 0.1083318	total: 579ms	remaining: 575ms
502:	learn: 0.1079537	total: 580ms	remaining: 573ms
503:	learn: 0.1076925	total: 582ms	remaining: 572ms
504:	learn: 0.1072274	total: 583ms	remaining: 571ms
505:	learn: 0.1068303	total: 584ms	remaining: 570ms
506:	learn: 0.1065655	total: 585ms	remaining: 568ms
507:	learn: 0.1061083	total: 586ms	remaining: 567ms
508:	learn: 0.1057758	total: 587ms	remaining: 566ms
509:	learn: 0.1055471	total: 588ms	remaining: 565ms
510:	learn: 0.1053705	total: 589ms	remaining: 564ms
511:	learn: 0.1051081	total: 590ms	remaining: 563ms
512:	learn: 0.1049976	total: 591ms	remaining: 561ms
513:	learn: 0.1048858	total: 592ms	remaining: 560ms
514:	learn: 0.1045945	total: 593ms	remaining: 559ms
515:	learn: 0.1041677	total: 594ms	remaining: 557ms
516:	learn: 0.1039553	total: 596ms	remaining: 557ms
517:	learn: 0.1037860	total: 597ms	remaining: 556ms
518:	learn: 0.1036262	total: 598ms	remaining: 554ms
519:	learn: 0.1033867	total: 599ms	remaining: 553ms
520:	learn: 0.1030946	total: 600ms	remaining: 552ms
521:	learn: 0.1028290	total: 602ms	remaining: 551ms
522:	learn: 0.1026135	total: 603ms	remaining: 550ms
523:	learn: 0.1023100	total: 604ms	remaining: 549ms
524:	learn: 0.1021142	total: 605ms	remaining: 547ms
525:	learn: 0.1019554	total: 606ms	remaining: 546ms
526:	learn: 0.1017629	total: 607ms	remaining: 545ms
527:	learn: 0.1015189	total: 608ms	remaining: 544ms
528:	learn: 0.1014361	total: 609ms	remaining: 542ms
529:	learn: 0.1012696	total: 610ms	remaining: 541ms
530:	learn: 0.1011028	total: 611ms	remaining: 540ms
531:	learn: 0.1006754	total: 612ms	remaining: 539ms
532:	learn: 0.1003643	total: 614ms	remaining: 538ms
533:	learn: 0.1000618	total: 615ms	remaining: 536ms
534:	learn: 0.0998550	total: 617ms	remaining: 536ms
535:	learn: 0.0995434	total: 618ms	remaining: 535ms
536:	learn: 0.0990518	total: 619ms	remaining: 534ms
537:	learn: 0.0988285	total: 620ms	remaining: 532ms
538:	learn: 0.0987250	total: 621ms	remaining: 531ms
539:	learn: 0.0984566	total: 622ms	remaining: 530ms
540:	learn: 0.0981702	total: 623ms	remaining: 529ms
541:	learn: 0.0979545	total: 624ms	remaining: 527ms
542:	learn: 0.0976363	total: 626ms	remaining: 527ms
543:	learn: 0.0974895	total: 627ms	remaining: 525ms
544:	learn: 0.0971482	total: 628ms	remaining: 524ms
545:	learn: 0.0970414	total: 629ms	remaining: 523ms
546:	learn: 0.0968598	total: 631ms	remaining: 523ms
547:	learn: 0.0965553	total: 632ms	remaining: 521ms
548:	learn: 0.0962249	total: 633ms	remaining: 520ms
549:	learn: 0.0960722	total: 634ms	remaining: 519ms
550:	learn: 0.0959736	total: 635ms	remaining: 518ms
551:	learn: 0.0958267	total: 636ms	remaining: 516ms
552:	learn: 0.0956685	total: 637ms	remaining: 515ms
553:	learn: 0.0954467	total: 638ms	remaining: 514ms
554:	learn: 0.0951964	total: 639ms	remaining: 513ms
555:	learn: 0.0949462	total: 640ms	remaining: 511ms
556:	learn: 0.0947315	total: 641ms	remaining: 510ms
557:	learn: 0.0946200	total: 642ms	remaining: 509ms
558:	learn: 0.0941790	total: 643ms	remaining: 508ms
559:	learn: 0.0937421	total: 645ms	remaining: 506ms
560:	learn: 0.0935710	total: 646ms	remaining: 505ms
561:	learn: 0.0934085	total: 647ms	remaining: 504ms
562:	learn: 0.0931568	total: 648ms	remaining: 503ms
563:	learn: 0.0927845	total: 649ms	remaining: 502ms
564:	learn: 0.0925143	total: 650ms	remaining: 501ms
565:	learn: 0.0922859	total: 651ms	remaining: 499ms
566:	learn: 0.0919393	total: 653ms	remaining: 498ms
567:	learn: 0.0916055	total: 654ms	remaining: 497ms
568:	learn: 0.0911465	total: 655ms	remaining: 496ms
569:	learn: 0.0909508	total: 657ms	remaining: 496ms
570:	learn: 0.0907356	total: 661ms	remaining: 497ms
571:	learn: 0.0905347	total: 663ms	remaining: 496ms
572:	learn: 0.0903405	total: 664ms	remaining: 495ms
573:	learn: 0.0901212	total: 665ms	remaining: 494ms
574:	learn: 0.0897845	total: 667ms	remaining: 493ms
575:	learn: 0.0894391	total: 669ms	remaining: 492ms
576:	learn: 0.0892692	total: 671ms	remaining: 492ms
577:	learn: 0.0889553	total: 673ms	remaining: 491ms
578:	learn: 0.0886727	total: 674ms	remaining: 490ms
579:	learn: 0.0883127	total: 675ms	remaining: 489ms
580:	learn: 0.0879803	total: 676ms	remaining: 488ms
581:	learn: 0.0876341	total: 677ms	remaining: 486ms
582:	learn: 0.0874171	total: 679ms	remaining: 485ms
583:	learn: 0.0871845	total: 680ms	remaining: 484ms
584:	learn: 0.0869788	total: 681ms	remaining: 483ms
585:	learn: 0.0866591	total: 684ms	remaining: 483ms
586:	learn: 0.0865002	total: 686ms	remaining: 483ms
587:	learn: 0.0862127	total: 687ms	remaining: 481ms
588:	learn: 0.0860807	total: 688ms	remaining: 480ms
589:	learn: 0.0859809	total: 689ms	remaining: 479ms
590:	learn: 0.0858909	total: 690ms	remaining: 478ms
591:	learn: 0.0855880	total: 691ms	remaining: 476ms
592:	learn: 0.0853364	total: 692ms	remaining: 475ms
593:	learn: 0.0850168	total: 693ms	remaining: 474ms
594:	learn: 0.0847085	total: 694ms	remaining: 473ms
595:	learn: 0.0845797	total: 699ms	remaining: 474ms
596:	learn: 0.0842772	total: 701ms	remaining: 473ms
597:	learn: 0.0841023	total: 702ms	remaining: 472ms
598:	learn: 0.0839399	total: 703ms	remaining: 470ms
599:	learn: 0.0837990	total: 704ms	remaining: 469ms
600:	learn: 0.0835802	total: 705ms	remaining: 468ms
601:	learn: 0.0831916	total: 706ms	remaining: 467ms
602:	learn: 0.0829661	total: 707ms	remaining: 465ms
603:	learn: 0.0826458	total: 708ms	remaining: 464ms
604:	learn: 0.0825256	total: 714ms	remaining: 466ms
605:	learn: 0.0822635	total: 715ms	remaining: 465ms
606:	learn: 0.0820494	total: 716ms	remaining: 464ms
607:	learn: 0.0816957	total: 718ms	remaining: 463ms
608:	learn: 0.0815099	total: 719ms	remaining: 461ms
609:	learn: 0.0812242	total: 720ms	remaining: 460ms
610:	learn: 0.0809714	total: 721ms	remaining: 459ms
611:	learn: 0.0807077	total: 722ms	remaining: 457ms
612:	learn: 0.0805401	total: 724ms	remaining: 457ms
613:	learn: 0.0803049	total: 726ms	remaining: 456ms
614:	learn: 0.0799996	total: 727ms	remaining: 455ms
615:	learn: 0.0798382	total: 728ms	remaining: 454ms
616:	learn: 0.0795465	total: 730ms	remaining: 453ms
617:	learn: 0.0794026	total: 731ms	remaining: 452ms
618:	learn: 0.0792467	total: 732ms	remaining: 451ms
619:	learn: 0.0791992	total: 733ms	remaining: 449ms
620:	learn: 0.0788184	total: 734ms	remaining: 448ms
621:	learn: 0.0785703	total: 735ms	remaining: 447ms
622:	learn: 0.0783682	total: 740ms	remaining: 448ms
623:	learn: 0.0781392	total: 742ms	remaining: 447ms
624:	learn: 0.0778783	total: 744ms	remaining: 446ms
625:	learn: 0.0776096	total: 745ms	remaining: 445ms
626:	learn: 0.0773901	total: 746ms	remaining: 444ms
627:	learn: 0.0771825	total: 748ms	remaining: 443ms
628:	learn: 0.0771010	total: 753ms	remaining: 444ms
629:	learn: 0.0767788	total: 755ms	remaining: 443ms
630:	learn: 0.0766813	total: 756ms	remaining: 442ms
631:	learn: 0.0765912	total: 757ms	remaining: 441ms
632:	learn: 0.0764640	total: 758ms	remaining: 440ms
633:	learn: 0.0763632	total: 759ms	remaining: 438ms
634:	learn: 0.0762839	total: 760ms	remaining: 437ms
635:	learn: 0.0761196	total: 762ms	remaining: 436ms
636:	learn: 0.0758305	total: 762ms	remaining: 435ms
637:	learn: 0.0757041	total: 766ms	remaining: 435ms
638:	learn: 0.0755077	total: 767ms	remaining: 434ms
639:	learn: 0.0753348	total: 768ms	remaining: 432ms
640:	learn: 0.0751667	total: 769ms	remaining: 431ms
641:	learn: 0.0749181	total: 771ms	remaining: 430ms
642:	learn: 0.0748178	total: 772ms	remaining: 429ms
643:	learn: 0.0746921	total: 773ms	remaining: 427ms
644:	learn: 0.0744919	total: 774ms	remaining: 426ms
645:	learn: 0.0742883	total: 775ms	remaining: 425ms
646:	learn: 0.0741929	total: 776ms	remaining: 423ms
647:	learn: 0.0740421	total: 777ms	remaining: 422ms
648:	learn: 0.0738620	total: 780ms	remaining: 422ms
649:	learn: 0.0737069	total: 781ms	remaining: 420ms
650:	learn: 0.0733978	total: 782ms	remaining: 419ms
651:	learn: 0.0732398	total: 783ms	remaining: 418ms
652:	learn: 0.0729865	total: 785ms	remaining: 417ms
653:	learn: 0.0728176	total: 786ms	remaining: 416ms
654:	learn: 0.0725978	total: 787ms	remaining: 414ms
655:	learn: 0.0723548	total: 788ms	remaining: 413ms
656:	learn: 0.0722879	total: 789ms	remaining: 412ms
657:	learn: 0.0721907	total: 790ms	remaining: 410ms
658:	learn: 0.0720992	total: 791ms	remaining: 409ms
659:	learn: 0.0719923	total: 794ms	remaining: 409ms
660:	learn: 0.0717170	total: 795ms	remaining: 408ms
661:	learn: 0.0715355	total: 796ms	remaining: 406ms
662:	learn: 0.0714241	total: 797ms	remaining: 405ms
663:	learn: 0.0711704	total: 799ms	remaining: 404ms
664:	learn: 0.0709950	total: 800ms	remaining: 403ms
665:	learn: 0.0708983	total: 801ms	remaining: 402ms
666:	learn: 0.0707629	total: 802ms	remaining: 400ms
667:	learn: 0.0706412	total: 803ms	remaining: 399ms
668:	learn: 0.0705835	total: 804ms	remaining: 398ms
669:	learn: 0.0704434	total: 805ms	remaining: 396ms
670:	learn: 0.0701656	total: 807ms	remaining: 396ms
671:	learn: 0.0700226	total: 808ms	remaining: 394ms
672:	learn: 0.0698514	total: 809ms	remaining: 393ms
673:	learn: 0.0695396	total: 810ms	remaining: 392ms
674:	learn: 0.0692734	total: 812ms	remaining: 391ms
675:	learn: 0.0690958	total: 813ms	remaining: 390ms
676:	learn: 0.0689722	total: 815ms	remaining: 389ms
677:	learn: 0.0687588	total: 816ms	remaining: 388ms
678:	learn: 0.0686903	total: 817ms	remaining: 386ms
679:	learn: 0.0685596	total: 821ms	remaining: 386ms
680:	learn: 0.0684505	total: 822ms	remaining: 385ms
681:	learn: 0.0683255	total: 823ms	remaining: 384ms
682:	learn: 0.0681101	total: 825ms	remaining: 383ms
683:	learn: 0.0680253	total: 825ms	remaining: 381ms
684:	learn: 0.0679817	total: 826ms	remaining: 380ms
685:	learn: 0.0677907	total: 827ms	remaining: 379ms
686:	learn: 0.0675862	total: 829ms	remaining: 378ms
687:	learn: 0.0673362	total: 831ms	remaining: 377ms
688:	learn: 0.0671986	total: 833ms	remaining: 376ms
689:	learn: 0.0671239	total: 835ms	remaining: 375ms
690:	learn: 0.0670670	total: 836ms	remaining: 374ms
691:	learn: 0.0670210	total: 837ms	remaining: 372ms
692:	learn: 0.0669378	total: 838ms	remaining: 371ms
693:	learn: 0.0668217	total: 840ms	remaining: 370ms
694:	learn: 0.0666176	total: 841ms	remaining: 369ms
695:	learn: 0.0665778	total: 842ms	remaining: 368ms
696:	learn: 0.0663785	total: 844ms	remaining: 367ms
697:	learn: 0.0661898	total: 846ms	remaining: 366ms
698:	learn: 0.0660835	total: 848ms	remaining: 365ms
699:	learn: 0.0657814	total: 848ms	remaining: 364ms
700:	learn: 0.0655674	total: 850ms	remaining: 362ms
701:	learn: 0.0653550	total: 851ms	remaining: 361ms
702:	learn: 0.0651204	total: 852ms	remaining: 360ms
703:	learn: 0.0648339	total: 853ms	remaining: 359ms
704:	learn: 0.0647657	total: 854ms	remaining: 357ms
705:	learn: 0.0646980	total: 855ms	remaining: 356ms
706:	learn: 0.0644807	total: 856ms	remaining: 355ms
707:	learn: 0.0643219	total: 859ms	remaining: 354ms
708:	learn: 0.0642626	total: 860ms	remaining: 353ms
709:	learn: 0.0640712	total: 861ms	remaining: 352ms
710:	learn: 0.0639319	total: 862ms	remaining: 351ms
711:	learn: 0.0637416	total: 863ms	remaining: 349ms
712:	learn: 0.0636683	total: 864ms	remaining: 348ms
713:	learn: 0.0634288	total: 865ms	remaining: 347ms
714:	learn: 0.0632482	total: 867ms	remaining: 345ms
715:	learn: 0.0631005	total: 868ms	remaining: 344ms
716:	learn: 0.0628653	total: 869ms	remaining: 343ms
717:	learn: 0.0627877	total: 870ms	remaining: 342ms
718:	learn: 0.0625670	total: 873ms	remaining: 341ms
719:	learn: 0.0623392	total: 874ms	remaining: 340ms
720:	learn: 0.0622015	total: 875ms	remaining: 339ms
721:	learn: 0.0621011	total: 876ms	remaining: 337ms
722:	learn: 0.0618422	total: 877ms	remaining: 336ms
723:	learn: 0.0616745	total: 878ms	remaining: 335ms
724:	learn: 0.0616372	total: 879ms	remaining: 334ms
725:	learn: 0.0615078	total: 880ms	remaining: 332ms
726:	learn: 0.0613466	total: 881ms	remaining: 331ms
727:	learn: 0.0611225	total: 883ms	remaining: 330ms
728:	learn: 0.0609828	total: 885ms	remaining: 329ms
729:	learn: 0.0607663	total: 887ms	remaining: 328ms
730:	learn: 0.0605846	total: 888ms	remaining: 327ms
731:	learn: 0.0604124	total: 889ms	remaining: 325ms
732:	learn: 0.0602123	total: 890ms	remaining: 324ms
733:	learn: 0.0600580	total: 891ms	remaining: 323ms
734:	learn: 0.0599191	total: 892ms	remaining: 322ms
735:	learn: 0.0596823	total: 893ms	remaining: 320ms
736:	learn: 0.0595120	total: 894ms	remaining: 319ms
737:	learn: 0.0594119	total: 895ms	remaining: 318ms
738:	learn: 0.0592308	total: 896ms	remaining: 316ms
739:	learn: 0.0590765	total: 899ms	remaining: 316ms
740:	learn: 0.0589198	total: 902ms	remaining: 315ms
741:	learn: 0.0586943	total: 903ms	remaining: 314ms
742:	learn: 0.0586020	total: 905ms	remaining: 313ms
743:	learn: 0.0585452	total: 906ms	remaining: 312ms
744:	learn: 0.0583982	total: 907ms	remaining: 310ms
745:	learn: 0.0582653	total: 908ms	remaining: 309ms
746:	learn: 0.0581161	total: 909ms	remaining: 308ms
747:	learn: 0.0579703	total: 910ms	remaining: 307ms
748:	learn: 0.0578736	total: 912ms	remaining: 306ms
749:	learn: 0.0577795	total: 915ms	remaining: 305ms
750:	learn: 0.0576370	total: 916ms	remaining: 304ms
751:	learn: 0.0573956	total: 917ms	remaining: 302ms
752:	learn: 0.0572032	total: 918ms	remaining: 301ms
753:	learn: 0.0571669	total: 919ms	remaining: 300ms
754:	learn: 0.0570561	total: 920ms	remaining: 299ms
755:	learn: 0.0569118	total: 921ms	remaining: 297ms
756:	learn: 0.0567113	total: 922ms	remaining: 296ms
757:	learn: 0.0565941	total: 923ms	remaining: 295ms
758:	learn: 0.0563876	total: 924ms	remaining: 293ms
759:	learn: 0.0562498	total: 927ms	remaining: 293ms
760:	learn: 0.0560813	total: 929ms	remaining: 292ms
761:	learn: 0.0559937	total: 930ms	remaining: 290ms
762:	learn: 0.0558450	total: 931ms	remaining: 289ms
763:	learn: 0.0556930	total: 932ms	remaining: 288ms
764:	learn: 0.0555644	total: 933ms	remaining: 287ms
765:	learn: 0.0555068	total: 934ms	remaining: 285ms
766:	learn: 0.0553536	total: 935ms	remaining: 284ms
767:	learn: 0.0551789	total: 936ms	remaining: 283ms
768:	learn: 0.0551159	total: 937ms	remaining: 281ms
769:	learn: 0.0549447	total: 938ms	remaining: 280ms
770:	learn: 0.0547634	total: 940ms	remaining: 279ms
771:	learn: 0.0545596	total: 942ms	remaining: 278ms
772:	learn: 0.0544744	total: 943ms	remaining: 277ms
773:	learn: 0.0543296	total: 944ms	remaining: 276ms
774:	learn: 0.0542413	total: 945ms	remaining: 274ms
775:	learn: 0.0541575	total: 946ms	remaining: 273ms
776:	learn: 0.0539618	total: 948ms	remaining: 272ms
777:	learn: 0.0539246	total: 949ms	remaining: 271ms
778:	learn: 0.0537233	total: 950ms	remaining: 269ms
779:	learn: 0.0535033	total: 951ms	remaining: 268ms
780:	learn: 0.0533855	total: 952ms	remaining: 267ms
781:	learn: 0.0532198	total: 954ms	remaining: 266ms
782:	learn: 0.0531166	total: 956ms	remaining: 265ms
783:	learn: 0.0529504	total: 957ms	remaining: 264ms
784:	learn: 0.0528045	total: 958ms	remaining: 262ms
785:	learn: 0.0526801	total: 959ms	remaining: 261ms
786:	learn: 0.0525565	total: 960ms	remaining: 260ms
787:	learn: 0.0523934	total: 961ms	remaining: 259ms
788:	learn: 0.0522179	total: 962ms	remaining: 257ms
789:	learn: 0.0520852	total: 963ms	remaining: 256ms
790:	learn: 0.0519014	total: 964ms	remaining: 255ms
791:	learn: 0.0517481	total: 967ms	remaining: 254ms
792:	learn: 0.0516648	total: 969ms	remaining: 253ms
793:	learn: 0.0515425	total: 970ms	remaining: 252ms
794:	learn: 0.0514613	total: 971ms	remaining: 250ms
795:	learn: 0.0513252	total: 972ms	remaining: 249ms
796:	learn: 0.0511537	total: 973ms	remaining: 248ms
797:	learn: 0.0510729	total: 974ms	remaining: 247ms
798:	learn: 0.0509803	total: 975ms	remaining: 245ms
799:	learn: 0.0508215	total: 976ms	remaining: 244ms
800:	learn: 0.0507485	total: 977ms	remaining: 243ms
801:	learn: 0.0505824	total: 980ms	remaining: 242ms
802:	learn: 0.0504715	total: 982ms	remaining: 241ms
803:	learn: 0.0503350	total: 983ms	remaining: 240ms
804:	learn: 0.0502815	total: 984ms	remaining: 238ms
805:	learn: 0.0501745	total: 985ms	remaining: 237ms
806:	learn: 0.0499940	total: 986ms	remaining: 236ms
807:	learn: 0.0498357	total: 988ms	remaining: 235ms
808:	learn: 0.0497690	total: 989ms	remaining: 234ms
809:	learn: 0.0496196	total: 990ms	remaining: 232ms
810:	learn: 0.0494984	total: 993ms	remaining: 231ms
811:	learn: 0.0494439	total: 995ms	remaining: 230ms
812:	learn: 0.0493624	total: 996ms	remaining: 229ms
813:	learn: 0.0492206	total: 997ms	remaining: 228ms
814:	learn: 0.0490833	total: 998ms	remaining: 227ms
815:	learn: 0.0490011	total: 999ms	remaining: 225ms
816:	learn: 0.0488993	total: 1000ms	remaining: 224ms
817:	learn: 0.0487529	total: 1s	remaining: 223ms
818:	learn: 0.0486101	total: 1s	remaining: 221ms
819:	learn: 0.0484666	total: 1s	remaining: 220ms
820:	learn: 0.0483631	total: 1s	remaining: 219ms
821:	learn: 0.0482018	total: 1.01s	remaining: 218ms
822:	learn: 0.0480723	total: 1.01s	remaining: 217ms
823:	learn: 0.0478831	total: 1.01s	remaining: 216ms
824:	learn: 0.0477335	total: 1.01s	remaining: 214ms
825:	learn: 0.0476073	total: 1.01s	remaining: 213ms
826:	learn: 0.0474912	total: 1.01s	remaining: 212ms
827:	learn: 0.0473754	total: 1.01s	remaining: 211ms
828:	learn: 0.0473029	total: 1.01s	remaining: 209ms
829:	learn: 0.0471418	total: 1.01s	remaining: 208ms
830:	learn: 0.0471172	total: 1.02s	remaining: 207ms
831:	learn: 0.0469825	total: 1.02s	remaining: 206ms
832:	learn: 0.0468519	total: 1.02s	remaining: 204ms
833:	learn: 0.0467864	total: 1.02s	remaining: 203ms
834:	learn: 0.0466728	total: 1.02s	remaining: 202ms
835:	learn: 0.0465188	total: 1.02s	remaining: 201ms
836:	learn: 0.0463642	total: 1.02s	remaining: 199ms
837:	learn: 0.0462582	total: 1.02s	remaining: 198ms
838:	learn: 0.0460925	total: 1.03s	remaining: 197ms
839:	learn: 0.0459636	total: 1.03s	remaining: 196ms
840:	learn: 0.0458481	total: 1.03s	remaining: 194ms
841:	learn: 0.0457649	total: 1.03s	remaining: 193ms
842:	learn: 0.0456430	total: 1.03s	remaining: 192ms
843:	learn: 0.0455196	total: 1.03s	remaining: 191ms
844:	learn: 0.0454134	total: 1.03s	remaining: 190ms
845:	learn: 0.0453779	total: 1.03s	remaining: 189ms
846:	learn: 0.0452813	total: 1.04s	remaining: 187ms
847:	learn: 0.0451353	total: 1.04s	remaining: 186ms
848:	learn: 0.0450676	total: 1.04s	remaining: 185ms
849:	learn: 0.0449764	total: 1.04s	remaining: 183ms
850:	learn: 0.0449006	total: 1.04s	remaining: 182ms
851:	learn: 0.0447192	total: 1.04s	remaining: 181ms
852:	learn: 0.0446004	total: 1.04s	remaining: 180ms
853:	learn: 0.0444854	total: 1.04s	remaining: 178ms
854:	learn: 0.0443283	total: 1.04s	remaining: 177ms
855:	learn: 0.0441784	total: 1.05s	remaining: 176ms
856:	learn: 0.0440557	total: 1.05s	remaining: 175ms
857:	learn: 0.0440127	total: 1.05s	remaining: 174ms
858:	learn: 0.0438851	total: 1.05s	remaining: 173ms
859:	learn: 0.0437718	total: 1.05s	remaining: 171ms
860:	learn: 0.0437228	total: 1.05s	remaining: 170ms
861:	learn: 0.0436929	total: 1.05s	remaining: 169ms
862:	learn: 0.0436107	total: 1.05s	remaining: 168ms
863:	learn: 0.0435730	total: 1.06s	remaining: 166ms
864:	learn: 0.0435292	total: 1.06s	remaining: 165ms
865:	learn: 0.0434704	total: 1.06s	remaining: 164ms
866:	learn: 0.0433303	total: 1.06s	remaining: 163ms
867:	learn: 0.0432654	total: 1.06s	remaining: 162ms
868:	learn: 0.0431948	total: 1.06s	remaining: 160ms
869:	learn: 0.0430983	total: 1.06s	remaining: 159ms
870:	learn: 0.0429805	total: 1.06s	remaining: 158ms
871:	learn: 0.0429315	total: 1.07s	remaining: 157ms
872:	learn: 0.0428171	total: 1.07s	remaining: 155ms
873:	learn: 0.0426862	total: 1.07s	remaining: 154ms
874:	learn: 0.0425490	total: 1.07s	remaining: 153ms
875:	learn: 0.0424516	total: 1.07s	remaining: 152ms
876:	learn: 0.0423590	total: 1.07s	remaining: 150ms
877:	learn: 0.0422282	total: 1.07s	remaining: 149ms
878:	learn: 0.0421174	total: 1.07s	remaining: 148ms
879:	learn: 0.0420476	total: 1.08s	remaining: 147ms
880:	learn: 0.0419866	total: 1.08s	remaining: 146ms
881:	learn: 0.0418743	total: 1.08s	remaining: 144ms
882:	learn: 0.0418259	total: 1.08s	remaining: 143ms
883:	learn: 0.0416803	total: 1.08s	remaining: 142ms
884:	learn: 0.0416359	total: 1.08s	remaining: 141ms
885:	learn: 0.0415879	total: 1.08s	remaining: 139ms
886:	learn: 0.0415179	total: 1.08s	remaining: 138ms
887:	learn: 0.0414392	total: 1.09s	remaining: 137ms
888:	learn: 0.0413061	total: 1.09s	remaining: 136ms
889:	learn: 0.0411582	total: 1.09s	remaining: 135ms
890:	learn: 0.0410814	total: 1.09s	remaining: 133ms
891:	learn: 0.0409098	total: 1.09s	remaining: 132ms
892:	learn: 0.0408037	total: 1.09s	remaining: 131ms
893:	learn: 0.0407304	total: 1.09s	remaining: 130ms
894:	learn: 0.0406447	total: 1.09s	remaining: 128ms
895:	learn: 0.0405987	total: 1.09s	remaining: 127ms
896:	learn: 0.0404788	total: 1.09s	remaining: 126ms
897:	learn: 0.0404400	total: 1.1s	remaining: 125ms
898:	learn: 0.0402977	total: 1.1s	remaining: 123ms
899:	learn: 0.0401945	total: 1.1s	remaining: 122ms
900:	learn: 0.0401367	total: 1.1s	remaining: 121ms
901:	learn: 0.0401074	total: 1.1s	remaining: 120ms
902:	learn: 0.0400225	total: 1.1s	remaining: 118ms
903:	learn: 0.0399396	total: 1.1s	remaining: 117ms
904:	learn: 0.0398675	total: 1.1s	remaining: 116ms
905:	learn: 0.0397964	total: 1.1s	remaining: 115ms
906:	learn: 0.0396592	total: 1.11s	remaining: 114ms
907:	learn: 0.0396140	total: 1.11s	remaining: 112ms
908:	learn: 0.0394779	total: 1.11s	remaining: 111ms
909:	learn: 0.0394066	total: 1.11s	remaining: 110ms
910:	learn: 0.0393462	total: 1.11s	remaining: 109ms
911:	learn: 0.0392886	total: 1.11s	remaining: 107ms
912:	learn: 0.0391969	total: 1.11s	remaining: 106ms
913:	learn: 0.0390828	total: 1.11s	remaining: 105ms
914:	learn: 0.0389599	total: 1.12s	remaining: 104ms
915:	learn: 0.0388627	total: 1.12s	remaining: 102ms
916:	learn: 0.0387924	total: 1.12s	remaining: 101ms
917:	learn: 0.0387108	total: 1.12s	remaining: 100ms
918:	learn: 0.0386522	total: 1.12s	remaining: 98.7ms
919:	learn: 0.0385917	total: 1.12s	remaining: 97.5ms
920:	learn: 0.0385351	total: 1.12s	remaining: 96.3ms
921:	learn: 0.0384498	total: 1.12s	remaining: 95ms
922:	learn: 0.0384147	total: 1.12s	remaining: 93.8ms
923:	learn: 0.0382691	total: 1.13s	remaining: 92.6ms
924:	learn: 0.0381459	total: 1.13s	remaining: 91.4ms
925:	learn: 0.0380619	total: 1.13s	remaining: 90.3ms
926:	learn: 0.0379583	total: 1.13s	remaining: 89.1ms
927:	learn: 0.0378873	total: 1.13s	remaining: 87.9ms
928:	learn: 0.0377724	total: 1.13s	remaining: 86.6ms
929:	learn: 0.0376295	total: 1.13s	remaining: 85.4ms
930:	learn: 0.0374760	total: 1.14s	remaining: 84.2ms
931:	learn: 0.0373700	total: 1.14s	remaining: 82.9ms
932:	learn: 0.0373078	total: 1.14s	remaining: 81.7ms
933:	learn: 0.0371340	total: 1.14s	remaining: 80.5ms
934:	learn: 0.0370108	total: 1.14s	remaining: 79.5ms
935:	learn: 0.0369159	total: 1.14s	remaining: 78.2ms
936:	learn: 0.0368061	total: 1.15s	remaining: 77.1ms
937:	learn: 0.0366969	total: 1.15s	remaining: 75.9ms
938:	learn: 0.0365986	total: 1.15s	remaining: 74.6ms
939:	learn: 0.0365630	total: 1.15s	remaining: 73.4ms
940:	learn: 0.0365205	total: 1.15s	remaining: 72.2ms
941:	learn: 0.0364070	total: 1.15s	remaining: 70.9ms
942:	learn: 0.0362958	total: 1.16s	remaining: 69.9ms
943:	learn: 0.0361812	total: 1.16s	remaining: 68.9ms
944:	learn: 0.0361197	total: 1.16s	remaining: 67.7ms
945:	learn: 0.0360311	total: 1.17s	remaining: 66.7ms
946:	learn: 0.0359853	total: 1.17s	remaining: 65.7ms
947:	learn: 0.0359500	total: 1.18s	remaining: 64.6ms
948:	learn: 0.0358384	total: 1.18s	remaining: 63.4ms
949:	learn: 0.0357561	total: 1.18s	remaining: 62.3ms
950:	learn: 0.0357029	total: 1.2s	remaining: 61.6ms
951:	learn: 0.0355934	total: 1.2s	remaining: 60.4ms
952:	learn: 0.0355459	total: 1.2s	remaining: 59.2ms
953:	learn: 0.0354833	total: 1.2s	remaining: 58.1ms
954:	learn: 0.0353971	total: 1.21s	remaining: 56.9ms
955:	learn: 0.0352820	total: 1.21s	remaining: 55.6ms
956:	learn: 0.0351778	total: 1.21s	remaining: 54.4ms
957:	learn: 0.0350583	total: 1.21s	remaining: 53.2ms
958:	learn: 0.0349918	total: 1.22s	remaining: 52.1ms
959:	learn: 0.0349594	total: 1.22s	remaining: 50.9ms
960:	learn: 0.0349165	total: 1.22s	remaining: 49.6ms
961:	learn: 0.0348382	total: 1.23s	remaining: 48.5ms
962:	learn: 0.0348022	total: 1.23s	remaining: 47.3ms
963:	learn: 0.0347113	total: 1.23s	remaining: 46ms
964:	learn: 0.0346329	total: 1.23s	remaining: 44.8ms
965:	learn: 0.0345775	total: 1.24s	remaining: 43.5ms
966:	learn: 0.0345100	total: 1.24s	remaining: 42.2ms
967:	learn: 0.0344291	total: 1.24s	remaining: 40.9ms
968:	learn: 0.0343554	total: 1.24s	remaining: 39.7ms
969:	learn: 0.0343054	total: 1.24s	remaining: 38.4ms
970:	learn: 0.0342483	total: 1.24s	remaining: 37.1ms
971:	learn: 0.0341594	total: 1.24s	remaining: 35.9ms
972:	learn: 0.0341117	total: 1.25s	remaining: 34.6ms
973:	learn: 0.0340284	total: 1.25s	remaining: 33.3ms
974:	learn: 0.0339216	total: 1.25s	remaining: 32ms
975:	learn: 0.0338327	total: 1.25s	remaining: 30.7ms
976:	learn: 0.0337310	total: 1.25s	remaining: 29.4ms
977:	learn: 0.0336792	total: 1.25s	remaining: 28.1ms
978:	learn: 0.0335780	total: 1.25s	remaining: 26.9ms
979:	learn: 0.0334709	total: 1.25s	remaining: 25.6ms
980:	learn: 0.0334264	total: 1.25s	remaining: 24.3ms
981:	learn: 0.0333984	total: 1.26s	remaining: 23ms
982:	learn: 0.0333253	total: 1.26s	remaining: 21.8ms
983:	learn: 0.0332801	total: 1.26s	remaining: 20.5ms
984:	learn: 0.0331730	total: 1.26s	remaining: 19.2ms
985:	learn: 0.0330513	total: 1.26s	remaining: 17.9ms
986:	learn: 0.0329599	total: 1.26s	remaining: 16.6ms
987:	learn: 0.0328897	total: 1.26s	remaining: 15.4ms
988:	learn: 0.0327820	total: 1.27s	remaining: 14.1ms
989:	learn: 0.0326643	total: 1.27s	remaining: 12.8ms
990:	learn: 0.0325952	total: 1.27s	remaining: 11.5ms
991:	learn: 0.0325524	total: 1.27s	remaining: 10.3ms
992:	learn: 0.0324647	total: 1.27s	remaining: 8.97ms
993:	learn: 0.0324196	total: 1.27s	remaining: 7.69ms
994:	learn: 0.0323475	total: 1.28s	remaining: 6.41ms
995:	learn: 0.0322595	total: 1.28s	remaining: 5.13ms
996:	learn: 0.0321832	total: 1.28s	remaining: 3.85ms
997:	learn: 0.0320724	total: 1.28s	remaining: 2.56ms
998:	learn: 0.0320227	total: 1.28s	remaining: 1.28ms
999:	learn: 0.0319832	total: 1.28s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=1, depth=4, total=   1.8s
[CV] learning_rate=0.03, l2_leaf_reg=1, depth=4 ......................
0:	learn: 0.8783709	total: 6.22ms	remaining: 6.21s
1:	learn: 0.8618070	total: 8.85ms	remaining: 4.42s
2:	learn: 0.8449089	total: 11.1ms	remaining: 3.69s
3:	learn: 0.8308620	total: 13.7ms	remaining: 3.42s
4:	learn: 0.8157291	total: 17.1ms	remaining: 3.41s
5:	learn: 0.8028926	total: 19.5ms	remaining: 3.23s
6:	learn: 0.7900007	total: 21.2ms	remaining: 3s
7:	learn: 0.7777091	total: 22.9ms	remaining: 2.85s
8:	learn: 0.7638842	total: 24.5ms	remaining: 2.7s
9:	learn: 0.7500593	total: 25.8ms	remaining: 2.55s
10:	learn: 0.7371538	total: 27.2ms	remaining: 2.44s
11:	learn: 0.7257022	total: 28.3ms	remaining: 2.33s
12:	learn: 0.7151741	total: 30.6ms	remaining: 2.32s
13:	learn: 0.7044354	total: 31.7ms	remaining: 2.23s
14:	learn: 0.6930696	total: 32.7ms	remaining: 2.15s
15:	learn: 0.6838110	total: 34ms	remaining: 2.09s
16:	learn: 0.6728452	total: 35.2ms	remaining: 2.03s
17:	learn: 0.6631402	total: 36.3ms	remaining: 1.98s
18:	learn: 0.6545949	total: 37.5ms	remaining: 1.93s
19:	learn: 0.6454630	total: 38.6ms	remaining: 1.89s
20:	learn: 0.6364242	total: 39.8ms	remaining: 1.86s
21:	learn: 0.6264284	total: 41ms	remaining: 1.82s
22:	learn: 0.6171329	total: 42.1ms	remaining: 1.79s
23:	learn: 0.6086989	total: 44.2ms	remaining: 1.8s
24:	learn: 0.6024854	total: 45.5ms	remaining: 1.77s
25:	learn: 0.5945308	total: 46.7ms	remaining: 1.75s
26:	learn: 0.5869167	total: 47.8ms	remaining: 1.72s
27:	learn: 0.5791499	total: 48.9ms	remaining: 1.7s
28:	learn: 0.5716288	total: 49.9ms	remaining: 1.67s
29:	learn: 0.5648599	total: 50.9ms	remaining: 1.65s
30:	learn: 0.5584200	total: 52.1ms	remaining: 1.63s
31:	learn: 0.5516645	total: 53.1ms	remaining: 1.61s
32:	learn: 0.5460451	total: 54.2ms	remaining: 1.59s
33:	learn: 0.5397539	total: 55.2ms	remaining: 1.57s
34:	learn: 0.5341058	total: 57.1ms	remaining: 1.57s
35:	learn: 0.5291389	total: 58.2ms	remaining: 1.56s
36:	learn: 0.5231246	total: 59.3ms	remaining: 1.54s
37:	learn: 0.5184083	total: 60.5ms	remaining: 1.53s
38:	learn: 0.5127477	total: 61.8ms	remaining: 1.52s
39:	learn: 0.5073884	total: 63.1ms	remaining: 1.51s
40:	learn: 0.5030577	total: 64.3ms	remaining: 1.5s
41:	learn: 0.4977114	total: 65.3ms	remaining: 1.49s
42:	learn: 0.4942069	total: 66.4ms	remaining: 1.48s
43:	learn: 0.4894123	total: 67.5ms	remaining: 1.47s
44:	learn: 0.4859214	total: 68.4ms	remaining: 1.45s
45:	learn: 0.4820319	total: 71.2ms	remaining: 1.48s
46:	learn: 0.4774316	total: 72.6ms	remaining: 1.47s
47:	learn: 0.4726119	total: 73.6ms	remaining: 1.46s
48:	learn: 0.4691397	total: 74.7ms	remaining: 1.45s
49:	learn: 0.4660137	total: 75.7ms	remaining: 1.44s
50:	learn: 0.4628315	total: 76.7ms	remaining: 1.43s
51:	learn: 0.4598529	total: 77.7ms	remaining: 1.42s
52:	learn: 0.4558735	total: 78.8ms	remaining: 1.41s
53:	learn: 0.4527206	total: 79.7ms	remaining: 1.4s
54:	learn: 0.4496661	total: 80.6ms	remaining: 1.38s
55:	learn: 0.4463723	total: 81.5ms	remaining: 1.37s
56:	learn: 0.4431479	total: 83.9ms	remaining: 1.39s
57:	learn: 0.4407046	total: 85.3ms	remaining: 1.38s
58:	learn: 0.4371246	total: 86.4ms	remaining: 1.38s
59:	learn: 0.4341919	total: 87.5ms	remaining: 1.37s
60:	learn: 0.4312985	total: 88.6ms	remaining: 1.36s
61:	learn: 0.4292404	total: 89.5ms	remaining: 1.35s
62:	learn: 0.4272558	total: 90.7ms	remaining: 1.35s
63:	learn: 0.4240980	total: 91.6ms	remaining: 1.34s
64:	learn: 0.4216965	total: 92.5ms	remaining: 1.33s
65:	learn: 0.4185842	total: 93.5ms	remaining: 1.32s
66:	learn: 0.4155014	total: 94.6ms	remaining: 1.32s
67:	learn: 0.4127679	total: 95.6ms	remaining: 1.31s
68:	learn: 0.4107655	total: 97ms	remaining: 1.31s
69:	learn: 0.4074263	total: 97.9ms	remaining: 1.3s
70:	learn: 0.4052359	total: 99ms	remaining: 1.29s
71:	learn: 0.4031529	total: 99.9ms	remaining: 1.29s
72:	learn: 0.4008986	total: 101ms	remaining: 1.28s
73:	learn: 0.3991834	total: 102ms	remaining: 1.28s
74:	learn: 0.3974205	total: 103ms	remaining: 1.27s
75:	learn: 0.3953770	total: 105ms	remaining: 1.27s
76:	learn: 0.3931033	total: 106ms	remaining: 1.27s
77:	learn: 0.3912877	total: 107ms	remaining: 1.26s
78:	learn: 0.3893809	total: 108ms	remaining: 1.26s
79:	learn: 0.3873520	total: 110ms	remaining: 1.26s
80:	learn: 0.3854533	total: 111ms	remaining: 1.25s
81:	learn: 0.3834689	total: 112ms	remaining: 1.25s
82:	learn: 0.3816700	total: 113ms	remaining: 1.25s
83:	learn: 0.3802571	total: 114ms	remaining: 1.24s
84:	learn: 0.3783771	total: 115ms	remaining: 1.24s
85:	learn: 0.3767323	total: 116ms	remaining: 1.23s
86:	learn: 0.3752890	total: 117ms	remaining: 1.23s
87:	learn: 0.3730996	total: 118ms	remaining: 1.22s
88:	learn: 0.3711298	total: 119ms	remaining: 1.22s
89:	learn: 0.3696993	total: 120ms	remaining: 1.21s
90:	learn: 0.3681464	total: 121ms	remaining: 1.21s
91:	learn: 0.3660902	total: 122ms	remaining: 1.2s
92:	learn: 0.3641955	total: 124ms	remaining: 1.21s
93:	learn: 0.3626990	total: 125ms	remaining: 1.2s
94:	learn: 0.3608105	total: 126ms	remaining: 1.2s
95:	learn: 0.3597222	total: 127ms	remaining: 1.2s
96:	learn: 0.3583420	total: 128ms	remaining: 1.19s
97:	learn: 0.3574348	total: 129ms	remaining: 1.19s
98:	learn: 0.3555767	total: 130ms	remaining: 1.18s
99:	learn: 0.3544935	total: 131ms	remaining: 1.18s
100:	learn: 0.3529210	total: 132ms	remaining: 1.18s
101:	learn: 0.3520892	total: 133ms	remaining: 1.17s
102:	learn: 0.3508002	total: 134ms	remaining: 1.17s
103:	learn: 0.3495027	total: 135ms	remaining: 1.16s
104:	learn: 0.3477088	total: 136ms	remaining: 1.16s
105:	learn: 0.3466004	total: 137ms	remaining: 1.16s
106:	learn: 0.3455087	total: 138ms	remaining: 1.15s
107:	learn: 0.3441103	total: 139ms	remaining: 1.15s
108:	learn: 0.3434511	total: 140ms	remaining: 1.15s
109:	learn: 0.3414680	total: 141ms	remaining: 1.14s
110:	learn: 0.3401208	total: 142ms	remaining: 1.14s
111:	learn: 0.3388845	total: 143ms	remaining: 1.14s
112:	learn: 0.3377123	total: 144ms	remaining: 1.13s
113:	learn: 0.3369652	total: 145ms	remaining: 1.13s
114:	learn: 0.3360507	total: 146ms	remaining: 1.13s
115:	learn: 0.3342578	total: 147ms	remaining: 1.12s
116:	learn: 0.3327730	total: 148ms	remaining: 1.12s
117:	learn: 0.3314698	total: 149ms	remaining: 1.12s
118:	learn: 0.3298597	total: 150ms	remaining: 1.11s
119:	learn: 0.3291074	total: 152ms	remaining: 1.12s
120:	learn: 0.3283594	total: 153ms	remaining: 1.11s
121:	learn: 0.3271924	total: 154ms	remaining: 1.11s
122:	learn: 0.3262522	total: 155ms	remaining: 1.11s
123:	learn: 0.3255581	total: 156ms	remaining: 1.1s
124:	learn: 0.3245827	total: 158ms	remaining: 1.1s
125:	learn: 0.3240025	total: 159ms	remaining: 1.1s
126:	learn: 0.3235203	total: 159ms	remaining: 1.1s
127:	learn: 0.3225373	total: 160ms	remaining: 1.09s
128:	learn: 0.3218064	total: 162ms	remaining: 1.09s
129:	learn: 0.3209545	total: 163ms	remaining: 1.09s
130:	learn: 0.3200259	total: 164ms	remaining: 1.08s
131:	learn: 0.3190643	total: 166ms	remaining: 1.09s
132:	learn: 0.3184445	total: 168ms	remaining: 1.09s
133:	learn: 0.3170439	total: 169ms	remaining: 1.09s
134:	learn: 0.3159623	total: 170ms	remaining: 1.09s
135:	learn: 0.3148386	total: 171ms	remaining: 1.08s
136:	learn: 0.3138172	total: 172ms	remaining: 1.08s
137:	learn: 0.3127023	total: 173ms	remaining: 1.08s
138:	learn: 0.3112547	total: 174ms	remaining: 1.08s
139:	learn: 0.3102384	total: 175ms	remaining: 1.07s
140:	learn: 0.3091878	total: 176ms	remaining: 1.07s
141:	learn: 0.3085016	total: 177ms	remaining: 1.07s
142:	learn: 0.3080351	total: 180ms	remaining: 1.08s
143:	learn: 0.3074008	total: 181ms	remaining: 1.07s
144:	learn: 0.3068349	total: 182ms	remaining: 1.07s
145:	learn: 0.3062398	total: 183ms	remaining: 1.07s
146:	learn: 0.3050708	total: 184ms	remaining: 1.07s
147:	learn: 0.3036842	total: 185ms	remaining: 1.06s
148:	learn: 0.3029338	total: 186ms	remaining: 1.06s
149:	learn: 0.3016050	total: 187ms	remaining: 1.06s
150:	learn: 0.3007064	total: 189ms	remaining: 1.06s
151:	learn: 0.2999812	total: 190ms	remaining: 1.06s
152:	learn: 0.2995826	total: 191ms	remaining: 1.06s
153:	learn: 0.2992086	total: 193ms	remaining: 1.06s
154:	learn: 0.2981037	total: 194ms	remaining: 1.06s
155:	learn: 0.2973942	total: 195ms	remaining: 1.06s
156:	learn: 0.2966147	total: 196ms	remaining: 1.05s
157:	learn: 0.2957631	total: 197ms	remaining: 1.05s
158:	learn: 0.2947032	total: 198ms	remaining: 1.05s
159:	learn: 0.2939704	total: 200ms	remaining: 1.05s
160:	learn: 0.2933484	total: 201ms	remaining: 1.05s
161:	learn: 0.2927815	total: 203ms	remaining: 1.05s
162:	learn: 0.2920683	total: 204ms	remaining: 1.05s
163:	learn: 0.2912123	total: 206ms	remaining: 1.05s
164:	learn: 0.2906106	total: 208ms	remaining: 1.05s
165:	learn: 0.2897438	total: 209ms	remaining: 1.05s
166:	learn: 0.2886164	total: 210ms	remaining: 1.04s
167:	learn: 0.2877837	total: 211ms	remaining: 1.04s
168:	learn: 0.2864973	total: 212ms	remaining: 1.04s
169:	learn: 0.2856096	total: 213ms	remaining: 1.04s
170:	learn: 0.2850015	total: 214ms	remaining: 1.04s
171:	learn: 0.2845615	total: 215ms	remaining: 1.03s
172:	learn: 0.2839786	total: 216ms	remaining: 1.03s
173:	learn: 0.2835869	total: 218ms	remaining: 1.03s
174:	learn: 0.2826497	total: 220ms	remaining: 1.03s
175:	learn: 0.2821177	total: 221ms	remaining: 1.03s
176:	learn: 0.2813757	total: 222ms	remaining: 1.03s
177:	learn: 0.2801284	total: 223ms	remaining: 1.03s
178:	learn: 0.2793474	total: 224ms	remaining: 1.03s
179:	learn: 0.2781642	total: 225ms	remaining: 1.02s
180:	learn: 0.2767046	total: 227ms	remaining: 1.02s
181:	learn: 0.2757275	total: 227ms	remaining: 1.02s
182:	learn: 0.2752606	total: 229ms	remaining: 1.02s
183:	learn: 0.2743919	total: 230ms	remaining: 1.02s
184:	learn: 0.2738907	total: 231ms	remaining: 1.01s
185:	learn: 0.2727414	total: 233ms	remaining: 1.02s
186:	learn: 0.2715370	total: 234ms	remaining: 1.02s
187:	learn: 0.2708225	total: 235ms	remaining: 1.01s
188:	learn: 0.2701474	total: 236ms	remaining: 1.01s
189:	learn: 0.2694366	total: 237ms	remaining: 1.01s
190:	learn: 0.2688164	total: 238ms	remaining: 1.01s
191:	learn: 0.2678274	total: 239ms	remaining: 1s
192:	learn: 0.2664705	total: 240ms	remaining: 1s
193:	learn: 0.2656407	total: 241ms	remaining: 1s
194:	learn: 0.2648948	total: 242ms	remaining: 998ms
195:	learn: 0.2641780	total: 243ms	remaining: 996ms
196:	learn: 0.2637065	total: 244ms	remaining: 994ms
197:	learn: 0.2629985	total: 245ms	remaining: 992ms
198:	learn: 0.2623782	total: 247ms	remaining: 994ms
199:	learn: 0.2615498	total: 248ms	remaining: 992ms
200:	learn: 0.2603222	total: 249ms	remaining: 990ms
201:	learn: 0.2592738	total: 250ms	remaining: 988ms
202:	learn: 0.2587229	total: 251ms	remaining: 985ms
203:	learn: 0.2582122	total: 252ms	remaining: 983ms
204:	learn: 0.2570359	total: 253ms	remaining: 981ms
205:	learn: 0.2560583	total: 254ms	remaining: 980ms
206:	learn: 0.2550686	total: 255ms	remaining: 978ms
207:	learn: 0.2542103	total: 256ms	remaining: 976ms
208:	learn: 0.2540193	total: 257ms	remaining: 974ms
209:	learn: 0.2534986	total: 258ms	remaining: 972ms
210:	learn: 0.2526600	total: 260ms	remaining: 973ms
211:	learn: 0.2521953	total: 261ms	remaining: 971ms
212:	learn: 0.2516530	total: 262ms	remaining: 969ms
213:	learn: 0.2506669	total: 263ms	remaining: 966ms
214:	learn: 0.2500738	total: 264ms	remaining: 964ms
215:	learn: 0.2488657	total: 265ms	remaining: 962ms
216:	learn: 0.2478154	total: 266ms	remaining: 961ms
217:	learn: 0.2464207	total: 267ms	remaining: 958ms
218:	learn: 0.2455581	total: 268ms	remaining: 957ms
219:	learn: 0.2450211	total: 269ms	remaining: 955ms
220:	learn: 0.2445438	total: 270ms	remaining: 953ms
221:	learn: 0.2437496	total: 272ms	remaining: 952ms
222:	learn: 0.2434750	total: 273ms	remaining: 950ms
223:	learn: 0.2425890	total: 274ms	remaining: 950ms
224:	learn: 0.2419127	total: 275ms	remaining: 947ms
225:	learn: 0.2406888	total: 276ms	remaining: 945ms
226:	learn: 0.2400600	total: 277ms	remaining: 944ms
227:	learn: 0.2396449	total: 278ms	remaining: 941ms
228:	learn: 0.2390197	total: 279ms	remaining: 940ms
229:	learn: 0.2380288	total: 280ms	remaining: 939ms
230:	learn: 0.2372850	total: 282ms	remaining: 938ms
231:	learn: 0.2367095	total: 283ms	remaining: 937ms
232:	learn: 0.2360812	total: 284ms	remaining: 936ms
233:	learn: 0.2355017	total: 286ms	remaining: 935ms
234:	learn: 0.2350506	total: 287ms	remaining: 936ms
235:	learn: 0.2343125	total: 288ms	remaining: 934ms
236:	learn: 0.2340743	total: 289ms	remaining: 932ms
237:	learn: 0.2332613	total: 290ms	remaining: 930ms
238:	learn: 0.2324546	total: 291ms	remaining: 928ms
239:	learn: 0.2315766	total: 293ms	remaining: 926ms
240:	learn: 0.2309671	total: 294ms	remaining: 925ms
241:	learn: 0.2300350	total: 295ms	remaining: 923ms
242:	learn: 0.2290789	total: 296ms	remaining: 921ms
243:	learn: 0.2287417	total: 297ms	remaining: 920ms
244:	learn: 0.2280644	total: 298ms	remaining: 918ms
245:	learn: 0.2276064	total: 299ms	remaining: 916ms
246:	learn: 0.2268648	total: 300ms	remaining: 914ms
247:	learn: 0.2258959	total: 302ms	remaining: 915ms
248:	learn: 0.2247772	total: 303ms	remaining: 914ms
249:	learn: 0.2241084	total: 304ms	remaining: 912ms
250:	learn: 0.2232258	total: 305ms	remaining: 911ms
251:	learn: 0.2222529	total: 306ms	remaining: 909ms
252:	learn: 0.2214826	total: 307ms	remaining: 907ms
253:	learn: 0.2207958	total: 308ms	remaining: 905ms
254:	learn: 0.2203715	total: 309ms	remaining: 903ms
255:	learn: 0.2198553	total: 310ms	remaining: 902ms
256:	learn: 0.2191207	total: 311ms	remaining: 900ms
257:	learn: 0.2181696	total: 312ms	remaining: 898ms
258:	learn: 0.2171335	total: 314ms	remaining: 897ms
259:	learn: 0.2163149	total: 315ms	remaining: 895ms
260:	learn: 0.2157749	total: 316ms	remaining: 896ms
261:	learn: 0.2151576	total: 317ms	remaining: 894ms
262:	learn: 0.2141338	total: 319ms	remaining: 893ms
263:	learn: 0.2136896	total: 320ms	remaining: 892ms
264:	learn: 0.2131796	total: 321ms	remaining: 890ms
265:	learn: 0.2123643	total: 322ms	remaining: 889ms
266:	learn: 0.2115213	total: 323ms	remaining: 888ms
267:	learn: 0.2106158	total: 325ms	remaining: 887ms
268:	learn: 0.2102922	total: 326ms	remaining: 885ms
269:	learn: 0.2095753	total: 327ms	remaining: 884ms
270:	learn: 0.2088194	total: 329ms	remaining: 884ms
271:	learn: 0.2080534	total: 330ms	remaining: 884ms
272:	learn: 0.2075770	total: 331ms	remaining: 882ms
273:	learn: 0.2071006	total: 332ms	remaining: 880ms
274:	learn: 0.2065321	total: 333ms	remaining: 879ms
275:	learn: 0.2057274	total: 334ms	remaining: 877ms
276:	learn: 0.2050942	total: 335ms	remaining: 876ms
277:	learn: 0.2041321	total: 337ms	remaining: 874ms
278:	learn: 0.2036622	total: 338ms	remaining: 873ms
279:	learn: 0.2029161	total: 339ms	remaining: 872ms
280:	learn: 0.2026600	total: 340ms	remaining: 870ms
281:	learn: 0.2020864	total: 342ms	remaining: 871ms
282:	learn: 0.2014743	total: 343ms	remaining: 870ms
283:	learn: 0.2006997	total: 344ms	remaining: 868ms
284:	learn: 0.1999500	total: 346ms	remaining: 867ms
285:	learn: 0.1990694	total: 347ms	remaining: 866ms
286:	learn: 0.1986026	total: 348ms	remaining: 864ms
287:	learn: 0.1980155	total: 349ms	remaining: 862ms
288:	learn: 0.1974024	total: 350ms	remaining: 861ms
289:	learn: 0.1967901	total: 351ms	remaining: 859ms
290:	learn: 0.1962785	total: 352ms	remaining: 858ms
291:	learn: 0.1954106	total: 353ms	remaining: 857ms
292:	learn: 0.1948322	total: 355ms	remaining: 857ms
293:	learn: 0.1942284	total: 356ms	remaining: 856ms
294:	learn: 0.1938163	total: 357ms	remaining: 854ms
295:	learn: 0.1934913	total: 358ms	remaining: 852ms
296:	learn: 0.1928349	total: 359ms	remaining: 851ms
297:	learn: 0.1921488	total: 360ms	remaining: 849ms
298:	learn: 0.1916846	total: 362ms	remaining: 848ms
299:	learn: 0.1913821	total: 363ms	remaining: 846ms
300:	learn: 0.1904767	total: 364ms	remaining: 845ms
301:	learn: 0.1900472	total: 365ms	remaining: 843ms
302:	learn: 0.1897443	total: 366ms	remaining: 842ms
303:	learn: 0.1893976	total: 369ms	remaining: 844ms
304:	learn: 0.1886130	total: 370ms	remaining: 843ms
305:	learn: 0.1880591	total: 371ms	remaining: 842ms
306:	learn: 0.1872988	total: 372ms	remaining: 840ms
307:	learn: 0.1865492	total: 373ms	remaining: 839ms
308:	learn: 0.1859542	total: 374ms	remaining: 837ms
309:	learn: 0.1853179	total: 375ms	remaining: 836ms
310:	learn: 0.1844725	total: 377ms	remaining: 834ms
311:	learn: 0.1838766	total: 378ms	remaining: 833ms
312:	learn: 0.1834035	total: 379ms	remaining: 832ms
313:	learn: 0.1829870	total: 381ms	remaining: 832ms
314:	learn: 0.1824936	total: 382ms	remaining: 831ms
315:	learn: 0.1815663	total: 383ms	remaining: 829ms
316:	learn: 0.1812281	total: 384ms	remaining: 828ms
317:	learn: 0.1805446	total: 385ms	remaining: 826ms
318:	learn: 0.1797159	total: 386ms	remaining: 825ms
319:	learn: 0.1790101	total: 387ms	remaining: 823ms
320:	learn: 0.1786589	total: 388ms	remaining: 822ms
321:	learn: 0.1781970	total: 389ms	remaining: 820ms
322:	learn: 0.1778637	total: 391ms	remaining: 818ms
323:	learn: 0.1772623	total: 392ms	remaining: 817ms
324:	learn: 0.1766070	total: 393ms	remaining: 815ms
325:	learn: 0.1757205	total: 394ms	remaining: 814ms
326:	learn: 0.1751695	total: 396ms	remaining: 816ms
327:	learn: 0.1747323	total: 397ms	remaining: 814ms
328:	learn: 0.1738604	total: 398ms	remaining: 812ms
329:	learn: 0.1734830	total: 399ms	remaining: 811ms
330:	learn: 0.1729658	total: 400ms	remaining: 809ms
331:	learn: 0.1727726	total: 401ms	remaining: 808ms
332:	learn: 0.1721555	total: 402ms	remaining: 806ms
333:	learn: 0.1714495	total: 404ms	remaining: 805ms
334:	learn: 0.1712592	total: 405ms	remaining: 803ms
335:	learn: 0.1706668	total: 406ms	remaining: 802ms
336:	learn: 0.1700066	total: 407ms	remaining: 800ms
337:	learn: 0.1697457	total: 408ms	remaining: 799ms
338:	learn: 0.1692083	total: 410ms	remaining: 799ms
339:	learn: 0.1686984	total: 411ms	remaining: 797ms
340:	learn: 0.1682178	total: 412ms	remaining: 795ms
341:	learn: 0.1675328	total: 413ms	remaining: 794ms
342:	learn: 0.1669932	total: 414ms	remaining: 792ms
343:	learn: 0.1664352	total: 415ms	remaining: 791ms
344:	learn: 0.1658646	total: 416ms	remaining: 789ms
345:	learn: 0.1653549	total: 417ms	remaining: 788ms
346:	learn: 0.1650122	total: 418ms	remaining: 786ms
347:	learn: 0.1648147	total: 419ms	remaining: 785ms
348:	learn: 0.1643052	total: 420ms	remaining: 783ms
349:	learn: 0.1636339	total: 421ms	remaining: 782ms
350:	learn: 0.1633782	total: 423ms	remaining: 782ms
351:	learn: 0.1626887	total: 424ms	remaining: 780ms
352:	learn: 0.1620969	total: 425ms	remaining: 779ms
353:	learn: 0.1615279	total: 426ms	remaining: 777ms
354:	learn: 0.1610904	total: 427ms	remaining: 776ms
355:	learn: 0.1607570	total: 428ms	remaining: 774ms
356:	learn: 0.1605253	total: 429ms	remaining: 772ms
357:	learn: 0.1598680	total: 430ms	remaining: 771ms
358:	learn: 0.1594961	total: 431ms	remaining: 769ms
359:	learn: 0.1593373	total: 432ms	remaining: 767ms
360:	learn: 0.1588957	total: 433ms	remaining: 766ms
361:	learn: 0.1584818	total: 434ms	remaining: 764ms
362:	learn: 0.1579441	total: 435ms	remaining: 763ms
363:	learn: 0.1576350	total: 436ms	remaining: 762ms
364:	learn: 0.1571060	total: 437ms	remaining: 761ms
365:	learn: 0.1562433	total: 438ms	remaining: 759ms
366:	learn: 0.1558340	total: 439ms	remaining: 757ms
367:	learn: 0.1554349	total: 440ms	remaining: 756ms
368:	learn: 0.1549191	total: 441ms	remaining: 754ms
369:	learn: 0.1544088	total: 442ms	remaining: 753ms
370:	learn: 0.1539950	total: 443ms	remaining: 752ms
371:	learn: 0.1534469	total: 444ms	remaining: 750ms
372:	learn: 0.1532251	total: 446ms	remaining: 749ms
373:	learn: 0.1528180	total: 447ms	remaining: 747ms
374:	learn: 0.1525067	total: 448ms	remaining: 746ms
375:	learn: 0.1523635	total: 449ms	remaining: 745ms
376:	learn: 0.1521653	total: 451ms	remaining: 745ms
377:	learn: 0.1514438	total: 452ms	remaining: 743ms
378:	learn: 0.1509892	total: 453ms	remaining: 742ms
379:	learn: 0.1506294	total: 454ms	remaining: 740ms
380:	learn: 0.1501731	total: 455ms	remaining: 739ms
381:	learn: 0.1499669	total: 456ms	remaining: 737ms
382:	learn: 0.1495216	total: 457ms	remaining: 736ms
383:	learn: 0.1493179	total: 458ms	remaining: 734ms
384:	learn: 0.1487219	total: 459ms	remaining: 733ms
385:	learn: 0.1483522	total: 460ms	remaining: 731ms
386:	learn: 0.1482147	total: 461ms	remaining: 730ms
387:	learn: 0.1478623	total: 462ms	remaining: 728ms
388:	learn: 0.1475648	total: 463ms	remaining: 727ms
389:	learn: 0.1472298	total: 464ms	remaining: 725ms
390:	learn: 0.1467495	total: 465ms	remaining: 725ms
391:	learn: 0.1461426	total: 466ms	remaining: 723ms
392:	learn: 0.1456092	total: 467ms	remaining: 722ms
393:	learn: 0.1454617	total: 468ms	remaining: 720ms
394:	learn: 0.1453062	total: 469ms	remaining: 719ms
395:	learn: 0.1449615	total: 470ms	remaining: 717ms
396:	learn: 0.1446492	total: 472ms	remaining: 717ms
397:	learn: 0.1442090	total: 473ms	remaining: 715ms
398:	learn: 0.1435536	total: 474ms	remaining: 714ms
399:	learn: 0.1431622	total: 475ms	remaining: 713ms
400:	learn: 0.1427528	total: 476ms	remaining: 711ms
401:	learn: 0.1421861	total: 478ms	remaining: 711ms
402:	learn: 0.1416012	total: 479ms	remaining: 710ms
403:	learn: 0.1413198	total: 480ms	remaining: 709ms
404:	learn: 0.1409331	total: 482ms	remaining: 707ms
405:	learn: 0.1406895	total: 483ms	remaining: 706ms
406:	learn: 0.1405598	total: 484ms	remaining: 705ms
407:	learn: 0.1401220	total: 485ms	remaining: 703ms
408:	learn: 0.1398198	total: 486ms	remaining: 702ms
409:	learn: 0.1395646	total: 487ms	remaining: 701ms
410:	learn: 0.1393225	total: 488ms	remaining: 699ms
411:	learn: 0.1386643	total: 489ms	remaining: 698ms
412:	learn: 0.1382890	total: 491ms	remaining: 697ms
413:	learn: 0.1376855	total: 492ms	remaining: 696ms
414:	learn: 0.1371666	total: 493ms	remaining: 695ms
415:	learn: 0.1369171	total: 494ms	remaining: 693ms
416:	learn: 0.1366954	total: 495ms	remaining: 692ms
417:	learn: 0.1363749	total: 496ms	remaining: 691ms
418:	learn: 0.1362553	total: 497ms	remaining: 689ms
419:	learn: 0.1358094	total: 498ms	remaining: 688ms
420:	learn: 0.1354827	total: 499ms	remaining: 687ms
421:	learn: 0.1349981	total: 500ms	remaining: 685ms
422:	learn: 0.1346148	total: 501ms	remaining: 684ms
423:	learn: 0.1342910	total: 502ms	remaining: 683ms
424:	learn: 0.1337495	total: 504ms	remaining: 682ms
425:	learn: 0.1332338	total: 505ms	remaining: 681ms
426:	learn: 0.1328233	total: 507ms	remaining: 680ms
427:	learn: 0.1322254	total: 508ms	remaining: 678ms
428:	learn: 0.1319312	total: 509ms	remaining: 677ms
429:	learn: 0.1314905	total: 510ms	remaining: 676ms
430:	learn: 0.1311816	total: 511ms	remaining: 674ms
431:	learn: 0.1310090	total: 512ms	remaining: 673ms
432:	learn: 0.1308861	total: 513ms	remaining: 672ms
433:	learn: 0.1303271	total: 514ms	remaining: 670ms
434:	learn: 0.1299041	total: 515ms	remaining: 669ms
435:	learn: 0.1295960	total: 517ms	remaining: 668ms
436:	learn: 0.1292929	total: 518ms	remaining: 667ms
437:	learn: 0.1288842	total: 519ms	remaining: 666ms
438:	learn: 0.1282741	total: 520ms	remaining: 665ms
439:	learn: 0.1278126	total: 521ms	remaining: 664ms
440:	learn: 0.1272453	total: 522ms	remaining: 662ms
441:	learn: 0.1270281	total: 523ms	remaining: 661ms
442:	learn: 0.1267491	total: 525ms	remaining: 660ms
443:	learn: 0.1264679	total: 526ms	remaining: 658ms
444:	learn: 0.1263274	total: 527ms	remaining: 657ms
445:	learn: 0.1258616	total: 528ms	remaining: 655ms
446:	learn: 0.1256216	total: 529ms	remaining: 654ms
447:	learn: 0.1251973	total: 530ms	remaining: 653ms
448:	learn: 0.1247700	total: 532ms	remaining: 653ms
449:	learn: 0.1246098	total: 533ms	remaining: 651ms
450:	learn: 0.1243162	total: 534ms	remaining: 650ms
451:	learn: 0.1240488	total: 535ms	remaining: 649ms
452:	learn: 0.1236483	total: 536ms	remaining: 647ms
453:	learn: 0.1232144	total: 537ms	remaining: 646ms
454:	learn: 0.1231109	total: 538ms	remaining: 644ms
455:	learn: 0.1228499	total: 539ms	remaining: 643ms
456:	learn: 0.1223696	total: 540ms	remaining: 642ms
457:	learn: 0.1219855	total: 541ms	remaining: 640ms
458:	learn: 0.1215688	total: 542ms	remaining: 639ms
459:	learn: 0.1212276	total: 545ms	remaining: 640ms
460:	learn: 0.1207765	total: 546ms	remaining: 639ms
461:	learn: 0.1202928	total: 547ms	remaining: 637ms
462:	learn: 0.1198633	total: 548ms	remaining: 636ms
463:	learn: 0.1196743	total: 549ms	remaining: 635ms
464:	learn: 0.1194338	total: 550ms	remaining: 633ms
465:	learn: 0.1193412	total: 551ms	remaining: 632ms
466:	learn: 0.1190268	total: 553ms	remaining: 631ms
467:	learn: 0.1189419	total: 554ms	remaining: 629ms
468:	learn: 0.1185971	total: 555ms	remaining: 628ms
469:	learn: 0.1184448	total: 556ms	remaining: 627ms
470:	learn: 0.1181340	total: 558ms	remaining: 627ms
471:	learn: 0.1178836	total: 559ms	remaining: 625ms
472:	learn: 0.1175623	total: 560ms	remaining: 624ms
473:	learn: 0.1172051	total: 561ms	remaining: 623ms
474:	learn: 0.1168360	total: 562ms	remaining: 621ms
475:	learn: 0.1164368	total: 563ms	remaining: 620ms
476:	learn: 0.1160395	total: 564ms	remaining: 618ms
477:	learn: 0.1157958	total: 565ms	remaining: 617ms
478:	learn: 0.1155326	total: 566ms	remaining: 616ms
479:	learn: 0.1152025	total: 567ms	remaining: 614ms
480:	learn: 0.1150833	total: 568ms	remaining: 613ms
481:	learn: 0.1147736	total: 569ms	remaining: 612ms
482:	learn: 0.1144240	total: 570ms	remaining: 610ms
483:	learn: 0.1140448	total: 572ms	remaining: 610ms
484:	learn: 0.1139436	total: 573ms	remaining: 609ms
485:	learn: 0.1136426	total: 574ms	remaining: 607ms
486:	learn: 0.1134535	total: 575ms	remaining: 606ms
487:	learn: 0.1130267	total: 576ms	remaining: 604ms
488:	learn: 0.1128523	total: 577ms	remaining: 603ms
489:	learn: 0.1124520	total: 578ms	remaining: 602ms
490:	learn: 0.1120624	total: 579ms	remaining: 600ms
491:	learn: 0.1117712	total: 580ms	remaining: 599ms
492:	learn: 0.1112459	total: 581ms	remaining: 598ms
493:	learn: 0.1108136	total: 582ms	remaining: 596ms
494:	learn: 0.1104647	total: 583ms	remaining: 595ms
495:	learn: 0.1102786	total: 584ms	remaining: 593ms
496:	learn: 0.1099881	total: 585ms	remaining: 592ms
497:	learn: 0.1098086	total: 587ms	remaining: 592ms
498:	learn: 0.1097045	total: 588ms	remaining: 591ms
499:	learn: 0.1095300	total: 589ms	remaining: 589ms
500:	learn: 0.1091590	total: 590ms	remaining: 588ms
501:	learn: 0.1088432	total: 591ms	remaining: 587ms
502:	learn: 0.1083784	total: 592ms	remaining: 585ms
503:	learn: 0.1082049	total: 594ms	remaining: 584ms
504:	learn: 0.1078078	total: 595ms	remaining: 583ms
505:	learn: 0.1076979	total: 595ms	remaining: 581ms
506:	learn: 0.1073934	total: 597ms	remaining: 580ms
507:	learn: 0.1072393	total: 598ms	remaining: 579ms
508:	learn: 0.1068396	total: 599ms	remaining: 577ms
509:	learn: 0.1065147	total: 600ms	remaining: 576ms
510:	learn: 0.1063257	total: 601ms	remaining: 575ms
511:	learn: 0.1060354	total: 602ms	remaining: 574ms
512:	learn: 0.1056706	total: 603ms	remaining: 572ms
513:	learn: 0.1053367	total: 604ms	remaining: 571ms
514:	learn: 0.1051479	total: 605ms	remaining: 570ms
515:	learn: 0.1049717	total: 606ms	remaining: 568ms
516:	learn: 0.1047560	total: 607ms	remaining: 567ms
517:	learn: 0.1045882	total: 608ms	remaining: 565ms
518:	learn: 0.1044376	total: 609ms	remaining: 564ms
519:	learn: 0.1040616	total: 610ms	remaining: 563ms
520:	learn: 0.1037202	total: 611ms	remaining: 562ms
521:	learn: 0.1034261	total: 612ms	remaining: 560ms
522:	learn: 0.1031206	total: 613ms	remaining: 559ms
523:	learn: 0.1028680	total: 614ms	remaining: 558ms
524:	learn: 0.1027334	total: 615ms	remaining: 557ms
525:	learn: 0.1025011	total: 616ms	remaining: 556ms
526:	learn: 0.1023086	total: 617ms	remaining: 554ms
527:	learn: 0.1019632	total: 619ms	remaining: 553ms
528:	learn: 0.1016557	total: 620ms	remaining: 552ms
529:	learn: 0.1015254	total: 621ms	remaining: 550ms
530:	learn: 0.1011795	total: 622ms	remaining: 549ms
531:	learn: 0.1009226	total: 623ms	remaining: 548ms
532:	learn: 0.1007018	total: 624ms	remaining: 547ms
533:	learn: 0.1004322	total: 625ms	remaining: 546ms
534:	learn: 0.1000380	total: 626ms	remaining: 544ms
535:	learn: 0.0997240	total: 628ms	remaining: 544ms
536:	learn: 0.0993972	total: 629ms	remaining: 542ms
537:	learn: 0.0991356	total: 630ms	remaining: 541ms
538:	learn: 0.0988504	total: 631ms	remaining: 540ms
539:	learn: 0.0984954	total: 632ms	remaining: 539ms
540:	learn: 0.0983619	total: 634ms	remaining: 537ms
541:	learn: 0.0982900	total: 635ms	remaining: 536ms
542:	learn: 0.0981110	total: 636ms	remaining: 535ms
543:	learn: 0.0979830	total: 637ms	remaining: 534ms
544:	learn: 0.0977299	total: 638ms	remaining: 532ms
545:	learn: 0.0973689	total: 639ms	remaining: 531ms
546:	learn: 0.0969950	total: 640ms	remaining: 530ms
547:	learn: 0.0967357	total: 642ms	remaining: 529ms
548:	learn: 0.0964994	total: 643ms	remaining: 528ms
549:	learn: 0.0961975	total: 645ms	remaining: 527ms
550:	learn: 0.0958492	total: 646ms	remaining: 526ms
551:	learn: 0.0954868	total: 647ms	remaining: 525ms
552:	learn: 0.0952445	total: 648ms	remaining: 524ms
553:	learn: 0.0949565	total: 649ms	remaining: 522ms
554:	learn: 0.0945224	total: 650ms	remaining: 521ms
555:	learn: 0.0944156	total: 651ms	remaining: 520ms
556:	learn: 0.0940911	total: 652ms	remaining: 519ms
557:	learn: 0.0938329	total: 654ms	remaining: 518ms
558:	learn: 0.0935635	total: 655ms	remaining: 517ms
559:	learn: 0.0933402	total: 656ms	remaining: 516ms
560:	learn: 0.0932245	total: 658ms	remaining: 515ms
561:	learn: 0.0929348	total: 659ms	remaining: 513ms
562:	learn: 0.0927524	total: 660ms	remaining: 512ms
563:	learn: 0.0924856	total: 661ms	remaining: 511ms
564:	learn: 0.0922137	total: 662ms	remaining: 510ms
565:	learn: 0.0920312	total: 663ms	remaining: 508ms
566:	learn: 0.0917559	total: 664ms	remaining: 507ms
567:	learn: 0.0913965	total: 665ms	remaining: 506ms
568:	learn: 0.0911814	total: 666ms	remaining: 505ms
569:	learn: 0.0908732	total: 668ms	remaining: 504ms
570:	learn: 0.0905760	total: 669ms	remaining: 503ms
571:	learn: 0.0903629	total: 670ms	remaining: 501ms
572:	learn: 0.0901341	total: 671ms	remaining: 500ms
573:	learn: 0.0898404	total: 672ms	remaining: 499ms
574:	learn: 0.0896877	total: 673ms	remaining: 498ms
575:	learn: 0.0894530	total: 674ms	remaining: 496ms
576:	learn: 0.0891413	total: 675ms	remaining: 495ms
577:	learn: 0.0887940	total: 676ms	remaining: 494ms
578:	learn: 0.0886990	total: 677ms	remaining: 493ms
579:	learn: 0.0884844	total: 678ms	remaining: 491ms
580:	learn: 0.0883665	total: 680ms	remaining: 491ms
581:	learn: 0.0881145	total: 681ms	remaining: 489ms
582:	learn: 0.0880062	total: 682ms	remaining: 488ms
583:	learn: 0.0876551	total: 684ms	remaining: 487ms
584:	learn: 0.0873970	total: 685ms	remaining: 486ms
585:	learn: 0.0871324	total: 686ms	remaining: 484ms
586:	learn: 0.0870462	total: 687ms	remaining: 483ms
587:	learn: 0.0868675	total: 688ms	remaining: 482ms
588:	learn: 0.0867300	total: 689ms	remaining: 481ms
589:	learn: 0.0864364	total: 690ms	remaining: 480ms
590:	learn: 0.0860952	total: 691ms	remaining: 478ms
591:	learn: 0.0858946	total: 692ms	remaining: 477ms
592:	learn: 0.0857770	total: 694ms	remaining: 476ms
593:	learn: 0.0855406	total: 696ms	remaining: 475ms
594:	learn: 0.0853771	total: 697ms	remaining: 474ms
595:	learn: 0.0849685	total: 698ms	remaining: 473ms
596:	learn: 0.0846951	total: 699ms	remaining: 472ms
597:	learn: 0.0844671	total: 700ms	remaining: 470ms
598:	learn: 0.0841868	total: 701ms	remaining: 469ms
599:	learn: 0.0840874	total: 702ms	remaining: 468ms
600:	learn: 0.0837888	total: 703ms	remaining: 466ms
601:	learn: 0.0835484	total: 704ms	remaining: 465ms
602:	learn: 0.0831578	total: 705ms	remaining: 464ms
603:	learn: 0.0828872	total: 706ms	remaining: 463ms
604:	learn: 0.0826051	total: 707ms	remaining: 461ms
605:	learn: 0.0823481	total: 709ms	remaining: 461ms
606:	learn: 0.0821387	total: 710ms	remaining: 460ms
607:	learn: 0.0819609	total: 711ms	remaining: 458ms
608:	learn: 0.0817948	total: 712ms	remaining: 457ms
609:	learn: 0.0816523	total: 713ms	remaining: 456ms
610:	learn: 0.0815972	total: 714ms	remaining: 455ms
611:	learn: 0.0815080	total: 715ms	remaining: 453ms
612:	learn: 0.0813302	total: 716ms	remaining: 452ms
613:	learn: 0.0810838	total: 717ms	remaining: 451ms
614:	learn: 0.0808393	total: 719ms	remaining: 450ms
615:	learn: 0.0807457	total: 720ms	remaining: 449ms
616:	learn: 0.0804806	total: 721ms	remaining: 447ms
617:	learn: 0.0802231	total: 722ms	remaining: 447ms
618:	learn: 0.0801401	total: 723ms	remaining: 445ms
619:	learn: 0.0799080	total: 724ms	remaining: 444ms
620:	learn: 0.0796508	total: 726ms	remaining: 443ms
621:	learn: 0.0793634	total: 727ms	remaining: 442ms
622:	learn: 0.0790531	total: 728ms	remaining: 441ms
623:	learn: 0.0787742	total: 729ms	remaining: 439ms
624:	learn: 0.0784984	total: 730ms	remaining: 438ms
625:	learn: 0.0784191	total: 731ms	remaining: 437ms
626:	learn: 0.0783284	total: 732ms	remaining: 435ms
627:	learn: 0.0781339	total: 733ms	remaining: 434ms
628:	learn: 0.0777373	total: 734ms	remaining: 433ms
629:	learn: 0.0774395	total: 736ms	remaining: 432ms
630:	learn: 0.0772903	total: 737ms	remaining: 431ms
631:	learn: 0.0771286	total: 738ms	remaining: 430ms
632:	learn: 0.0768721	total: 739ms	remaining: 428ms
633:	learn: 0.0768025	total: 740ms	remaining: 427ms
634:	learn: 0.0765615	total: 741ms	remaining: 426ms
635:	learn: 0.0762608	total: 742ms	remaining: 425ms
636:	learn: 0.0760319	total: 743ms	remaining: 423ms
637:	learn: 0.0759057	total: 744ms	remaining: 422ms
638:	learn: 0.0758187	total: 745ms	remaining: 421ms
639:	learn: 0.0756206	total: 746ms	remaining: 420ms
640:	learn: 0.0755533	total: 747ms	remaining: 418ms
641:	learn: 0.0753017	total: 748ms	remaining: 417ms
642:	learn: 0.0751424	total: 749ms	remaining: 416ms
643:	learn: 0.0748946	total: 751ms	remaining: 415ms
644:	learn: 0.0747231	total: 752ms	remaining: 414ms
645:	learn: 0.0744519	total: 753ms	remaining: 413ms
646:	learn: 0.0742932	total: 754ms	remaining: 411ms
647:	learn: 0.0741182	total: 755ms	remaining: 410ms
648:	learn: 0.0738424	total: 756ms	remaining: 409ms
649:	learn: 0.0736730	total: 757ms	remaining: 408ms
650:	learn: 0.0735108	total: 758ms	remaining: 406ms
651:	learn: 0.0732725	total: 759ms	remaining: 405ms
652:	learn: 0.0729918	total: 762ms	remaining: 405ms
653:	learn: 0.0727680	total: 763ms	remaining: 404ms
654:	learn: 0.0725381	total: 764ms	remaining: 402ms
655:	learn: 0.0723224	total: 765ms	remaining: 401ms
656:	learn: 0.0721942	total: 766ms	remaining: 400ms
657:	learn: 0.0720954	total: 767ms	remaining: 399ms
658:	learn: 0.0718928	total: 768ms	remaining: 397ms
659:	learn: 0.0716569	total: 769ms	remaining: 396ms
660:	learn: 0.0715806	total: 770ms	remaining: 395ms
661:	learn: 0.0714893	total: 771ms	remaining: 394ms
662:	learn: 0.0712952	total: 772ms	remaining: 392ms
663:	learn: 0.0711111	total: 773ms	remaining: 391ms
664:	learn: 0.0709782	total: 774ms	remaining: 390ms
665:	learn: 0.0707710	total: 775ms	remaining: 389ms
666:	learn: 0.0706393	total: 776ms	remaining: 387ms
667:	learn: 0.0704272	total: 779ms	remaining: 387ms
668:	learn: 0.0702447	total: 780ms	remaining: 386ms
669:	learn: 0.0699499	total: 781ms	remaining: 385ms
670:	learn: 0.0697691	total: 783ms	remaining: 384ms
671:	learn: 0.0696448	total: 784ms	remaining: 383ms
672:	learn: 0.0695548	total: 785ms	remaining: 381ms
673:	learn: 0.0694313	total: 786ms	remaining: 380ms
674:	learn: 0.0693637	total: 787ms	remaining: 379ms
675:	learn: 0.0693141	total: 788ms	remaining: 378ms
676:	learn: 0.0692429	total: 789ms	remaining: 377ms
677:	learn: 0.0689621	total: 790ms	remaining: 375ms
678:	learn: 0.0687899	total: 792ms	remaining: 375ms
679:	learn: 0.0686965	total: 794ms	remaining: 374ms
680:	learn: 0.0685397	total: 795ms	remaining: 372ms
681:	learn: 0.0683584	total: 796ms	remaining: 371ms
682:	learn: 0.0681274	total: 797ms	remaining: 370ms
683:	learn: 0.0680392	total: 798ms	remaining: 369ms
684:	learn: 0.0678679	total: 799ms	remaining: 367ms
685:	learn: 0.0676978	total: 800ms	remaining: 366ms
686:	learn: 0.0674647	total: 801ms	remaining: 365ms
687:	learn: 0.0673434	total: 802ms	remaining: 364ms
688:	learn: 0.0671673	total: 803ms	remaining: 363ms
689:	learn: 0.0670171	total: 805ms	remaining: 362ms
690:	learn: 0.0667858	total: 806ms	remaining: 361ms
691:	learn: 0.0664952	total: 808ms	remaining: 360ms
692:	learn: 0.0663097	total: 809ms	remaining: 359ms
693:	learn: 0.0661883	total: 811ms	remaining: 357ms
694:	learn: 0.0659258	total: 812ms	remaining: 356ms
695:	learn: 0.0657391	total: 813ms	remaining: 355ms
696:	learn: 0.0656167	total: 815ms	remaining: 354ms
697:	learn: 0.0654743	total: 817ms	remaining: 353ms
698:	learn: 0.0652442	total: 819ms	remaining: 352ms
699:	learn: 0.0650535	total: 820ms	remaining: 351ms
700:	learn: 0.0649510	total: 821ms	remaining: 350ms
701:	learn: 0.0648916	total: 822ms	remaining: 349ms
702:	learn: 0.0648000	total: 823ms	remaining: 348ms
703:	learn: 0.0647280	total: 824ms	remaining: 346ms
704:	learn: 0.0645979	total: 825ms	remaining: 345ms
705:	learn: 0.0645249	total: 826ms	remaining: 344ms
706:	learn: 0.0642905	total: 827ms	remaining: 343ms
707:	learn: 0.0640664	total: 828ms	remaining: 342ms
708:	learn: 0.0640162	total: 829ms	remaining: 340ms
709:	learn: 0.0637736	total: 830ms	remaining: 339ms
710:	learn: 0.0636116	total: 832ms	remaining: 338ms
711:	learn: 0.0635516	total: 833ms	remaining: 337ms
712:	learn: 0.0633993	total: 834ms	remaining: 336ms
713:	learn: 0.0633168	total: 836ms	remaining: 335ms
714:	learn: 0.0630965	total: 837ms	remaining: 333ms
715:	learn: 0.0629571	total: 838ms	remaining: 332ms
716:	learn: 0.0627369	total: 839ms	remaining: 331ms
717:	learn: 0.0625570	total: 840ms	remaining: 330ms
718:	learn: 0.0624483	total: 842ms	remaining: 329ms
719:	learn: 0.0622293	total: 844ms	remaining: 328ms
720:	learn: 0.0620759	total: 846ms	remaining: 327ms
721:	learn: 0.0619455	total: 847ms	remaining: 326ms
722:	learn: 0.0617893	total: 848ms	remaining: 325ms
723:	learn: 0.0616525	total: 849ms	remaining: 324ms
724:	learn: 0.0614910	total: 850ms	remaining: 322ms
725:	learn: 0.0612860	total: 851ms	remaining: 321ms
726:	learn: 0.0611015	total: 852ms	remaining: 320ms
727:	learn: 0.0610508	total: 853ms	remaining: 319ms
728:	learn: 0.0607820	total: 854ms	remaining: 318ms
729:	learn: 0.0606464	total: 855ms	remaining: 316ms
730:	learn: 0.0603873	total: 856ms	remaining: 315ms
731:	learn: 0.0601107	total: 858ms	remaining: 314ms
732:	learn: 0.0597996	total: 860ms	remaining: 313ms
733:	learn: 0.0597553	total: 861ms	remaining: 312ms
734:	learn: 0.0596394	total: 862ms	remaining: 311ms
735:	learn: 0.0595970	total: 863ms	remaining: 310ms
736:	learn: 0.0594063	total: 864ms	remaining: 308ms
737:	learn: 0.0593258	total: 865ms	remaining: 307ms
738:	learn: 0.0591548	total: 866ms	remaining: 306ms
739:	learn: 0.0591175	total: 868ms	remaining: 305ms
740:	learn: 0.0589589	total: 869ms	remaining: 304ms
741:	learn: 0.0587980	total: 870ms	remaining: 303ms
742:	learn: 0.0586033	total: 871ms	remaining: 301ms
743:	learn: 0.0584099	total: 873ms	remaining: 300ms
744:	learn: 0.0581707	total: 874ms	remaining: 299ms
745:	learn: 0.0581198	total: 875ms	remaining: 298ms
746:	learn: 0.0579945	total: 876ms	remaining: 297ms
747:	learn: 0.0577412	total: 877ms	remaining: 295ms
748:	learn: 0.0575671	total: 878ms	remaining: 294ms
749:	learn: 0.0574705	total: 879ms	remaining: 293ms
750:	learn: 0.0573707	total: 880ms	remaining: 292ms
751:	learn: 0.0572607	total: 881ms	remaining: 291ms
752:	learn: 0.0571676	total: 883ms	remaining: 290ms
753:	learn: 0.0570617	total: 884ms	remaining: 288ms
754:	learn: 0.0568792	total: 885ms	remaining: 287ms
755:	learn: 0.0567250	total: 886ms	remaining: 286ms
756:	learn: 0.0566682	total: 887ms	remaining: 285ms
757:	learn: 0.0565003	total: 888ms	remaining: 284ms
758:	learn: 0.0564470	total: 889ms	remaining: 282ms
759:	learn: 0.0562384	total: 890ms	remaining: 281ms
760:	learn: 0.0560292	total: 891ms	remaining: 280ms
761:	learn: 0.0559452	total: 893ms	remaining: 279ms
762:	learn: 0.0557126	total: 894ms	remaining: 278ms
763:	learn: 0.0555979	total: 896ms	remaining: 277ms
764:	learn: 0.0554807	total: 898ms	remaining: 276ms
765:	learn: 0.0554180	total: 899ms	remaining: 275ms
766:	learn: 0.0551820	total: 900ms	remaining: 273ms
767:	learn: 0.0550727	total: 901ms	remaining: 272ms
768:	learn: 0.0549140	total: 902ms	remaining: 271ms
769:	learn: 0.0547586	total: 906ms	remaining: 270ms
770:	learn: 0.0546718	total: 907ms	remaining: 269ms
771:	learn: 0.0545012	total: 908ms	remaining: 268ms
772:	learn: 0.0543366	total: 910ms	remaining: 267ms
773:	learn: 0.0542338	total: 911ms	remaining: 266ms
774:	learn: 0.0540276	total: 913ms	remaining: 265ms
775:	learn: 0.0539212	total: 914ms	remaining: 264ms
776:	learn: 0.0537633	total: 915ms	remaining: 263ms
777:	learn: 0.0536674	total: 916ms	remaining: 261ms
778:	learn: 0.0535184	total: 917ms	remaining: 260ms
779:	learn: 0.0533256	total: 918ms	remaining: 259ms
780:	learn: 0.0532808	total: 919ms	remaining: 258ms
781:	learn: 0.0531829	total: 920ms	remaining: 257ms
782:	learn: 0.0531226	total: 922ms	remaining: 255ms
783:	learn: 0.0529885	total: 923ms	remaining: 254ms
784:	learn: 0.0528967	total: 924ms	remaining: 253ms
785:	learn: 0.0527578	total: 925ms	remaining: 252ms
786:	learn: 0.0526384	total: 927ms	remaining: 251ms
787:	learn: 0.0524623	total: 928ms	remaining: 250ms
788:	learn: 0.0524340	total: 929ms	remaining: 248ms
789:	learn: 0.0522421	total: 930ms	remaining: 247ms
790:	learn: 0.0520823	total: 931ms	remaining: 246ms
791:	learn: 0.0519059	total: 932ms	remaining: 245ms
792:	learn: 0.0518437	total: 934ms	remaining: 244ms
793:	learn: 0.0516469	total: 936ms	remaining: 243ms
794:	learn: 0.0515166	total: 937ms	remaining: 242ms
795:	learn: 0.0514796	total: 938ms	remaining: 240ms
796:	learn: 0.0513370	total: 939ms	remaining: 239ms
797:	learn: 0.0512428	total: 941ms	remaining: 238ms
798:	learn: 0.0511839	total: 942ms	remaining: 237ms
799:	learn: 0.0511233	total: 943ms	remaining: 236ms
800:	learn: 0.0509928	total: 944ms	remaining: 235ms
801:	learn: 0.0507958	total: 945ms	remaining: 233ms
802:	learn: 0.0506750	total: 946ms	remaining: 232ms
803:	learn: 0.0505587	total: 948ms	remaining: 231ms
804:	learn: 0.0503877	total: 949ms	remaining: 230ms
805:	learn: 0.0502141	total: 950ms	remaining: 229ms
806:	learn: 0.0500687	total: 951ms	remaining: 228ms
807:	learn: 0.0500266	total: 952ms	remaining: 226ms
808:	learn: 0.0498392	total: 954ms	remaining: 225ms
809:	learn: 0.0498022	total: 956ms	remaining: 224ms
810:	learn: 0.0497632	total: 957ms	remaining: 223ms
811:	learn: 0.0496426	total: 958ms	remaining: 222ms
812:	learn: 0.0495299	total: 959ms	remaining: 221ms
813:	learn: 0.0494367	total: 960ms	remaining: 219ms
814:	learn: 0.0492876	total: 961ms	remaining: 218ms
815:	learn: 0.0490999	total: 963ms	remaining: 217ms
816:	learn: 0.0488853	total: 964ms	remaining: 216ms
817:	learn: 0.0488087	total: 965ms	remaining: 215ms
818:	learn: 0.0486908	total: 966ms	remaining: 213ms
819:	learn: 0.0485590	total: 967ms	remaining: 212ms
820:	learn: 0.0483971	total: 968ms	remaining: 211ms
821:	learn: 0.0483463	total: 970ms	remaining: 210ms
822:	learn: 0.0481692	total: 971ms	remaining: 209ms
823:	learn: 0.0479738	total: 972ms	remaining: 208ms
824:	learn: 0.0479450	total: 975ms	remaining: 207ms
825:	learn: 0.0479199	total: 976ms	remaining: 206ms
826:	learn: 0.0478148	total: 977ms	remaining: 204ms
827:	learn: 0.0477085	total: 978ms	remaining: 203ms
828:	learn: 0.0475764	total: 980ms	remaining: 202ms
829:	learn: 0.0474720	total: 981ms	remaining: 201ms
830:	learn: 0.0473142	total: 983ms	remaining: 200ms
831:	learn: 0.0472465	total: 984ms	remaining: 199ms
832:	learn: 0.0470603	total: 986ms	remaining: 198ms
833:	learn: 0.0469367	total: 988ms	remaining: 197ms
834:	learn: 0.0468202	total: 989ms	remaining: 195ms
835:	learn: 0.0466640	total: 990ms	remaining: 194ms
836:	learn: 0.0466227	total: 991ms	remaining: 193ms
837:	learn: 0.0464962	total: 992ms	remaining: 192ms
838:	learn: 0.0463487	total: 993ms	remaining: 191ms
839:	learn: 0.0461614	total: 994ms	remaining: 189ms
840:	learn: 0.0460197	total: 996ms	remaining: 188ms
841:	learn: 0.0458565	total: 997ms	remaining: 187ms
842:	learn: 0.0456800	total: 998ms	remaining: 186ms
843:	learn: 0.0455465	total: 999ms	remaining: 185ms
844:	learn: 0.0454209	total: 1s	remaining: 184ms
845:	learn: 0.0452573	total: 1s	remaining: 182ms
846:	learn: 0.0452012	total: 1s	remaining: 181ms
847:	learn: 0.0451243	total: 1s	remaining: 180ms
848:	learn: 0.0450890	total: 1s	remaining: 179ms
849:	learn: 0.0450007	total: 1s	remaining: 177ms
850:	learn: 0.0448877	total: 1.01s	remaining: 176ms
851:	learn: 0.0447247	total: 1.01s	remaining: 175ms
852:	learn: 0.0446461	total: 1.01s	remaining: 174ms
853:	learn: 0.0445906	total: 1.01s	remaining: 173ms
854:	learn: 0.0445526	total: 1.01s	remaining: 171ms
855:	learn: 0.0444560	total: 1.01s	remaining: 170ms
856:	learn: 0.0443422	total: 1.01s	remaining: 169ms
857:	learn: 0.0442185	total: 1.01s	remaining: 168ms
858:	learn: 0.0440947	total: 1.01s	remaining: 167ms
859:	learn: 0.0439814	total: 1.01s	remaining: 165ms
860:	learn: 0.0438096	total: 1.02s	remaining: 164ms
861:	learn: 0.0436702	total: 1.02s	remaining: 163ms
862:	learn: 0.0436174	total: 1.02s	remaining: 162ms
863:	learn: 0.0435085	total: 1.02s	remaining: 161ms
864:	learn: 0.0433960	total: 1.02s	remaining: 159ms
865:	learn: 0.0432197	total: 1.02s	remaining: 158ms
866:	learn: 0.0430382	total: 1.02s	remaining: 157ms
867:	learn: 0.0428832	total: 1.02s	remaining: 156ms
868:	learn: 0.0428051	total: 1.02s	remaining: 155ms
869:	learn: 0.0426715	total: 1.03s	remaining: 153ms
870:	learn: 0.0426399	total: 1.03s	remaining: 152ms
871:	learn: 0.0425270	total: 1.03s	remaining: 151ms
872:	learn: 0.0424911	total: 1.03s	remaining: 150ms
873:	learn: 0.0424234	total: 1.03s	remaining: 149ms
874:	learn: 0.0423218	total: 1.03s	remaining: 148ms
875:	learn: 0.0422201	total: 1.03s	remaining: 146ms
876:	learn: 0.0421324	total: 1.03s	remaining: 145ms
877:	learn: 0.0420069	total: 1.03s	remaining: 144ms
878:	learn: 0.0419364	total: 1.04s	remaining: 143ms
879:	learn: 0.0418017	total: 1.04s	remaining: 142ms
880:	learn: 0.0417065	total: 1.04s	remaining: 140ms
881:	learn: 0.0416770	total: 1.04s	remaining: 139ms
882:	learn: 0.0415543	total: 1.04s	remaining: 138ms
883:	learn: 0.0415092	total: 1.04s	remaining: 137ms
884:	learn: 0.0414318	total: 1.04s	remaining: 136ms
885:	learn: 0.0413570	total: 1.04s	remaining: 134ms
886:	learn: 0.0413271	total: 1.05s	remaining: 133ms
887:	learn: 0.0412401	total: 1.05s	remaining: 132ms
888:	learn: 0.0411538	total: 1.05s	remaining: 131ms
889:	learn: 0.0410049	total: 1.05s	remaining: 130ms
890:	learn: 0.0409706	total: 1.05s	remaining: 128ms
891:	learn: 0.0408549	total: 1.05s	remaining: 127ms
892:	learn: 0.0407327	total: 1.05s	remaining: 126ms
893:	learn: 0.0406401	total: 1.05s	remaining: 125ms
894:	learn: 0.0405142	total: 1.05s	remaining: 124ms
895:	learn: 0.0403183	total: 1.06s	remaining: 123ms
896:	learn: 0.0402044	total: 1.06s	remaining: 121ms
897:	learn: 0.0400954	total: 1.06s	remaining: 120ms
898:	learn: 0.0400283	total: 1.06s	remaining: 119ms
899:	learn: 0.0399238	total: 1.06s	remaining: 118ms
900:	learn: 0.0398331	total: 1.06s	remaining: 117ms
901:	learn: 0.0397444	total: 1.06s	remaining: 115ms
902:	learn: 0.0395948	total: 1.06s	remaining: 114ms
903:	learn: 0.0395021	total: 1.06s	remaining: 113ms
904:	learn: 0.0394279	total: 1.06s	remaining: 112ms
905:	learn: 0.0393301	total: 1.07s	remaining: 111ms
906:	learn: 0.0391498	total: 1.07s	remaining: 109ms
907:	learn: 0.0390298	total: 1.07s	remaining: 108ms
908:	learn: 0.0389783	total: 1.07s	remaining: 107ms
909:	learn: 0.0388623	total: 1.07s	remaining: 106ms
910:	learn: 0.0387484	total: 1.07s	remaining: 105ms
911:	learn: 0.0386867	total: 1.07s	remaining: 104ms
912:	learn: 0.0385819	total: 1.07s	remaining: 102ms
913:	learn: 0.0384728	total: 1.08s	remaining: 101ms
914:	learn: 0.0384448	total: 1.08s	remaining: 100ms
915:	learn: 0.0383959	total: 1.08s	remaining: 98.9ms
916:	learn: 0.0383144	total: 1.08s	remaining: 97.8ms
917:	learn: 0.0382302	total: 1.08s	remaining: 96.6ms
918:	learn: 0.0381713	total: 1.08s	remaining: 95.5ms
919:	learn: 0.0381342	total: 1.08s	remaining: 94.3ms
920:	learn: 0.0380763	total: 1.08s	remaining: 93.1ms
921:	learn: 0.0380304	total: 1.09s	remaining: 91.9ms
922:	learn: 0.0378890	total: 1.09s	remaining: 90.8ms
923:	learn: 0.0378461	total: 1.09s	remaining: 89.6ms
924:	learn: 0.0377413	total: 1.09s	remaining: 88.4ms
925:	learn: 0.0376166	total: 1.09s	remaining: 87.2ms
926:	learn: 0.0375567	total: 1.09s	remaining: 86ms
927:	learn: 0.0374837	total: 1.09s	remaining: 84.8ms
928:	learn: 0.0373578	total: 1.09s	remaining: 83.7ms
929:	learn: 0.0372461	total: 1.1s	remaining: 82.5ms
930:	learn: 0.0371671	total: 1.1s	remaining: 81.3ms
931:	learn: 0.0370946	total: 1.1s	remaining: 80.1ms
932:	learn: 0.0369758	total: 1.1s	remaining: 79ms
933:	learn: 0.0369522	total: 1.1s	remaining: 77.8ms
934:	learn: 0.0368603	total: 1.1s	remaining: 76.6ms
935:	learn: 0.0368139	total: 1.1s	remaining: 75.4ms
936:	learn: 0.0367178	total: 1.1s	remaining: 74.2ms
937:	learn: 0.0365832	total: 1.1s	remaining: 73ms
938:	learn: 0.0365118	total: 1.11s	remaining: 71.9ms
939:	learn: 0.0363802	total: 1.11s	remaining: 70.7ms
940:	learn: 0.0362947	total: 1.11s	remaining: 69.5ms
941:	learn: 0.0362567	total: 1.11s	remaining: 68.3ms
942:	learn: 0.0361315	total: 1.11s	remaining: 67.2ms
943:	learn: 0.0360487	total: 1.11s	remaining: 66ms
944:	learn: 0.0360006	total: 1.11s	remaining: 64.8ms
945:	learn: 0.0358807	total: 1.11s	remaining: 63.6ms
946:	learn: 0.0358555	total: 1.11s	remaining: 62.4ms
947:	learn: 0.0357422	total: 1.12s	remaining: 61.3ms
948:	learn: 0.0356303	total: 1.12s	remaining: 60.1ms
949:	learn: 0.0355330	total: 1.12s	remaining: 58.9ms
950:	learn: 0.0354182	total: 1.12s	remaining: 57.8ms
951:	learn: 0.0353118	total: 1.12s	remaining: 56.6ms
952:	learn: 0.0352534	total: 1.12s	remaining: 55.4ms
953:	learn: 0.0352052	total: 1.12s	remaining: 54.2ms
954:	learn: 0.0351602	total: 1.13s	remaining: 53ms
955:	learn: 0.0351251	total: 1.13s	remaining: 51.9ms
956:	learn: 0.0350505	total: 1.13s	remaining: 50.7ms
957:	learn: 0.0349337	total: 1.13s	remaining: 49.5ms
958:	learn: 0.0348511	total: 1.13s	remaining: 48.3ms
959:	learn: 0.0347194	total: 1.13s	remaining: 47.1ms
960:	learn: 0.0346021	total: 1.13s	remaining: 45.9ms
961:	learn: 0.0344961	total: 1.13s	remaining: 44.8ms
962:	learn: 0.0344204	total: 1.14s	remaining: 43.6ms
963:	learn: 0.0342920	total: 1.14s	remaining: 42.4ms
964:	learn: 0.0341925	total: 1.14s	remaining: 41.3ms
965:	learn: 0.0340896	total: 1.14s	remaining: 40.1ms
966:	learn: 0.0339515	total: 1.14s	remaining: 38.9ms
967:	learn: 0.0338654	total: 1.14s	remaining: 37.7ms
968:	learn: 0.0337795	total: 1.14s	remaining: 36.5ms
969:	learn: 0.0336847	total: 1.14s	remaining: 35.3ms
970:	learn: 0.0335926	total: 1.14s	remaining: 34.2ms
971:	learn: 0.0335178	total: 1.14s	remaining: 33ms
972:	learn: 0.0334519	total: 1.15s	remaining: 31.8ms
973:	learn: 0.0333804	total: 1.15s	remaining: 30.6ms
974:	learn: 0.0332825	total: 1.15s	remaining: 29.4ms
975:	learn: 0.0331791	total: 1.15s	remaining: 28.3ms
976:	learn: 0.0331245	total: 1.15s	remaining: 27.1ms
977:	learn: 0.0330084	total: 1.15s	remaining: 25.9ms
978:	learn: 0.0329238	total: 1.15s	remaining: 24.7ms
979:	learn: 0.0328139	total: 1.15s	remaining: 23.5ms
980:	learn: 0.0327469	total: 1.15s	remaining: 22.4ms
981:	learn: 0.0326063	total: 1.16s	remaining: 21.2ms
982:	learn: 0.0325045	total: 1.16s	remaining: 20ms
983:	learn: 0.0323973	total: 1.16s	remaining: 18.8ms
984:	learn: 0.0322869	total: 1.16s	remaining: 17.6ms
985:	learn: 0.0321940	total: 1.16s	remaining: 16.5ms
986:	learn: 0.0321022	total: 1.16s	remaining: 15.3ms
987:	learn: 0.0320789	total: 1.16s	remaining: 14.1ms
988:	learn: 0.0320079	total: 1.16s	remaining: 12.9ms
989:	learn: 0.0318975	total: 1.17s	remaining: 11.8ms
990:	learn: 0.0318603	total: 1.17s	remaining: 10.6ms
991:	learn: 0.0317713	total: 1.17s	remaining: 9.41ms
992:	learn: 0.0316541	total: 1.17s	remaining: 8.23ms
993:	learn: 0.0315424	total: 1.17s	remaining: 7.06ms
994:	learn: 0.0315222	total: 1.17s	remaining: 5.88ms
995:	learn: 0.0314518	total: 1.17s	remaining: 4.7ms
996:	learn: 0.0314024	total: 1.17s	remaining: 3.53ms
997:	learn: 0.0313032	total: 1.17s	remaining: 2.35ms
998:	learn: 0.0312539	total: 1.17s	remaining: 1.18ms
999:	learn: 0.0312203	total: 1.18s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=1, depth=4, total=   1.8s
[CV] learning_rate=0.03, l2_leaf_reg=1, depth=4 ......................
0:	learn: 0.8609747	total: 4.36ms	remaining: 4.36s
1:	learn: 0.8472591	total: 8.37ms	remaining: 4.18s
2:	learn: 0.8313253	total: 13.7ms	remaining: 4.55s
3:	learn: 0.8162186	total: 17.9ms	remaining: 4.46s
4:	learn: 0.8011906	total: 21.9ms	remaining: 4.36s
5:	learn: 0.7868878	total: 26.8ms	remaining: 4.44s
6:	learn: 0.7742671	total: 29.4ms	remaining: 4.18s
7:	learn: 0.7613986	total: 31.7ms	remaining: 3.93s
8:	learn: 0.7487876	total: 33.8ms	remaining: 3.72s
9:	learn: 0.7349798	total: 35.2ms	remaining: 3.48s
10:	learn: 0.7228619	total: 36.7ms	remaining: 3.3s
11:	learn: 0.7107999	total: 39.2ms	remaining: 3.22s
12:	learn: 0.7007837	total: 40.6ms	remaining: 3.08s
13:	learn: 0.6898377	total: 41.8ms	remaining: 2.94s
14:	learn: 0.6780937	total: 43ms	remaining: 2.83s
15:	learn: 0.6681610	total: 44.3ms	remaining: 2.72s
16:	learn: 0.6580119	total: 45.5ms	remaining: 2.63s
17:	learn: 0.6478897	total: 46.7ms	remaining: 2.54s
18:	learn: 0.6394977	total: 48.2ms	remaining: 2.49s
19:	learn: 0.6302659	total: 49.3ms	remaining: 2.42s
20:	learn: 0.6208081	total: 50.5ms	remaining: 2.35s
21:	learn: 0.6117733	total: 51.6ms	remaining: 2.29s
22:	learn: 0.6023223	total: 53.6ms	remaining: 2.28s
23:	learn: 0.5949732	total: 54.7ms	remaining: 2.22s
24:	learn: 0.5877411	total: 55.7ms	remaining: 2.17s
25:	learn: 0.5798622	total: 56.7ms	remaining: 2.13s
26:	learn: 0.5730876	total: 57.8ms	remaining: 2.08s
27:	learn: 0.5664998	total: 58.8ms	remaining: 2.04s
28:	learn: 0.5603039	total: 59.8ms	remaining: 2s
29:	learn: 0.5538548	total: 60.9ms	remaining: 1.97s
30:	learn: 0.5476350	total: 62ms	remaining: 1.94s
31:	learn: 0.5415546	total: 63ms	remaining: 1.91s
32:	learn: 0.5364680	total: 64.1ms	remaining: 1.88s
33:	learn: 0.5307094	total: 65.1ms	remaining: 1.85s
34:	learn: 0.5254292	total: 66.1ms	remaining: 1.82s
35:	learn: 0.5204731	total: 67.8ms	remaining: 1.81s
36:	learn: 0.5159190	total: 68.7ms	remaining: 1.79s
37:	learn: 0.5109633	total: 69.7ms	remaining: 1.76s
38:	learn: 0.5058341	total: 70.9ms	remaining: 1.75s
39:	learn: 0.5006197	total: 72.2ms	remaining: 1.73s
40:	learn: 0.4961262	total: 73.2ms	remaining: 1.71s
41:	learn: 0.4919766	total: 74.4ms	remaining: 1.7s
42:	learn: 0.4883123	total: 75.6ms	remaining: 1.68s
43:	learn: 0.4839705	total: 76.7ms	remaining: 1.67s
44:	learn: 0.4804849	total: 77.7ms	remaining: 1.65s
45:	learn: 0.4763606	total: 78.8ms	remaining: 1.64s
46:	learn: 0.4725730	total: 80.4ms	remaining: 1.63s
47:	learn: 0.4689766	total: 81.5ms	remaining: 1.62s
48:	learn: 0.4649481	total: 82.5ms	remaining: 1.6s
49:	learn: 0.4619104	total: 83.5ms	remaining: 1.59s
50:	learn: 0.4577179	total: 84.5ms	remaining: 1.57s
51:	learn: 0.4550771	total: 85.5ms	remaining: 1.56s
52:	learn: 0.4523510	total: 86.6ms	remaining: 1.55s
53:	learn: 0.4500365	total: 87.7ms	remaining: 1.53s
54:	learn: 0.4470557	total: 88.9ms	remaining: 1.53s
55:	learn: 0.4447703	total: 90ms	remaining: 1.52s
56:	learn: 0.4424678	total: 91ms	remaining: 1.5s
57:	learn: 0.4400071	total: 92ms	remaining: 1.49s
58:	learn: 0.4371997	total: 92.9ms	remaining: 1.48s
59:	learn: 0.4354114	total: 94.4ms	remaining: 1.48s
60:	learn: 0.4330398	total: 95.4ms	remaining: 1.47s
61:	learn: 0.4306419	total: 96.2ms	remaining: 1.46s
62:	learn: 0.4275887	total: 97.1ms	remaining: 1.44s
63:	learn: 0.4255825	total: 98.2ms	remaining: 1.44s
64:	learn: 0.4226385	total: 99.3ms	remaining: 1.43s
65:	learn: 0.4206926	total: 100ms	remaining: 1.42s
66:	learn: 0.4182463	total: 101ms	remaining: 1.41s
67:	learn: 0.4167401	total: 102ms	remaining: 1.4s
68:	learn: 0.4141392	total: 104ms	remaining: 1.4s
69:	learn: 0.4119822	total: 105ms	remaining: 1.4s
70:	learn: 0.4097023	total: 107ms	remaining: 1.39s
71:	learn: 0.4076590	total: 109ms	remaining: 1.4s
72:	learn: 0.4060531	total: 110ms	remaining: 1.4s
73:	learn: 0.4045225	total: 112ms	remaining: 1.4s
74:	learn: 0.4027956	total: 113ms	remaining: 1.39s
75:	learn: 0.4011131	total: 114ms	remaining: 1.39s
76:	learn: 0.3995447	total: 115ms	remaining: 1.38s
77:	learn: 0.3973388	total: 116ms	remaining: 1.38s
78:	learn: 0.3961540	total: 118ms	remaining: 1.37s
79:	learn: 0.3949262	total: 119ms	remaining: 1.36s
80:	learn: 0.3938336	total: 120ms	remaining: 1.36s
81:	learn: 0.3925387	total: 122ms	remaining: 1.36s
82:	learn: 0.3895438	total: 123ms	remaining: 1.36s
83:	learn: 0.3882158	total: 124ms	remaining: 1.35s
84:	learn: 0.3869967	total: 125ms	remaining: 1.35s
85:	learn: 0.3855867	total: 126ms	remaining: 1.34s
86:	learn: 0.3840719	total: 127ms	remaining: 1.33s
87:	learn: 0.3827584	total: 128ms	remaining: 1.33s
88:	learn: 0.3812403	total: 129ms	remaining: 1.32s
89:	learn: 0.3795496	total: 131ms	remaining: 1.32s
90:	learn: 0.3780999	total: 132ms	remaining: 1.31s
91:	learn: 0.3762144	total: 133ms	remaining: 1.31s
92:	learn: 0.3748149	total: 135ms	remaining: 1.31s
93:	learn: 0.3736238	total: 136ms	remaining: 1.31s
94:	learn: 0.3720867	total: 137ms	remaining: 1.3s
95:	learn: 0.3710885	total: 138ms	remaining: 1.3s
96:	learn: 0.3701956	total: 139ms	remaining: 1.3s
97:	learn: 0.3686572	total: 140ms	remaining: 1.29s
98:	learn: 0.3665949	total: 142ms	remaining: 1.29s
99:	learn: 0.3652003	total: 143ms	remaining: 1.28s
100:	learn: 0.3637508	total: 144ms	remaining: 1.28s
101:	learn: 0.3626628	total: 147ms	remaining: 1.29s
102:	learn: 0.3619347	total: 148ms	remaining: 1.29s
103:	learn: 0.3605976	total: 150ms	remaining: 1.29s
104:	learn: 0.3599077	total: 151ms	remaining: 1.28s
105:	learn: 0.3580943	total: 152ms	remaining: 1.28s
106:	learn: 0.3566327	total: 153ms	remaining: 1.27s
107:	learn: 0.3552277	total: 154ms	remaining: 1.27s
108:	learn: 0.3536855	total: 155ms	remaining: 1.27s
109:	learn: 0.3524533	total: 157ms	remaining: 1.27s
110:	learn: 0.3514402	total: 158ms	remaining: 1.26s
111:	learn: 0.3499617	total: 159ms	remaining: 1.26s
112:	learn: 0.3484160	total: 160ms	remaining: 1.25s
113:	learn: 0.3472946	total: 162ms	remaining: 1.26s
114:	learn: 0.3469285	total: 163ms	remaining: 1.25s
115:	learn: 0.3453610	total: 164ms	remaining: 1.25s
116:	learn: 0.3445423	total: 165ms	remaining: 1.25s
117:	learn: 0.3431484	total: 166ms	remaining: 1.24s
118:	learn: 0.3419456	total: 167ms	remaining: 1.24s
119:	learn: 0.3409818	total: 168ms	remaining: 1.23s
120:	learn: 0.3402066	total: 169ms	remaining: 1.23s
121:	learn: 0.3390266	total: 170ms	remaining: 1.22s
122:	learn: 0.3378089	total: 171ms	remaining: 1.22s
123:	learn: 0.3369099	total: 172ms	remaining: 1.22s
124:	learn: 0.3357965	total: 173ms	remaining: 1.21s
125:	learn: 0.3349431	total: 174ms	remaining: 1.21s
126:	learn: 0.3339081	total: 176ms	remaining: 1.21s
127:	learn: 0.3330953	total: 177ms	remaining: 1.21s
128:	learn: 0.3322037	total: 178ms	remaining: 1.2s
129:	learn: 0.3309746	total: 179ms	remaining: 1.2s
130:	learn: 0.3300680	total: 180ms	remaining: 1.2s
131:	learn: 0.3292328	total: 181ms	remaining: 1.19s
132:	learn: 0.3285860	total: 182ms	remaining: 1.19s
133:	learn: 0.3275240	total: 183ms	remaining: 1.19s
134:	learn: 0.3266206	total: 184ms	remaining: 1.18s
135:	learn: 0.3259223	total: 185ms	remaining: 1.18s
136:	learn: 0.3247340	total: 186ms	remaining: 1.17s
137:	learn: 0.3235410	total: 187ms	remaining: 1.17s
138:	learn: 0.3231365	total: 188ms	remaining: 1.17s
139:	learn: 0.3216378	total: 190ms	remaining: 1.17s
140:	learn: 0.3207140	total: 191ms	remaining: 1.16s
141:	learn: 0.3202752	total: 192ms	remaining: 1.16s
142:	learn: 0.3196081	total: 193ms	remaining: 1.16s
143:	learn: 0.3190706	total: 195ms	remaining: 1.16s
144:	learn: 0.3182655	total: 196ms	remaining: 1.15s
145:	learn: 0.3174698	total: 197ms	remaining: 1.15s
146:	learn: 0.3163077	total: 198ms	remaining: 1.15s
147:	learn: 0.3151127	total: 199ms	remaining: 1.14s
148:	learn: 0.3140779	total: 200ms	remaining: 1.14s
149:	learn: 0.3135243	total: 201ms	remaining: 1.14s
150:	learn: 0.3128334	total: 202ms	remaining: 1.13s
151:	learn: 0.3117253	total: 203ms	remaining: 1.13s
152:	learn: 0.3105816	total: 205ms	remaining: 1.13s
153:	learn: 0.3098160	total: 206ms	remaining: 1.13s
154:	learn: 0.3088854	total: 207ms	remaining: 1.13s
155:	learn: 0.3080741	total: 208ms	remaining: 1.12s
156:	learn: 0.3071522	total: 208ms	remaining: 1.12s
157:	learn: 0.3058675	total: 209ms	remaining: 1.12s
158:	learn: 0.3049182	total: 210ms	remaining: 1.11s
159:	learn: 0.3043860	total: 211ms	remaining: 1.11s
160:	learn: 0.3036797	total: 212ms	remaining: 1.11s
161:	learn: 0.3027127	total: 214ms	remaining: 1.1s
162:	learn: 0.3013942	total: 214ms	remaining: 1.1s
163:	learn: 0.3005148	total: 215ms	remaining: 1.1s
164:	learn: 0.2997445	total: 217ms	remaining: 1.09s
165:	learn: 0.2990077	total: 218ms	remaining: 1.09s
166:	learn: 0.2982319	total: 219ms	remaining: 1.09s
167:	learn: 0.2975698	total: 220ms	remaining: 1.09s
168:	learn: 0.2969203	total: 221ms	remaining: 1.08s
169:	learn: 0.2962545	total: 222ms	remaining: 1.08s
170:	learn: 0.2954938	total: 223ms	remaining: 1.08s
171:	learn: 0.2951288	total: 224ms	remaining: 1.08s
172:	learn: 0.2944503	total: 225ms	remaining: 1.07s
173:	learn: 0.2937756	total: 226ms	remaining: 1.07s
174:	learn: 0.2931398	total: 227ms	remaining: 1.07s
175:	learn: 0.2928164	total: 228ms	remaining: 1.07s
176:	learn: 0.2919131	total: 229ms	remaining: 1.06s
177:	learn: 0.2908048	total: 230ms	remaining: 1.06s
178:	learn: 0.2897023	total: 231ms	remaining: 1.06s
179:	learn: 0.2885534	total: 233ms	remaining: 1.06s
180:	learn: 0.2876741	total: 234ms	remaining: 1.06s
181:	learn: 0.2868700	total: 235ms	remaining: 1.05s
182:	learn: 0.2864121	total: 236ms	remaining: 1.05s
183:	learn: 0.2860240	total: 237ms	remaining: 1.05s
184:	learn: 0.2852366	total: 238ms	remaining: 1.05s
185:	learn: 0.2843762	total: 239ms	remaining: 1.05s
186:	learn: 0.2832968	total: 240ms	remaining: 1.04s
187:	learn: 0.2824683	total: 241ms	remaining: 1.04s
188:	learn: 0.2815254	total: 242ms	remaining: 1.04s
189:	learn: 0.2800383	total: 243ms	remaining: 1.04s
190:	learn: 0.2787049	total: 244ms	remaining: 1.03s
191:	learn: 0.2779909	total: 245ms	remaining: 1.03s
192:	learn: 0.2766812	total: 247ms	remaining: 1.03s
193:	learn: 0.2755340	total: 248ms	remaining: 1.03s
194:	learn: 0.2747190	total: 249ms	remaining: 1.03s
195:	learn: 0.2728569	total: 250ms	remaining: 1.02s
196:	learn: 0.2718819	total: 251ms	remaining: 1.02s
197:	learn: 0.2712610	total: 252ms	remaining: 1.02s
198:	learn: 0.2708105	total: 253ms	remaining: 1.02s
199:	learn: 0.2697400	total: 254ms	remaining: 1.02s
200:	learn: 0.2690564	total: 255ms	remaining: 1.01s
201:	learn: 0.2684413	total: 256ms	remaining: 1.01s
202:	learn: 0.2676008	total: 257ms	remaining: 1.01s
203:	learn: 0.2665340	total: 258ms	remaining: 1.01s
204:	learn: 0.2659469	total: 260ms	remaining: 1.01s
205:	learn: 0.2652858	total: 261ms	remaining: 1.01s
206:	learn: 0.2642804	total: 262ms	remaining: 1s
207:	learn: 0.2634614	total: 263ms	remaining: 1s
208:	learn: 0.2629297	total: 265ms	remaining: 1s
209:	learn: 0.2623112	total: 266ms	remaining: 999ms
210:	learn: 0.2611698	total: 267ms	remaining: 997ms
211:	learn: 0.2603905	total: 267ms	remaining: 994ms
212:	learn: 0.2598092	total: 269ms	remaining: 992ms
213:	learn: 0.2592936	total: 270ms	remaining: 990ms
214:	learn: 0.2588343	total: 271ms	remaining: 988ms
215:	learn: 0.2580529	total: 272ms	remaining: 986ms
216:	learn: 0.2574444	total: 274ms	remaining: 987ms
217:	learn: 0.2570295	total: 275ms	remaining: 987ms
218:	learn: 0.2563598	total: 277ms	remaining: 986ms
219:	learn: 0.2557599	total: 278ms	remaining: 985ms
220:	learn: 0.2552721	total: 279ms	remaining: 984ms
221:	learn: 0.2547200	total: 280ms	remaining: 983ms
222:	learn: 0.2542395	total: 282ms	remaining: 982ms
223:	learn: 0.2533580	total: 283ms	remaining: 980ms
224:	learn: 0.2520216	total: 284ms	remaining: 979ms
225:	learn: 0.2508901	total: 285ms	remaining: 977ms
226:	learn: 0.2502924	total: 287ms	remaining: 976ms
227:	learn: 0.2496433	total: 288ms	remaining: 974ms
228:	learn: 0.2490779	total: 289ms	remaining: 972ms
229:	learn: 0.2486037	total: 290ms	remaining: 971ms
230:	learn: 0.2476788	total: 291ms	remaining: 970ms
231:	learn: 0.2472053	total: 292ms	remaining: 968ms
232:	learn: 0.2461367	total: 293ms	remaining: 966ms
233:	learn: 0.2453684	total: 294ms	remaining: 964ms
234:	learn: 0.2441928	total: 296ms	remaining: 963ms
235:	learn: 0.2431507	total: 297ms	remaining: 961ms
236:	learn: 0.2427302	total: 299ms	remaining: 963ms
237:	learn: 0.2422383	total: 300ms	remaining: 961ms
238:	learn: 0.2415535	total: 301ms	remaining: 959ms
239:	learn: 0.2403452	total: 302ms	remaining: 958ms
240:	learn: 0.2399370	total: 304ms	remaining: 957ms
241:	learn: 0.2388779	total: 305ms	remaining: 955ms
242:	learn: 0.2384075	total: 306ms	remaining: 953ms
243:	learn: 0.2372965	total: 307ms	remaining: 951ms
244:	learn: 0.2365974	total: 308ms	remaining: 949ms
245:	learn: 0.2358277	total: 309ms	remaining: 947ms
246:	learn: 0.2353648	total: 310ms	remaining: 946ms
247:	learn: 0.2345896	total: 312ms	remaining: 947ms
248:	learn: 0.2339747	total: 314ms	remaining: 946ms
249:	learn: 0.2331422	total: 315ms	remaining: 945ms
250:	learn: 0.2318403	total: 316ms	remaining: 943ms
251:	learn: 0.2314457	total: 317ms	remaining: 941ms
252:	learn: 0.2310690	total: 318ms	remaining: 940ms
253:	learn: 0.2302908	total: 320ms	remaining: 940ms
254:	learn: 0.2296705	total: 321ms	remaining: 939ms
255:	learn: 0.2292713	total: 322ms	remaining: 937ms
256:	learn: 0.2286021	total: 323ms	remaining: 935ms
257:	learn: 0.2277734	total: 326ms	remaining: 937ms
258:	learn: 0.2272368	total: 327ms	remaining: 936ms
259:	learn: 0.2268215	total: 328ms	remaining: 934ms
260:	learn: 0.2255357	total: 329ms	remaining: 932ms
261:	learn: 0.2250198	total: 330ms	remaining: 930ms
262:	learn: 0.2245903	total: 331ms	remaining: 928ms
263:	learn: 0.2241293	total: 332ms	remaining: 927ms
264:	learn: 0.2231623	total: 334ms	remaining: 925ms
265:	learn: 0.2226740	total: 335ms	remaining: 923ms
266:	learn: 0.2218886	total: 336ms	remaining: 921ms
267:	learn: 0.2212212	total: 336ms	remaining: 919ms
268:	learn: 0.2208347	total: 337ms	remaining: 917ms
269:	learn: 0.2205001	total: 339ms	remaining: 917ms
270:	learn: 0.2197696	total: 340ms	remaining: 916ms
271:	learn: 0.2188189	total: 341ms	remaining: 914ms
272:	learn: 0.2182757	total: 342ms	remaining: 912ms
273:	learn: 0.2172767	total: 343ms	remaining: 910ms
274:	learn: 0.2163860	total: 345ms	remaining: 908ms
275:	learn: 0.2157373	total: 346ms	remaining: 907ms
276:	learn: 0.2155245	total: 347ms	remaining: 904ms
277:	learn: 0.2147470	total: 348ms	remaining: 903ms
278:	learn: 0.2144929	total: 349ms	remaining: 901ms
279:	learn: 0.2136266	total: 350ms	remaining: 899ms
280:	learn: 0.2132143	total: 351ms	remaining: 897ms
281:	learn: 0.2125953	total: 352ms	remaining: 895ms
282:	learn: 0.2121248	total: 354ms	remaining: 896ms
283:	learn: 0.2113855	total: 355ms	remaining: 894ms
284:	learn: 0.2109257	total: 356ms	remaining: 892ms
285:	learn: 0.2103568	total: 357ms	remaining: 891ms
286:	learn: 0.2097943	total: 358ms	remaining: 889ms
287:	learn: 0.2095731	total: 359ms	remaining: 888ms
288:	learn: 0.2087849	total: 360ms	remaining: 886ms
289:	learn: 0.2079313	total: 361ms	remaining: 884ms
290:	learn: 0.2077319	total: 362ms	remaining: 883ms
291:	learn: 0.2068424	total: 364ms	remaining: 881ms
292:	learn: 0.2056908	total: 365ms	remaining: 880ms
293:	learn: 0.2047369	total: 367ms	remaining: 881ms
294:	learn: 0.2042073	total: 368ms	remaining: 878ms
295:	learn: 0.2035504	total: 369ms	remaining: 877ms
296:	learn: 0.2025793	total: 370ms	remaining: 875ms
297:	learn: 0.2019204	total: 371ms	remaining: 873ms
298:	learn: 0.2013514	total: 372ms	remaining: 871ms
299:	learn: 0.2003643	total: 373ms	remaining: 869ms
300:	learn: 0.1997076	total: 374ms	remaining: 868ms
301:	learn: 0.1988733	total: 375ms	remaining: 866ms
302:	learn: 0.1979951	total: 375ms	remaining: 864ms
303:	learn: 0.1972158	total: 376ms	remaining: 862ms
304:	learn: 0.1964973	total: 377ms	remaining: 860ms
305:	learn: 0.1962723	total: 379ms	remaining: 859ms
306:	learn: 0.1954725	total: 380ms	remaining: 857ms
307:	learn: 0.1945713	total: 382ms	remaining: 858ms
308:	learn: 0.1939445	total: 383ms	remaining: 856ms
309:	learn: 0.1930017	total: 384ms	remaining: 855ms
310:	learn: 0.1925251	total: 385ms	remaining: 853ms
311:	learn: 0.1915791	total: 386ms	remaining: 851ms
312:	learn: 0.1908307	total: 387ms	remaining: 850ms
313:	learn: 0.1904847	total: 388ms	remaining: 848ms
314:	learn: 0.1897399	total: 389ms	remaining: 846ms
315:	learn: 0.1890657	total: 390ms	remaining: 845ms
316:	learn: 0.1880921	total: 391ms	remaining: 843ms
317:	learn: 0.1875262	total: 392ms	remaining: 841ms
318:	learn: 0.1865872	total: 393ms	remaining: 840ms
319:	learn: 0.1857676	total: 394ms	remaining: 838ms
320:	learn: 0.1853269	total: 396ms	remaining: 837ms
321:	learn: 0.1846926	total: 397ms	remaining: 836ms
322:	learn: 0.1842036	total: 398ms	remaining: 834ms
323:	learn: 0.1838409	total: 399ms	remaining: 833ms
324:	learn: 0.1836640	total: 400ms	remaining: 831ms
325:	learn: 0.1828852	total: 401ms	remaining: 829ms
326:	learn: 0.1820793	total: 402ms	remaining: 828ms
327:	learn: 0.1816467	total: 403ms	remaining: 826ms
328:	learn: 0.1807551	total: 404ms	remaining: 824ms
329:	learn: 0.1802306	total: 405ms	remaining: 823ms
330:	learn: 0.1793719	total: 406ms	remaining: 821ms
331:	learn: 0.1787042	total: 408ms	remaining: 820ms
332:	learn: 0.1785002	total: 409ms	remaining: 819ms
333:	learn: 0.1777471	total: 410ms	remaining: 817ms
334:	learn: 0.1771224	total: 411ms	remaining: 816ms
335:	learn: 0.1766963	total: 412ms	remaining: 815ms
336:	learn: 0.1760672	total: 413ms	remaining: 813ms
337:	learn: 0.1754339	total: 415ms	remaining: 812ms
338:	learn: 0.1751750	total: 416ms	remaining: 811ms
339:	learn: 0.1744914	total: 417ms	remaining: 810ms
340:	learn: 0.1740498	total: 418ms	remaining: 808ms
341:	learn: 0.1734168	total: 419ms	remaining: 807ms
342:	learn: 0.1726703	total: 420ms	remaining: 805ms
343:	learn: 0.1719076	total: 422ms	remaining: 805ms
344:	learn: 0.1711491	total: 423ms	remaining: 804ms
345:	learn: 0.1704469	total: 425ms	remaining: 804ms
346:	learn: 0.1699696	total: 427ms	remaining: 803ms
347:	learn: 0.1694975	total: 428ms	remaining: 802ms
348:	learn: 0.1688895	total: 429ms	remaining: 800ms
349:	learn: 0.1685326	total: 430ms	remaining: 799ms
350:	learn: 0.1677114	total: 432ms	remaining: 799ms
351:	learn: 0.1672346	total: 433ms	remaining: 798ms
352:	learn: 0.1666565	total: 435ms	remaining: 798ms
353:	learn: 0.1660861	total: 437ms	remaining: 797ms
354:	learn: 0.1653856	total: 438ms	remaining: 797ms
355:	learn: 0.1649792	total: 440ms	remaining: 796ms
356:	learn: 0.1646177	total: 441ms	remaining: 795ms
357:	learn: 0.1640629	total: 443ms	remaining: 794ms
358:	learn: 0.1637513	total: 444ms	remaining: 793ms
359:	learn: 0.1631493	total: 445ms	remaining: 791ms
360:	learn: 0.1629134	total: 446ms	remaining: 789ms
361:	learn: 0.1626428	total: 447ms	remaining: 788ms
362:	learn: 0.1621537	total: 449ms	remaining: 788ms
363:	learn: 0.1616254	total: 450ms	remaining: 786ms
364:	learn: 0.1608892	total: 451ms	remaining: 785ms
365:	learn: 0.1607338	total: 452ms	remaining: 783ms
366:	learn: 0.1600244	total: 453ms	remaining: 782ms
367:	learn: 0.1595099	total: 454ms	remaining: 780ms
368:	learn: 0.1592963	total: 455ms	remaining: 779ms
369:	learn: 0.1585569	total: 457ms	remaining: 777ms
370:	learn: 0.1584102	total: 458ms	remaining: 776ms
371:	learn: 0.1579327	total: 459ms	remaining: 774ms
372:	learn: 0.1576259	total: 460ms	remaining: 773ms
373:	learn: 0.1570795	total: 462ms	remaining: 773ms
374:	learn: 0.1568277	total: 463ms	remaining: 772ms
375:	learn: 0.1561003	total: 464ms	remaining: 770ms
376:	learn: 0.1555789	total: 465ms	remaining: 768ms
377:	learn: 0.1554289	total: 466ms	remaining: 767ms
378:	learn: 0.1551611	total: 467ms	remaining: 765ms
379:	learn: 0.1546685	total: 468ms	remaining: 764ms
380:	learn: 0.1544248	total: 469ms	remaining: 762ms
381:	learn: 0.1537709	total: 470ms	remaining: 761ms
382:	learn: 0.1531555	total: 474ms	remaining: 763ms
383:	learn: 0.1527342	total: 475ms	remaining: 763ms
384:	learn: 0.1525982	total: 476ms	remaining: 761ms
385:	learn: 0.1521850	total: 477ms	remaining: 760ms
386:	learn: 0.1517019	total: 478ms	remaining: 758ms
387:	learn: 0.1512906	total: 479ms	remaining: 756ms
388:	learn: 0.1511046	total: 480ms	remaining: 755ms
389:	learn: 0.1507675	total: 481ms	remaining: 753ms
390:	learn: 0.1499756	total: 482ms	remaining: 751ms
391:	learn: 0.1496805	total: 483ms	remaining: 750ms
392:	learn: 0.1492763	total: 484ms	remaining: 748ms
393:	learn: 0.1487573	total: 485ms	remaining: 746ms
394:	learn: 0.1483693	total: 486ms	remaining: 745ms
395:	learn: 0.1482168	total: 487ms	remaining: 743ms
396:	learn: 0.1476981	total: 490ms	remaining: 744ms
397:	learn: 0.1472449	total: 491ms	remaining: 742ms
398:	learn: 0.1466414	total: 492ms	remaining: 741ms
399:	learn: 0.1464372	total: 493ms	remaining: 739ms
400:	learn: 0.1463503	total: 494ms	remaining: 737ms
401:	learn: 0.1456102	total: 495ms	remaining: 736ms
402:	learn: 0.1452480	total: 496ms	remaining: 734ms
403:	learn: 0.1450544	total: 497ms	remaining: 733ms
404:	learn: 0.1446286	total: 498ms	remaining: 731ms
405:	learn: 0.1444234	total: 499ms	remaining: 730ms
406:	learn: 0.1441106	total: 500ms	remaining: 728ms
407:	learn: 0.1436379	total: 501ms	remaining: 727ms
408:	learn: 0.1433690	total: 502ms	remaining: 725ms
409:	learn: 0.1431498	total: 504ms	remaining: 725ms
410:	learn: 0.1427057	total: 505ms	remaining: 723ms
411:	learn: 0.1422348	total: 506ms	remaining: 722ms
412:	learn: 0.1420918	total: 507ms	remaining: 720ms
413:	learn: 0.1416310	total: 508ms	remaining: 719ms
414:	learn: 0.1411035	total: 509ms	remaining: 717ms
415:	learn: 0.1405559	total: 510ms	remaining: 716ms
416:	learn: 0.1402303	total: 511ms	remaining: 714ms
417:	learn: 0.1401599	total: 512ms	remaining: 713ms
418:	learn: 0.1395514	total: 513ms	remaining: 712ms
419:	learn: 0.1390809	total: 514ms	remaining: 710ms
420:	learn: 0.1389000	total: 516ms	remaining: 709ms
421:	learn: 0.1382989	total: 518ms	remaining: 709ms
422:	learn: 0.1378586	total: 519ms	remaining: 707ms
423:	learn: 0.1375269	total: 520ms	remaining: 706ms
424:	learn: 0.1370138	total: 521ms	remaining: 704ms
425:	learn: 0.1364558	total: 522ms	remaining: 703ms
426:	learn: 0.1358935	total: 523ms	remaining: 702ms
427:	learn: 0.1355483	total: 524ms	remaining: 701ms
428:	learn: 0.1353412	total: 525ms	remaining: 699ms
429:	learn: 0.1349496	total: 527ms	remaining: 698ms
430:	learn: 0.1347685	total: 528ms	remaining: 697ms
431:	learn: 0.1343326	total: 529ms	remaining: 695ms
432:	learn: 0.1338344	total: 530ms	remaining: 693ms
433:	learn: 0.1333651	total: 531ms	remaining: 693ms
434:	learn: 0.1327128	total: 532ms	remaining: 691ms
435:	learn: 0.1322925	total: 533ms	remaining: 690ms
436:	learn: 0.1318352	total: 534ms	remaining: 688ms
437:	learn: 0.1313194	total: 535ms	remaining: 687ms
438:	learn: 0.1308255	total: 536ms	remaining: 685ms
439:	learn: 0.1303006	total: 537ms	remaining: 684ms
440:	learn: 0.1298821	total: 538ms	remaining: 682ms
441:	learn: 0.1294303	total: 539ms	remaining: 681ms
442:	learn: 0.1292476	total: 541ms	remaining: 680ms
443:	learn: 0.1290771	total: 541ms	remaining: 678ms
444:	learn: 0.1288991	total: 542ms	remaining: 676ms
445:	learn: 0.1288358	total: 543ms	remaining: 675ms
446:	learn: 0.1284798	total: 544ms	remaining: 674ms
447:	learn: 0.1282863	total: 546ms	remaining: 673ms
448:	learn: 0.1281070	total: 547ms	remaining: 671ms
449:	learn: 0.1277718	total: 548ms	remaining: 670ms
450:	learn: 0.1275171	total: 549ms	remaining: 668ms
451:	learn: 0.1271169	total: 550ms	remaining: 667ms
452:	learn: 0.1264386	total: 551ms	remaining: 666ms
453:	learn: 0.1260167	total: 552ms	remaining: 664ms
454:	learn: 0.1255033	total: 553ms	remaining: 663ms
455:	learn: 0.1250095	total: 554ms	remaining: 661ms
456:	learn: 0.1245985	total: 556ms	remaining: 660ms
457:	learn: 0.1242199	total: 557ms	remaining: 659ms
458:	learn: 0.1240514	total: 558ms	remaining: 657ms
459:	learn: 0.1237434	total: 559ms	remaining: 656ms
460:	learn: 0.1235092	total: 560ms	remaining: 655ms
461:	learn: 0.1233559	total: 562ms	remaining: 654ms
462:	learn: 0.1229987	total: 563ms	remaining: 653ms
463:	learn: 0.1226363	total: 565ms	remaining: 653ms
464:	learn: 0.1223807	total: 566ms	remaining: 652ms
465:	learn: 0.1220378	total: 568ms	remaining: 651ms
466:	learn: 0.1216958	total: 569ms	remaining: 650ms
467:	learn: 0.1214932	total: 572ms	remaining: 650ms
468:	learn: 0.1212086	total: 573ms	remaining: 649ms
469:	learn: 0.1208400	total: 575ms	remaining: 648ms
470:	learn: 0.1206468	total: 576ms	remaining: 647ms
471:	learn: 0.1204598	total: 577ms	remaining: 646ms
472:	learn: 0.1202172	total: 579ms	remaining: 645ms
473:	learn: 0.1198793	total: 580ms	remaining: 643ms
474:	learn: 0.1196372	total: 581ms	remaining: 642ms
475:	learn: 0.1190954	total: 582ms	remaining: 641ms
476:	learn: 0.1187956	total: 584ms	remaining: 640ms
477:	learn: 0.1185319	total: 586ms	remaining: 640ms
478:	learn: 0.1183676	total: 587ms	remaining: 638ms
479:	learn: 0.1180852	total: 588ms	remaining: 637ms
480:	learn: 0.1178430	total: 590ms	remaining: 636ms
481:	learn: 0.1175296	total: 591ms	remaining: 635ms
482:	learn: 0.1172407	total: 592ms	remaining: 633ms
483:	learn: 0.1169821	total: 593ms	remaining: 632ms
484:	learn: 0.1168432	total: 594ms	remaining: 631ms
485:	learn: 0.1165555	total: 595ms	remaining: 630ms
486:	learn: 0.1163507	total: 596ms	remaining: 628ms
487:	learn: 0.1159566	total: 598ms	remaining: 627ms
488:	learn: 0.1158439	total: 599ms	remaining: 626ms
489:	learn: 0.1156838	total: 600ms	remaining: 625ms
490:	learn: 0.1153112	total: 601ms	remaining: 623ms
491:	learn: 0.1149241	total: 603ms	remaining: 622ms
492:	learn: 0.1148398	total: 604ms	remaining: 621ms
493:	learn: 0.1145765	total: 605ms	remaining: 620ms
494:	learn: 0.1144258	total: 606ms	remaining: 619ms
495:	learn: 0.1138953	total: 608ms	remaining: 617ms
496:	learn: 0.1135393	total: 609ms	remaining: 617ms
497:	learn: 0.1131476	total: 611ms	remaining: 616ms
498:	learn: 0.1130421	total: 612ms	remaining: 615ms
499:	learn: 0.1127845	total: 613ms	remaining: 613ms
500:	learn: 0.1126059	total: 615ms	remaining: 612ms
501:	learn: 0.1124417	total: 616ms	remaining: 611ms
502:	learn: 0.1122197	total: 617ms	remaining: 610ms
503:	learn: 0.1118904	total: 618ms	remaining: 608ms
504:	learn: 0.1114627	total: 619ms	remaining: 607ms
505:	learn: 0.1113922	total: 621ms	remaining: 606ms
506:	learn: 0.1112892	total: 622ms	remaining: 605ms
507:	learn: 0.1110271	total: 623ms	remaining: 603ms
508:	learn: 0.1107027	total: 626ms	remaining: 604ms
509:	learn: 0.1104676	total: 627ms	remaining: 603ms
510:	learn: 0.1100168	total: 629ms	remaining: 602ms
511:	learn: 0.1096346	total: 630ms	remaining: 600ms
512:	learn: 0.1095157	total: 631ms	remaining: 599ms
513:	learn: 0.1093214	total: 632ms	remaining: 598ms
514:	learn: 0.1089706	total: 634ms	remaining: 597ms
515:	learn: 0.1088325	total: 635ms	remaining: 596ms
516:	learn: 0.1085816	total: 636ms	remaining: 594ms
517:	learn: 0.1084512	total: 639ms	remaining: 595ms
518:	learn: 0.1083661	total: 640ms	remaining: 594ms
519:	learn: 0.1082216	total: 642ms	remaining: 592ms
520:	learn: 0.1080523	total: 643ms	remaining: 591ms
521:	learn: 0.1077649	total: 644ms	remaining: 590ms
522:	learn: 0.1074541	total: 645ms	remaining: 588ms
523:	learn: 0.1073417	total: 646ms	remaining: 587ms
524:	learn: 0.1072244	total: 647ms	remaining: 586ms
525:	learn: 0.1068555	total: 648ms	remaining: 584ms
526:	learn: 0.1067589	total: 651ms	remaining: 584ms
527:	learn: 0.1062774	total: 652ms	remaining: 583ms
528:	learn: 0.1059391	total: 653ms	remaining: 582ms
529:	learn: 0.1057619	total: 654ms	remaining: 580ms
530:	learn: 0.1056244	total: 655ms	remaining: 579ms
531:	learn: 0.1054553	total: 657ms	remaining: 578ms
532:	learn: 0.1050713	total: 658ms	remaining: 576ms
533:	learn: 0.1046394	total: 659ms	remaining: 575ms
534:	learn: 0.1045108	total: 660ms	remaining: 574ms
535:	learn: 0.1041908	total: 661ms	remaining: 573ms
536:	learn: 0.1038765	total: 663ms	remaining: 572ms
537:	learn: 0.1035525	total: 665ms	remaining: 571ms
538:	learn: 0.1033501	total: 666ms	remaining: 570ms
539:	learn: 0.1030112	total: 667ms	remaining: 568ms
540:	learn: 0.1025856	total: 668ms	remaining: 567ms
541:	learn: 0.1024444	total: 670ms	remaining: 566ms
542:	learn: 0.1020897	total: 671ms	remaining: 565ms
543:	learn: 0.1020019	total: 672ms	remaining: 564ms
544:	learn: 0.1015951	total: 674ms	remaining: 562ms
545:	learn: 0.1013619	total: 675ms	remaining: 561ms
546:	learn: 0.1008550	total: 677ms	remaining: 561ms
547:	learn: 0.1005305	total: 678ms	remaining: 559ms
548:	learn: 0.1001739	total: 679ms	remaining: 558ms
549:	learn: 0.0999361	total: 681ms	remaining: 557ms
550:	learn: 0.0998503	total: 682ms	remaining: 556ms
551:	learn: 0.0996198	total: 683ms	remaining: 555ms
552:	learn: 0.0993421	total: 685ms	remaining: 554ms
553:	learn: 0.0992319	total: 686ms	remaining: 552ms
554:	learn: 0.0991187	total: 688ms	remaining: 551ms
555:	learn: 0.0989639	total: 690ms	remaining: 551ms
556:	learn: 0.0986742	total: 691ms	remaining: 549ms
557:	learn: 0.0985393	total: 692ms	remaining: 548ms
558:	learn: 0.0981942	total: 693ms	remaining: 547ms
559:	learn: 0.0980899	total: 694ms	remaining: 545ms
560:	learn: 0.0977562	total: 695ms	remaining: 544ms
561:	learn: 0.0975766	total: 696ms	remaining: 543ms
562:	learn: 0.0973128	total: 697ms	remaining: 541ms
563:	learn: 0.0971136	total: 698ms	remaining: 540ms
564:	learn: 0.0968795	total: 699ms	remaining: 538ms
565:	learn: 0.0967370	total: 700ms	remaining: 537ms
566:	learn: 0.0963825	total: 701ms	remaining: 535ms
567:	learn: 0.0962514	total: 703ms	remaining: 535ms
568:	learn: 0.0958399	total: 704ms	remaining: 533ms
569:	learn: 0.0957475	total: 705ms	remaining: 532ms
570:	learn: 0.0954534	total: 706ms	remaining: 530ms
571:	learn: 0.0952662	total: 707ms	remaining: 529ms
572:	learn: 0.0950693	total: 708ms	remaining: 527ms
573:	learn: 0.0947583	total: 709ms	remaining: 526ms
574:	learn: 0.0944069	total: 710ms	remaining: 525ms
575:	learn: 0.0941847	total: 711ms	remaining: 523ms
576:	learn: 0.0940155	total: 713ms	remaining: 522ms
577:	learn: 0.0937328	total: 714ms	remaining: 521ms
578:	learn: 0.0935515	total: 716ms	remaining: 520ms
579:	learn: 0.0933186	total: 718ms	remaining: 520ms
580:	learn: 0.0930813	total: 719ms	remaining: 518ms
581:	learn: 0.0927474	total: 720ms	remaining: 517ms
582:	learn: 0.0926148	total: 721ms	remaining: 516ms
583:	learn: 0.0925311	total: 722ms	remaining: 514ms
584:	learn: 0.0923437	total: 723ms	remaining: 513ms
585:	learn: 0.0920915	total: 724ms	remaining: 512ms
586:	learn: 0.0917294	total: 725ms	remaining: 510ms
587:	learn: 0.0915079	total: 726ms	remaining: 509ms
588:	learn: 0.0913334	total: 727ms	remaining: 507ms
589:	learn: 0.0910305	total: 728ms	remaining: 506ms
590:	learn: 0.0907381	total: 730ms	remaining: 506ms
591:	learn: 0.0903412	total: 732ms	remaining: 504ms
592:	learn: 0.0899348	total: 733ms	remaining: 503ms
593:	learn: 0.0897011	total: 734ms	remaining: 502ms
594:	learn: 0.0895363	total: 735ms	remaining: 500ms
595:	learn: 0.0892226	total: 736ms	remaining: 499ms
596:	learn: 0.0890965	total: 737ms	remaining: 498ms
597:	learn: 0.0888583	total: 738ms	remaining: 496ms
598:	learn: 0.0887374	total: 739ms	remaining: 495ms
599:	learn: 0.0885046	total: 740ms	remaining: 494ms
600:	learn: 0.0883686	total: 741ms	remaining: 492ms
601:	learn: 0.0881256	total: 743ms	remaining: 491ms
602:	learn: 0.0879950	total: 744ms	remaining: 490ms
603:	learn: 0.0878055	total: 745ms	remaining: 489ms
604:	learn: 0.0875910	total: 747ms	remaining: 488ms
605:	learn: 0.0873666	total: 748ms	remaining: 486ms
606:	learn: 0.0870548	total: 749ms	remaining: 485ms
607:	learn: 0.0867668	total: 750ms	remaining: 483ms
608:	learn: 0.0865984	total: 751ms	remaining: 482ms
609:	learn: 0.0864301	total: 752ms	remaining: 481ms
610:	learn: 0.0860849	total: 753ms	remaining: 479ms
611:	learn: 0.0857764	total: 754ms	remaining: 478ms
612:	learn: 0.0855967	total: 756ms	remaining: 477ms
613:	learn: 0.0852884	total: 757ms	remaining: 476ms
614:	learn: 0.0852061	total: 758ms	remaining: 475ms
615:	learn: 0.0849039	total: 759ms	remaining: 473ms
616:	learn: 0.0846270	total: 760ms	remaining: 472ms
617:	learn: 0.0843018	total: 762ms	remaining: 471ms
618:	learn: 0.0841579	total: 763ms	remaining: 470ms
619:	learn: 0.0839999	total: 764ms	remaining: 468ms
620:	learn: 0.0839165	total: 766ms	remaining: 467ms
621:	learn: 0.0836773	total: 767ms	remaining: 466ms
622:	learn: 0.0835032	total: 769ms	remaining: 466ms
623:	learn: 0.0832412	total: 771ms	remaining: 464ms
624:	learn: 0.0831863	total: 772ms	remaining: 463ms
625:	learn: 0.0829197	total: 773ms	remaining: 462ms
626:	learn: 0.0827397	total: 774ms	remaining: 461ms
627:	learn: 0.0826754	total: 775ms	remaining: 459ms
628:	learn: 0.0825831	total: 776ms	remaining: 458ms
629:	learn: 0.0824118	total: 777ms	remaining: 457ms
630:	learn: 0.0821263	total: 778ms	remaining: 455ms
631:	learn: 0.0819150	total: 779ms	remaining: 454ms
632:	learn: 0.0817721	total: 781ms	remaining: 453ms
633:	learn: 0.0816057	total: 783ms	remaining: 452ms
634:	learn: 0.0813592	total: 784ms	remaining: 451ms
635:	learn: 0.0812724	total: 785ms	remaining: 449ms
636:	learn: 0.0810905	total: 786ms	remaining: 448ms
637:	learn: 0.0808767	total: 787ms	remaining: 446ms
638:	learn: 0.0806083	total: 788ms	remaining: 445ms
639:	learn: 0.0804916	total: 789ms	remaining: 444ms
640:	learn: 0.0802102	total: 790ms	remaining: 442ms
641:	learn: 0.0800291	total: 791ms	remaining: 441ms
642:	learn: 0.0795925	total: 792ms	remaining: 440ms
643:	learn: 0.0795205	total: 793ms	remaining: 438ms
644:	learn: 0.0792992	total: 794ms	remaining: 437ms
645:	learn: 0.0790665	total: 796ms	remaining: 436ms
646:	learn: 0.0788914	total: 797ms	remaining: 435ms
647:	learn: 0.0787373	total: 798ms	remaining: 434ms
648:	learn: 0.0785457	total: 799ms	remaining: 432ms
649:	learn: 0.0784774	total: 800ms	remaining: 431ms
650:	learn: 0.0783228	total: 801ms	remaining: 430ms
651:	learn: 0.0782769	total: 805ms	remaining: 429ms
652:	learn: 0.0779398	total: 806ms	remaining: 428ms
653:	learn: 0.0776972	total: 807ms	remaining: 427ms
654:	learn: 0.0774439	total: 808ms	remaining: 425ms
655:	learn: 0.0772290	total: 809ms	remaining: 424ms
656:	learn: 0.0770989	total: 810ms	remaining: 423ms
657:	learn: 0.0767923	total: 811ms	remaining: 422ms
658:	learn: 0.0765514	total: 812ms	remaining: 420ms
659:	learn: 0.0762254	total: 813ms	remaining: 419ms
660:	learn: 0.0760322	total: 814ms	remaining: 418ms
661:	learn: 0.0759147	total: 815ms	remaining: 416ms
662:	learn: 0.0755872	total: 816ms	remaining: 415ms
663:	learn: 0.0754207	total: 817ms	remaining: 414ms
664:	learn: 0.0751224	total: 819ms	remaining: 412ms
665:	learn: 0.0749863	total: 820ms	remaining: 411ms
666:	learn: 0.0748929	total: 821ms	remaining: 410ms
667:	learn: 0.0748195	total: 822ms	remaining: 408ms
668:	learn: 0.0746468	total: 824ms	remaining: 408ms
669:	learn: 0.0743835	total: 825ms	remaining: 406ms
670:	learn: 0.0742863	total: 826ms	remaining: 405ms
671:	learn: 0.0742056	total: 827ms	remaining: 404ms
672:	learn: 0.0741521	total: 828ms	remaining: 402ms
673:	learn: 0.0738643	total: 829ms	remaining: 401ms
674:	learn: 0.0736110	total: 830ms	remaining: 399ms
675:	learn: 0.0734033	total: 832ms	remaining: 399ms
676:	learn: 0.0731850	total: 833ms	remaining: 398ms
677:	learn: 0.0731122	total: 834ms	remaining: 396ms
678:	learn: 0.0730290	total: 835ms	remaining: 395ms
679:	learn: 0.0728151	total: 837ms	remaining: 394ms
680:	learn: 0.0726155	total: 838ms	remaining: 393ms
681:	learn: 0.0724049	total: 839ms	remaining: 391ms
682:	learn: 0.0721478	total: 840ms	remaining: 390ms
683:	learn: 0.0719087	total: 841ms	remaining: 389ms
684:	learn: 0.0718186	total: 842ms	remaining: 387ms
685:	learn: 0.0716259	total: 843ms	remaining: 386ms
686:	learn: 0.0713681	total: 844ms	remaining: 385ms
687:	learn: 0.0711443	total: 845ms	remaining: 383ms
688:	learn: 0.0707575	total: 847ms	remaining: 382ms
689:	learn: 0.0705459	total: 848ms	remaining: 381ms
690:	learn: 0.0703289	total: 849ms	remaining: 380ms
691:	learn: 0.0702084	total: 850ms	remaining: 378ms
692:	learn: 0.0700645	total: 852ms	remaining: 377ms
693:	learn: 0.0699019	total: 853ms	remaining: 376ms
694:	learn: 0.0696664	total: 854ms	remaining: 375ms
695:	learn: 0.0694516	total: 855ms	remaining: 373ms
696:	learn: 0.0693677	total: 856ms	remaining: 372ms
697:	learn: 0.0691352	total: 857ms	remaining: 371ms
698:	learn: 0.0690523	total: 858ms	remaining: 370ms
699:	learn: 0.0689048	total: 859ms	remaining: 368ms
700:	learn: 0.0686881	total: 860ms	remaining: 367ms
701:	learn: 0.0685976	total: 861ms	remaining: 366ms
702:	learn: 0.0684450	total: 862ms	remaining: 364ms
703:	learn: 0.0682140	total: 863ms	remaining: 363ms
704:	learn: 0.0680213	total: 866ms	remaining: 362ms
705:	learn: 0.0677417	total: 867ms	remaining: 361ms
706:	learn: 0.0675440	total: 869ms	remaining: 360ms
707:	learn: 0.0673643	total: 870ms	remaining: 359ms
708:	learn: 0.0672442	total: 871ms	remaining: 357ms
709:	learn: 0.0671062	total: 872ms	remaining: 356ms
710:	learn: 0.0669553	total: 873ms	remaining: 355ms
711:	learn: 0.0668124	total: 874ms	remaining: 354ms
712:	learn: 0.0666140	total: 875ms	remaining: 352ms
713:	learn: 0.0664881	total: 876ms	remaining: 351ms
714:	learn: 0.0662752	total: 877ms	remaining: 350ms
715:	learn: 0.0661394	total: 880ms	remaining: 349ms
716:	learn: 0.0659414	total: 881ms	remaining: 348ms
717:	learn: 0.0657294	total: 882ms	remaining: 346ms
718:	learn: 0.0656553	total: 883ms	remaining: 345ms
719:	learn: 0.0654830	total: 884ms	remaining: 344ms
720:	learn: 0.0652561	total: 885ms	remaining: 343ms
721:	learn: 0.0651554	total: 886ms	remaining: 341ms
722:	learn: 0.0650328	total: 888ms	remaining: 340ms
723:	learn: 0.0649757	total: 889ms	remaining: 339ms
724:	learn: 0.0648262	total: 890ms	remaining: 338ms
725:	learn: 0.0647094	total: 892ms	remaining: 337ms
726:	learn: 0.0646132	total: 893ms	remaining: 335ms
727:	learn: 0.0644368	total: 894ms	remaining: 334ms
728:	learn: 0.0642037	total: 895ms	remaining: 333ms
729:	learn: 0.0641162	total: 896ms	remaining: 331ms
730:	learn: 0.0639243	total: 897ms	remaining: 330ms
731:	learn: 0.0637778	total: 898ms	remaining: 329ms
732:	learn: 0.0636429	total: 899ms	remaining: 328ms
733:	learn: 0.0635665	total: 901ms	remaining: 326ms
734:	learn: 0.0634585	total: 902ms	remaining: 325ms
735:	learn: 0.0633292	total: 903ms	remaining: 324ms
736:	learn: 0.0630758	total: 904ms	remaining: 322ms
737:	learn: 0.0628903	total: 905ms	remaining: 321ms
738:	learn: 0.0628422	total: 906ms	remaining: 320ms
739:	learn: 0.0625217	total: 907ms	remaining: 319ms
740:	learn: 0.0623801	total: 908ms	remaining: 317ms
741:	learn: 0.0622516	total: 909ms	remaining: 316ms
742:	learn: 0.0621713	total: 910ms	remaining: 315ms
743:	learn: 0.0619821	total: 911ms	remaining: 314ms
744:	learn: 0.0618429	total: 912ms	remaining: 312ms
745:	learn: 0.0617171	total: 913ms	remaining: 311ms
746:	learn: 0.0616109	total: 914ms	remaining: 310ms
747:	learn: 0.0613474	total: 916ms	remaining: 308ms
748:	learn: 0.0611622	total: 917ms	remaining: 307ms
749:	learn: 0.0609706	total: 919ms	remaining: 306ms
750:	learn: 0.0607051	total: 920ms	remaining: 305ms
751:	learn: 0.0605659	total: 921ms	remaining: 304ms
752:	learn: 0.0604888	total: 922ms	remaining: 302ms
753:	learn: 0.0603287	total: 923ms	remaining: 301ms
754:	learn: 0.0601393	total: 925ms	remaining: 300ms
755:	learn: 0.0600094	total: 926ms	remaining: 299ms
756:	learn: 0.0599672	total: 927ms	remaining: 297ms
757:	learn: 0.0597864	total: 928ms	remaining: 296ms
758:	learn: 0.0597163	total: 929ms	remaining: 295ms
759:	learn: 0.0595825	total: 932ms	remaining: 294ms
760:	learn: 0.0595527	total: 933ms	remaining: 293ms
761:	learn: 0.0594843	total: 934ms	remaining: 292ms
762:	learn: 0.0593298	total: 935ms	remaining: 290ms
763:	learn: 0.0591522	total: 936ms	remaining: 289ms
764:	learn: 0.0590388	total: 937ms	remaining: 288ms
765:	learn: 0.0589346	total: 938ms	remaining: 286ms
766:	learn: 0.0587787	total: 939ms	remaining: 285ms
767:	learn: 0.0587235	total: 940ms	remaining: 284ms
768:	learn: 0.0586207	total: 941ms	remaining: 283ms
769:	learn: 0.0584562	total: 942ms	remaining: 281ms
770:	learn: 0.0583322	total: 943ms	remaining: 280ms
771:	learn: 0.0582802	total: 945ms	remaining: 279ms
772:	learn: 0.0582210	total: 946ms	remaining: 278ms
773:	learn: 0.0580550	total: 947ms	remaining: 276ms
774:	learn: 0.0578577	total: 948ms	remaining: 275ms
775:	learn: 0.0577033	total: 949ms	remaining: 274ms
776:	learn: 0.0575627	total: 950ms	remaining: 273ms
777:	learn: 0.0573850	total: 951ms	remaining: 271ms
778:	learn: 0.0572851	total: 952ms	remaining: 270ms
779:	learn: 0.0571751	total: 953ms	remaining: 269ms
780:	learn: 0.0571331	total: 954ms	remaining: 267ms
781:	learn: 0.0570080	total: 955ms	remaining: 266ms
782:	learn: 0.0569361	total: 956ms	remaining: 265ms
783:	learn: 0.0568847	total: 957ms	remaining: 264ms
784:	learn: 0.0567389	total: 958ms	remaining: 262ms
785:	learn: 0.0566498	total: 959ms	remaining: 261ms
786:	learn: 0.0564768	total: 960ms	remaining: 260ms
787:	learn: 0.0562423	total: 961ms	remaining: 259ms
788:	learn: 0.0560556	total: 962ms	remaining: 257ms
789:	learn: 0.0559517	total: 963ms	remaining: 256ms
790:	learn: 0.0557663	total: 964ms	remaining: 255ms
791:	learn: 0.0556670	total: 965ms	remaining: 254ms
792:	learn: 0.0555605	total: 966ms	remaining: 252ms
793:	learn: 0.0554577	total: 967ms	remaining: 251ms
794:	learn: 0.0553061	total: 968ms	remaining: 250ms
795:	learn: 0.0551831	total: 969ms	remaining: 248ms
796:	learn: 0.0550678	total: 970ms	remaining: 247ms
797:	learn: 0.0549099	total: 971ms	remaining: 246ms
798:	learn: 0.0548417	total: 973ms	remaining: 245ms
799:	learn: 0.0547045	total: 974ms	remaining: 243ms
800:	learn: 0.0546792	total: 975ms	remaining: 242ms
801:	learn: 0.0546309	total: 976ms	remaining: 241ms
802:	learn: 0.0545765	total: 977ms	remaining: 240ms
803:	learn: 0.0543971	total: 978ms	remaining: 238ms
804:	learn: 0.0541876	total: 979ms	remaining: 237ms
805:	learn: 0.0539795	total: 980ms	remaining: 236ms
806:	learn: 0.0538616	total: 981ms	remaining: 235ms
807:	learn: 0.0537736	total: 982ms	remaining: 233ms
808:	learn: 0.0536595	total: 983ms	remaining: 232ms
809:	learn: 0.0535228	total: 984ms	remaining: 231ms
810:	learn: 0.0534847	total: 985ms	remaining: 230ms
811:	learn: 0.0533314	total: 986ms	remaining: 228ms
812:	learn: 0.0532235	total: 987ms	remaining: 227ms
813:	learn: 0.0530848	total: 988ms	remaining: 226ms
814:	learn: 0.0530225	total: 989ms	remaining: 225ms
815:	learn: 0.0529596	total: 990ms	remaining: 223ms
816:	learn: 0.0527582	total: 991ms	remaining: 222ms
817:	learn: 0.0526683	total: 992ms	remaining: 221ms
818:	learn: 0.0525936	total: 993ms	remaining: 220ms
819:	learn: 0.0524331	total: 994ms	remaining: 218ms
820:	learn: 0.0522604	total: 995ms	remaining: 217ms
821:	learn: 0.0521494	total: 997ms	remaining: 216ms
822:	learn: 0.0520854	total: 998ms	remaining: 215ms
823:	learn: 0.0519965	total: 999ms	remaining: 213ms
824:	learn: 0.0519412	total: 1000ms	remaining: 212ms
825:	learn: 0.0518095	total: 1s	remaining: 211ms
826:	learn: 0.0516383	total: 1s	remaining: 210ms
827:	learn: 0.0515793	total: 1s	remaining: 208ms
828:	learn: 0.0514293	total: 1s	remaining: 207ms
829:	learn: 0.0513749	total: 1s	remaining: 206ms
830:	learn: 0.0511543	total: 1.01s	remaining: 205ms
831:	learn: 0.0510635	total: 1.01s	remaining: 204ms
832:	learn: 0.0509853	total: 1.01s	remaining: 202ms
833:	learn: 0.0508656	total: 1.01s	remaining: 201ms
834:	learn: 0.0507378	total: 1.01s	remaining: 200ms
835:	learn: 0.0507023	total: 1.01s	remaining: 199ms
836:	learn: 0.0505990	total: 1.01s	remaining: 197ms
837:	learn: 0.0505508	total: 1.01s	remaining: 196ms
838:	learn: 0.0503439	total: 1.02s	remaining: 195ms
839:	learn: 0.0503102	total: 1.02s	remaining: 194ms
840:	learn: 0.0501954	total: 1.02s	remaining: 193ms
841:	learn: 0.0500675	total: 1.02s	remaining: 191ms
842:	learn: 0.0499681	total: 1.02s	remaining: 190ms
843:	learn: 0.0498675	total: 1.02s	remaining: 189ms
844:	learn: 0.0497989	total: 1.02s	remaining: 188ms
845:	learn: 0.0496742	total: 1.02s	remaining: 187ms
846:	learn: 0.0495946	total: 1.03s	remaining: 185ms
847:	learn: 0.0494581	total: 1.03s	remaining: 184ms
848:	learn: 0.0493995	total: 1.03s	remaining: 183ms
849:	learn: 0.0493469	total: 1.03s	remaining: 182ms
850:	learn: 0.0492828	total: 1.03s	remaining: 181ms
851:	learn: 0.0491678	total: 1.03s	remaining: 179ms
852:	learn: 0.0490742	total: 1.04s	remaining: 179ms
853:	learn: 0.0489123	total: 1.04s	remaining: 177ms
854:	learn: 0.0488522	total: 1.04s	remaining: 176ms
855:	learn: 0.0486697	total: 1.04s	remaining: 175ms
856:	learn: 0.0485805	total: 1.04s	remaining: 174ms
857:	learn: 0.0484912	total: 1.04s	remaining: 173ms
858:	learn: 0.0484459	total: 1.04s	remaining: 171ms
859:	learn: 0.0482680	total: 1.04s	remaining: 170ms
860:	learn: 0.0481540	total: 1.04s	remaining: 169ms
861:	learn: 0.0480063	total: 1.05s	remaining: 168ms
862:	learn: 0.0477929	total: 1.05s	remaining: 166ms
863:	learn: 0.0476227	total: 1.05s	remaining: 165ms
864:	learn: 0.0474677	total: 1.05s	remaining: 164ms
865:	learn: 0.0473610	total: 1.05s	remaining: 163ms
866:	learn: 0.0473144	total: 1.05s	remaining: 161ms
867:	learn: 0.0472065	total: 1.05s	remaining: 160ms
868:	learn: 0.0470574	total: 1.05s	remaining: 159ms
869:	learn: 0.0469449	total: 1.05s	remaining: 158ms
870:	learn: 0.0467809	total: 1.06s	remaining: 157ms
871:	learn: 0.0466688	total: 1.06s	remaining: 155ms
872:	learn: 0.0465275	total: 1.06s	remaining: 154ms
873:	learn: 0.0464664	total: 1.06s	remaining: 153ms
874:	learn: 0.0463657	total: 1.06s	remaining: 152ms
875:	learn: 0.0462299	total: 1.06s	remaining: 150ms
876:	learn: 0.0461215	total: 1.06s	remaining: 149ms
877:	learn: 0.0460243	total: 1.06s	remaining: 148ms
878:	learn: 0.0458965	total: 1.07s	remaining: 147ms
879:	learn: 0.0457511	total: 1.07s	remaining: 146ms
880:	learn: 0.0456890	total: 1.07s	remaining: 144ms
881:	learn: 0.0455522	total: 1.07s	remaining: 143ms
882:	learn: 0.0454223	total: 1.07s	remaining: 142ms
883:	learn: 0.0453127	total: 1.07s	remaining: 141ms
884:	learn: 0.0451972	total: 1.07s	remaining: 140ms
885:	learn: 0.0450699	total: 1.07s	remaining: 138ms
886:	learn: 0.0449432	total: 1.07s	remaining: 137ms
887:	learn: 0.0448712	total: 1.08s	remaining: 136ms
888:	learn: 0.0448089	total: 1.08s	remaining: 135ms
889:	learn: 0.0447392	total: 1.08s	remaining: 133ms
890:	learn: 0.0447210	total: 1.08s	remaining: 132ms
891:	learn: 0.0446702	total: 1.08s	remaining: 131ms
892:	learn: 0.0446096	total: 1.08s	remaining: 130ms
893:	learn: 0.0445123	total: 1.08s	remaining: 129ms
894:	learn: 0.0444132	total: 1.08s	remaining: 127ms
895:	learn: 0.0443526	total: 1.09s	remaining: 126ms
896:	learn: 0.0442138	total: 1.09s	remaining: 125ms
897:	learn: 0.0440995	total: 1.09s	remaining: 124ms
898:	learn: 0.0439541	total: 1.09s	remaining: 122ms
899:	learn: 0.0438354	total: 1.09s	remaining: 121ms
900:	learn: 0.0437042	total: 1.09s	remaining: 120ms
901:	learn: 0.0436046	total: 1.09s	remaining: 119ms
902:	learn: 0.0435381	total: 1.09s	remaining: 118ms
903:	learn: 0.0433696	total: 1.1s	remaining: 116ms
904:	learn: 0.0432763	total: 1.1s	remaining: 115ms
905:	learn: 0.0432405	total: 1.1s	remaining: 114ms
906:	learn: 0.0430955	total: 1.1s	remaining: 113ms
907:	learn: 0.0429793	total: 1.1s	remaining: 112ms
908:	learn: 0.0428644	total: 1.1s	remaining: 110ms
909:	learn: 0.0427276	total: 1.1s	remaining: 109ms
910:	learn: 0.0426237	total: 1.1s	remaining: 108ms
911:	learn: 0.0424915	total: 1.1s	remaining: 107ms
912:	learn: 0.0424147	total: 1.1s	remaining: 105ms
913:	learn: 0.0423905	total: 1.11s	remaining: 104ms
914:	learn: 0.0422812	total: 1.11s	remaining: 103ms
915:	learn: 0.0421486	total: 1.11s	remaining: 102ms
916:	learn: 0.0420714	total: 1.11s	remaining: 100ms
917:	learn: 0.0418877	total: 1.11s	remaining: 99.3ms
918:	learn: 0.0417916	total: 1.11s	remaining: 98ms
919:	learn: 0.0416563	total: 1.11s	remaining: 96.8ms
920:	learn: 0.0415032	total: 1.11s	remaining: 95.6ms
921:	learn: 0.0414603	total: 1.11s	remaining: 94.4ms
922:	learn: 0.0413631	total: 1.12s	remaining: 93.1ms
923:	learn: 0.0412489	total: 1.12s	remaining: 91.9ms
924:	learn: 0.0411858	total: 1.12s	remaining: 90.7ms
925:	learn: 0.0411210	total: 1.12s	remaining: 89.5ms
926:	learn: 0.0410845	total: 1.12s	remaining: 88.3ms
927:	learn: 0.0409766	total: 1.12s	remaining: 87ms
928:	learn: 0.0408298	total: 1.12s	remaining: 85.9ms
929:	learn: 0.0407204	total: 1.12s	remaining: 84.6ms
930:	learn: 0.0406363	total: 1.13s	remaining: 83.4ms
931:	learn: 0.0405891	total: 1.13s	remaining: 82.2ms
932:	learn: 0.0404806	total: 1.13s	remaining: 81ms
933:	learn: 0.0404375	total: 1.13s	remaining: 79.7ms
934:	learn: 0.0403593	total: 1.13s	remaining: 78.5ms
935:	learn: 0.0402370	total: 1.13s	remaining: 77.3ms
936:	learn: 0.0401728	total: 1.13s	remaining: 76.1ms
937:	learn: 0.0400681	total: 1.13s	remaining: 74.9ms
938:	learn: 0.0399458	total: 1.13s	remaining: 73.6ms
939:	learn: 0.0398773	total: 1.13s	remaining: 72.4ms
940:	learn: 0.0398057	total: 1.14s	remaining: 71.2ms
941:	learn: 0.0397222	total: 1.14s	remaining: 70ms
942:	learn: 0.0396093	total: 1.14s	remaining: 68.8ms
943:	learn: 0.0394838	total: 1.14s	remaining: 67.6ms
944:	learn: 0.0393943	total: 1.14s	remaining: 66.4ms
945:	learn: 0.0392542	total: 1.14s	remaining: 65.2ms
946:	learn: 0.0392014	total: 1.14s	remaining: 63.9ms
947:	learn: 0.0391372	total: 1.14s	remaining: 62.7ms
948:	learn: 0.0390239	total: 1.14s	remaining: 61.5ms
949:	learn: 0.0390097	total: 1.15s	remaining: 60.3ms
950:	learn: 0.0389296	total: 1.15s	remaining: 59.1ms
951:	learn: 0.0387848	total: 1.15s	remaining: 57.9ms
952:	learn: 0.0387404	total: 1.15s	remaining: 56.7ms
953:	learn: 0.0386499	total: 1.15s	remaining: 55.4ms
954:	learn: 0.0386058	total: 1.15s	remaining: 54.2ms
955:	learn: 0.0384967	total: 1.15s	remaining: 53ms
956:	learn: 0.0383960	total: 1.15s	remaining: 51.8ms
957:	learn: 0.0383361	total: 1.15s	remaining: 50.6ms
958:	learn: 0.0383006	total: 1.16s	remaining: 49.4ms
959:	learn: 0.0381865	total: 1.16s	remaining: 48.2ms
960:	learn: 0.0381553	total: 1.16s	remaining: 47ms
961:	learn: 0.0380414	total: 1.16s	remaining: 45.8ms
962:	learn: 0.0380100	total: 1.16s	remaining: 44.5ms
963:	learn: 0.0378921	total: 1.16s	remaining: 43.3ms
964:	learn: 0.0377956	total: 1.16s	remaining: 42.1ms
965:	learn: 0.0377469	total: 1.16s	remaining: 40.9ms
966:	learn: 0.0376746	total: 1.16s	remaining: 39.7ms
967:	learn: 0.0375749	total: 1.16s	remaining: 38.5ms
968:	learn: 0.0374413	total: 1.17s	remaining: 37.3ms
969:	learn: 0.0373705	total: 1.17s	remaining: 36.1ms
970:	learn: 0.0373167	total: 1.17s	remaining: 34.9ms
971:	learn: 0.0372561	total: 1.17s	remaining: 33.7ms
972:	learn: 0.0371425	total: 1.17s	remaining: 32.5ms
973:	learn: 0.0370793	total: 1.17s	remaining: 31.3ms
974:	learn: 0.0369230	total: 1.17s	remaining: 30.1ms
975:	learn: 0.0368588	total: 1.17s	remaining: 28.9ms
976:	learn: 0.0367648	total: 1.17s	remaining: 27.7ms
977:	learn: 0.0366384	total: 1.18s	remaining: 26.5ms
978:	learn: 0.0365648	total: 1.18s	remaining: 25.3ms
979:	learn: 0.0365161	total: 1.18s	remaining: 24.1ms
980:	learn: 0.0364218	total: 1.18s	remaining: 22.9ms
981:	learn: 0.0363732	total: 1.18s	remaining: 21.7ms
982:	learn: 0.0362702	total: 1.18s	remaining: 20.5ms
983:	learn: 0.0362477	total: 1.19s	remaining: 19.3ms
984:	learn: 0.0362205	total: 1.19s	remaining: 18.1ms
985:	learn: 0.0361824	total: 1.19s	remaining: 16.9ms
986:	learn: 0.0360971	total: 1.19s	remaining: 15.7ms
987:	learn: 0.0359829	total: 1.19s	remaining: 14.4ms
988:	learn: 0.0359110	total: 1.19s	remaining: 13.2ms
989:	learn: 0.0358406	total: 1.19s	remaining: 12ms
990:	learn: 0.0357905	total: 1.19s	remaining: 10.8ms
991:	learn: 0.0356857	total: 1.19s	remaining: 9.63ms
992:	learn: 0.0356181	total: 1.2s	remaining: 8.43ms
993:	learn: 0.0355201	total: 1.2s	remaining: 7.22ms
994:	learn: 0.0354004	total: 1.2s	remaining: 6.02ms
995:	learn: 0.0353046	total: 1.2s	remaining: 4.82ms
996:	learn: 0.0352108	total: 1.2s	remaining: 3.61ms
997:	learn: 0.0351571	total: 1.2s	remaining: 2.41ms
998:	learn: 0.0350512	total: 1.2s	remaining: 1.2ms
999:	learn: 0.0350340	total: 1.2s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=1, depth=4, total=   1.7s
[CV] learning_rate=0.03, l2_leaf_reg=1, depth=4 ......................
0:	learn: 0.8593875	total: 1.33ms	remaining: 1.33s
1:	learn: 0.8447534	total: 2.41ms	remaining: 1.2s
2:	learn: 0.8300474	total: 3.68ms	remaining: 1.22s
3:	learn: 0.8154953	total: 4.7ms	remaining: 1.17s
4:	learn: 0.8019146	total: 5.7ms	remaining: 1.13s
5:	learn: 0.7897548	total: 7.57ms	remaining: 1.25s
6:	learn: 0.7769908	total: 8.8ms	remaining: 1.25s
7:	learn: 0.7657854	total: 9.89ms	remaining: 1.23s
8:	learn: 0.7533220	total: 11ms	remaining: 1.21s
9:	learn: 0.7411213	total: 12.4ms	remaining: 1.23s
10:	learn: 0.7297757	total: 13.7ms	remaining: 1.23s
11:	learn: 0.7196861	total: 15ms	remaining: 1.24s
12:	learn: 0.7111925	total: 16.4ms	remaining: 1.24s
13:	learn: 0.7015473	total: 17.8ms	remaining: 1.25s
14:	learn: 0.6906383	total: 19.2ms	remaining: 1.26s
15:	learn: 0.6812706	total: 21.3ms	remaining: 1.31s
16:	learn: 0.6727067	total: 22.6ms	remaining: 1.31s
17:	learn: 0.6631461	total: 23.8ms	remaining: 1.3s
18:	learn: 0.6542546	total: 25ms	remaining: 1.29s
19:	learn: 0.6448028	total: 26.5ms	remaining: 1.3s
20:	learn: 0.6373444	total: 27.7ms	remaining: 1.29s
21:	learn: 0.6298537	total: 28.9ms	remaining: 1.28s
22:	learn: 0.6215123	total: 30ms	remaining: 1.27s
23:	learn: 0.6144786	total: 31.1ms	remaining: 1.26s
24:	learn: 0.6076275	total: 32.3ms	remaining: 1.26s
25:	learn: 0.5999011	total: 33.3ms	remaining: 1.25s
26:	learn: 0.5918121	total: 34.8ms	remaining: 1.25s
27:	learn: 0.5852367	total: 36.1ms	remaining: 1.25s
28:	learn: 0.5786806	total: 37.1ms	remaining: 1.24s
29:	learn: 0.5718922	total: 38.1ms	remaining: 1.23s
30:	learn: 0.5659915	total: 39ms	remaining: 1.22s
31:	learn: 0.5594841	total: 39.9ms	remaining: 1.21s
32:	learn: 0.5542235	total: 40.9ms	remaining: 1.2s
33:	learn: 0.5483061	total: 41.8ms	remaining: 1.19s
34:	learn: 0.5433206	total: 42.7ms	remaining: 1.18s
35:	learn: 0.5391423	total: 44.1ms	remaining: 1.18s
36:	learn: 0.5338784	total: 45.3ms	remaining: 1.18s
37:	learn: 0.5300735	total: 46.3ms	remaining: 1.17s
38:	learn: 0.5251671	total: 47.3ms	remaining: 1.17s
39:	learn: 0.5203239	total: 49.4ms	remaining: 1.19s
40:	learn: 0.5151778	total: 50.5ms	remaining: 1.18s
41:	learn: 0.5111282	total: 51.5ms	remaining: 1.17s
42:	learn: 0.5074607	total: 52.7ms	remaining: 1.17s
43:	learn: 0.5028229	total: 53.9ms	remaining: 1.17s
44:	learn: 0.4991757	total: 55ms	remaining: 1.17s
45:	learn: 0.4950384	total: 56.1ms	remaining: 1.16s
46:	learn: 0.4922812	total: 57.1ms	remaining: 1.16s
47:	learn: 0.4881557	total: 58.3ms	remaining: 1.16s
48:	learn: 0.4847888	total: 59.5ms	remaining: 1.15s
49:	learn: 0.4821385	total: 60.5ms	remaining: 1.15s
50:	learn: 0.4784799	total: 62.2ms	remaining: 1.16s
51:	learn: 0.4751755	total: 63.5ms	remaining: 1.16s
52:	learn: 0.4715011	total: 64.4ms	remaining: 1.15s
53:	learn: 0.4689095	total: 65.5ms	remaining: 1.15s
54:	learn: 0.4654973	total: 66.5ms	remaining: 1.14s
55:	learn: 0.4627355	total: 67.5ms	remaining: 1.14s
56:	learn: 0.4599091	total: 68.5ms	remaining: 1.13s
57:	learn: 0.4573405	total: 69.4ms	remaining: 1.13s
58:	learn: 0.4539788	total: 70.5ms	remaining: 1.12s
59:	learn: 0.4511861	total: 71.5ms	remaining: 1.12s
60:	learn: 0.4483056	total: 72.6ms	remaining: 1.12s
61:	learn: 0.4459703	total: 73.6ms	remaining: 1.11s
62:	learn: 0.4432312	total: 74.6ms	remaining: 1.11s
63:	learn: 0.4406514	total: 75.7ms	remaining: 1.11s
64:	learn: 0.4385681	total: 76.7ms	remaining: 1.1s
65:	learn: 0.4358135	total: 77.6ms	remaining: 1.1s
66:	learn: 0.4332792	total: 78.7ms	remaining: 1.1s
67:	learn: 0.4307505	total: 79.8ms	remaining: 1.09s
68:	learn: 0.4276308	total: 80.8ms	remaining: 1.09s
69:	learn: 0.4249864	total: 81.8ms	remaining: 1.09s
70:	learn: 0.4218669	total: 82.9ms	remaining: 1.08s
71:	learn: 0.4199123	total: 83.9ms	remaining: 1.08s
72:	learn: 0.4177090	total: 84.9ms	remaining: 1.08s
73:	learn: 0.4156105	total: 85.9ms	remaining: 1.07s
74:	learn: 0.4132161	total: 87ms	remaining: 1.07s
75:	learn: 0.4114141	total: 88.4ms	remaining: 1.07s
76:	learn: 0.4092267	total: 89.4ms	remaining: 1.07s
77:	learn: 0.4070723	total: 90.3ms	remaining: 1.07s
78:	learn: 0.4054831	total: 91.2ms	remaining: 1.06s
79:	learn: 0.4038445	total: 92.2ms	remaining: 1.06s
80:	learn: 0.4023751	total: 93.3ms	remaining: 1.06s
81:	learn: 0.4007432	total: 94.3ms	remaining: 1.05s
82:	learn: 0.3997116	total: 95.3ms	remaining: 1.05s
83:	learn: 0.3985151	total: 96.3ms	remaining: 1.05s
84:	learn: 0.3967155	total: 97.3ms	remaining: 1.05s
85:	learn: 0.3944835	total: 98.4ms	remaining: 1.04s
86:	learn: 0.3929525	total: 99.5ms	remaining: 1.04s
87:	learn: 0.3914508	total: 101ms	remaining: 1.04s
88:	learn: 0.3895600	total: 102ms	remaining: 1.05s
89:	learn: 0.3885042	total: 103ms	remaining: 1.04s
90:	learn: 0.3865178	total: 104ms	remaining: 1.04s
91:	learn: 0.3847573	total: 105ms	remaining: 1.04s
92:	learn: 0.3833108	total: 106ms	remaining: 1.04s
93:	learn: 0.3822319	total: 108ms	remaining: 1.04s
94:	learn: 0.3807724	total: 109ms	remaining: 1.03s
95:	learn: 0.3801087	total: 110ms	remaining: 1.03s
96:	learn: 0.3792105	total: 111ms	remaining: 1.03s
97:	learn: 0.3782084	total: 112ms	remaining: 1.03s
98:	learn: 0.3762929	total: 113ms	remaining: 1.03s
99:	learn: 0.3748647	total: 114ms	remaining: 1.02s
100:	learn: 0.3729988	total: 115ms	remaining: 1.02s
101:	learn: 0.3720727	total: 116ms	remaining: 1.02s
102:	learn: 0.3712095	total: 118ms	remaining: 1.03s
103:	learn: 0.3696586	total: 119ms	remaining: 1.02s
104:	learn: 0.3683308	total: 120ms	remaining: 1.02s
105:	learn: 0.3669656	total: 121ms	remaining: 1.02s
106:	learn: 0.3659385	total: 122ms	remaining: 1.02s
107:	learn: 0.3641726	total: 123ms	remaining: 1.02s
108:	learn: 0.3629763	total: 124ms	remaining: 1.02s
109:	learn: 0.3615238	total: 125ms	remaining: 1.01s
110:	learn: 0.3602816	total: 127ms	remaining: 1.01s
111:	learn: 0.3587186	total: 128ms	remaining: 1.01s
112:	learn: 0.3576301	total: 129ms	remaining: 1.01s
113:	learn: 0.3565105	total: 131ms	remaining: 1.01s
114:	learn: 0.3558158	total: 132ms	remaining: 1.01s
115:	learn: 0.3543713	total: 133ms	remaining: 1.01s
116:	learn: 0.3531363	total: 134ms	remaining: 1.01s
117:	learn: 0.3520433	total: 136ms	remaining: 1.01s
118:	learn: 0.3506379	total: 137ms	remaining: 1.01s
119:	learn: 0.3500130	total: 138ms	remaining: 1.01s
120:	learn: 0.3485149	total: 139ms	remaining: 1.01s
121:	learn: 0.3470964	total: 142ms	remaining: 1.02s
122:	learn: 0.3466298	total: 143ms	remaining: 1.02s
123:	learn: 0.3452608	total: 144ms	remaining: 1.01s
124:	learn: 0.3443508	total: 145ms	remaining: 1.01s
125:	learn: 0.3434139	total: 146ms	remaining: 1.01s
126:	learn: 0.3424666	total: 147ms	remaining: 1.01s
127:	learn: 0.3411182	total: 148ms	remaining: 1.01s
128:	learn: 0.3398645	total: 149ms	remaining: 1.01s
129:	learn: 0.3384520	total: 150ms	remaining: 1s
130:	learn: 0.3374354	total: 151ms	remaining: 1s
131:	learn: 0.3365739	total: 152ms	remaining: 1s
132:	learn: 0.3361741	total: 153ms	remaining: 1000ms
133:	learn: 0.3349531	total: 155ms	remaining: 1s
134:	learn: 0.3339527	total: 156ms	remaining: 1s
135:	learn: 0.3328759	total: 157ms	remaining: 999ms
136:	learn: 0.3317858	total: 158ms	remaining: 998ms
137:	learn: 0.3304905	total: 159ms	remaining: 996ms
138:	learn: 0.3299586	total: 161ms	remaining: 995ms
139:	learn: 0.3289544	total: 162ms	remaining: 993ms
140:	learn: 0.3275822	total: 163ms	remaining: 991ms
141:	learn: 0.3269943	total: 164ms	remaining: 990ms
142:	learn: 0.3264919	total: 165ms	remaining: 988ms
143:	learn: 0.3255100	total: 166ms	remaining: 987ms
144:	learn: 0.3250564	total: 168ms	remaining: 989ms
145:	learn: 0.3241796	total: 169ms	remaining: 987ms
146:	learn: 0.3230365	total: 170ms	remaining: 986ms
147:	learn: 0.3215196	total: 171ms	remaining: 983ms
148:	learn: 0.3210093	total: 172ms	remaining: 981ms
149:	learn: 0.3202060	total: 173ms	remaining: 979ms
150:	learn: 0.3193831	total: 174ms	remaining: 978ms
151:	learn: 0.3187280	total: 175ms	remaining: 977ms
152:	learn: 0.3183271	total: 176ms	remaining: 975ms
153:	learn: 0.3177791	total: 177ms	remaining: 974ms
154:	learn: 0.3165772	total: 178ms	remaining: 972ms
155:	learn: 0.3157549	total: 179ms	remaining: 970ms
156:	learn: 0.3152673	total: 181ms	remaining: 972ms
157:	learn: 0.3138781	total: 182ms	remaining: 971ms
158:	learn: 0.3134102	total: 207ms	remaining: 1.09s
159:	learn: 0.3129555	total: 208ms	remaining: 1.09s
160:	learn: 0.3123528	total: 210ms	remaining: 1.09s
161:	learn: 0.3115161	total: 211ms	remaining: 1.09s
162:	learn: 0.3101902	total: 212ms	remaining: 1.09s
163:	learn: 0.3085546	total: 214ms	remaining: 1.09s
164:	learn: 0.3077363	total: 215ms	remaining: 1.09s
165:	learn: 0.3068562	total: 217ms	remaining: 1.09s
166:	learn: 0.3056892	total: 219ms	remaining: 1.09s
167:	learn: 0.3046871	total: 220ms	remaining: 1.09s
168:	learn: 0.3037839	total: 221ms	remaining: 1.09s
169:	learn: 0.3031355	total: 223ms	remaining: 1.09s
170:	learn: 0.3023244	total: 224ms	remaining: 1.08s
171:	learn: 0.3013239	total: 225ms	remaining: 1.08s
172:	learn: 0.3002101	total: 226ms	remaining: 1.08s
173:	learn: 0.2996338	total: 227ms	remaining: 1.07s
174:	learn: 0.2990524	total: 228ms	remaining: 1.07s
175:	learn: 0.2981805	total: 229ms	remaining: 1.07s
176:	learn: 0.2974717	total: 230ms	remaining: 1.07s
177:	learn: 0.2964783	total: 230ms	remaining: 1.06s
178:	learn: 0.2956791	total: 231ms	remaining: 1.06s
179:	learn: 0.2947725	total: 233ms	remaining: 1.06s
180:	learn: 0.2940769	total: 234ms	remaining: 1.06s
181:	learn: 0.2929708	total: 235ms	remaining: 1.05s
182:	learn: 0.2924599	total: 236ms	remaining: 1.05s
183:	learn: 0.2915962	total: 238ms	remaining: 1.05s
184:	learn: 0.2907371	total: 239ms	remaining: 1.05s
185:	learn: 0.2895608	total: 240ms	remaining: 1.05s
186:	learn: 0.2890592	total: 241ms	remaining: 1.05s
187:	learn: 0.2883074	total: 242ms	remaining: 1.04s
188:	learn: 0.2880185	total: 243ms	remaining: 1.04s
189:	learn: 0.2868122	total: 244ms	remaining: 1.04s
190:	learn: 0.2862152	total: 245ms	remaining: 1.04s
191:	learn: 0.2854101	total: 246ms	remaining: 1.03s
192:	learn: 0.2848229	total: 247ms	remaining: 1.03s
193:	learn: 0.2838505	total: 248ms	remaining: 1.03s
194:	learn: 0.2830852	total: 249ms	remaining: 1.03s
195:	learn: 0.2822941	total: 250ms	remaining: 1.02s
196:	learn: 0.2817324	total: 252ms	remaining: 1.03s
197:	learn: 0.2809584	total: 253ms	remaining: 1.02s
198:	learn: 0.2804311	total: 254ms	remaining: 1.02s
199:	learn: 0.2796314	total: 255ms	remaining: 1.02s
200:	learn: 0.2789434	total: 256ms	remaining: 1.02s
201:	learn: 0.2779243	total: 257ms	remaining: 1.02s
202:	learn: 0.2768561	total: 258ms	remaining: 1.01s
203:	learn: 0.2760091	total: 259ms	remaining: 1.01s
204:	learn: 0.2746820	total: 260ms	remaining: 1.01s
205:	learn: 0.2742164	total: 261ms	remaining: 1.01s
206:	learn: 0.2733036	total: 262ms	remaining: 1s
207:	learn: 0.2721297	total: 263ms	remaining: 1s
208:	learn: 0.2718286	total: 264ms	remaining: 1s
209:	learn: 0.2712358	total: 266ms	remaining: 1s
210:	learn: 0.2704383	total: 267ms	remaining: 1000ms
211:	learn: 0.2693660	total: 269ms	remaining: 998ms
212:	learn: 0.2686947	total: 270ms	remaining: 997ms
213:	learn: 0.2670085	total: 271ms	remaining: 995ms
214:	learn: 0.2664390	total: 272ms	remaining: 995ms
215:	learn: 0.2653193	total: 274ms	remaining: 994ms
216:	learn: 0.2643520	total: 275ms	remaining: 993ms
217:	learn: 0.2632379	total: 277ms	remaining: 992ms
218:	learn: 0.2625949	total: 278ms	remaining: 990ms
219:	learn: 0.2619287	total: 279ms	remaining: 989ms
220:	learn: 0.2610883	total: 280ms	remaining: 988ms
221:	learn: 0.2605311	total: 281ms	remaining: 985ms
222:	learn: 0.2595313	total: 282ms	remaining: 983ms
223:	learn: 0.2585231	total: 283ms	remaining: 981ms
224:	learn: 0.2579985	total: 284ms	remaining: 979ms
225:	learn: 0.2573166	total: 285ms	remaining: 977ms
226:	learn: 0.2567984	total: 287ms	remaining: 976ms
227:	learn: 0.2554226	total: 288ms	remaining: 974ms
228:	learn: 0.2542266	total: 289ms	remaining: 973ms
229:	learn: 0.2532616	total: 291ms	remaining: 975ms
230:	learn: 0.2527236	total: 292ms	remaining: 973ms
231:	learn: 0.2514941	total: 294ms	remaining: 972ms
232:	learn: 0.2509812	total: 295ms	remaining: 970ms
233:	learn: 0.2498334	total: 296ms	remaining: 968ms
234:	learn: 0.2492649	total: 297ms	remaining: 966ms
235:	learn: 0.2480908	total: 298ms	remaining: 964ms
236:	learn: 0.2472587	total: 299ms	remaining: 963ms
237:	learn: 0.2467650	total: 300ms	remaining: 961ms
238:	learn: 0.2462226	total: 301ms	remaining: 959ms
239:	learn: 0.2451167	total: 302ms	remaining: 957ms
240:	learn: 0.2444073	total: 304ms	remaining: 957ms
241:	learn: 0.2432925	total: 305ms	remaining: 956ms
242:	learn: 0.2425214	total: 307ms	remaining: 955ms
243:	learn: 0.2418184	total: 308ms	remaining: 953ms
244:	learn: 0.2407757	total: 309ms	remaining: 951ms
245:	learn: 0.2401935	total: 310ms	remaining: 949ms
246:	learn: 0.2393370	total: 311ms	remaining: 948ms
247:	learn: 0.2389117	total: 312ms	remaining: 946ms
248:	learn: 0.2375591	total: 313ms	remaining: 944ms
249:	learn: 0.2364555	total: 314ms	remaining: 943ms
250:	learn: 0.2357296	total: 315ms	remaining: 941ms
251:	learn: 0.2345839	total: 316ms	remaining: 939ms
252:	learn: 0.2338522	total: 318ms	remaining: 939ms
253:	learn: 0.2332653	total: 319ms	remaining: 937ms
254:	learn: 0.2324328	total: 320ms	remaining: 936ms
255:	learn: 0.2315826	total: 321ms	remaining: 934ms
256:	learn: 0.2308642	total: 322ms	remaining: 932ms
257:	learn: 0.2298480	total: 324ms	remaining: 931ms
258:	learn: 0.2288745	total: 325ms	remaining: 929ms
259:	learn: 0.2278069	total: 326ms	remaining: 927ms
260:	learn: 0.2269808	total: 327ms	remaining: 925ms
261:	learn: 0.2259869	total: 328ms	remaining: 924ms
262:	learn: 0.2247286	total: 329ms	remaining: 922ms
263:	learn: 0.2239993	total: 331ms	remaining: 922ms
264:	learn: 0.2230877	total: 332ms	remaining: 921ms
265:	learn: 0.2225959	total: 333ms	remaining: 919ms
266:	learn: 0.2220016	total: 334ms	remaining: 917ms
267:	learn: 0.2214912	total: 335ms	remaining: 916ms
268:	learn: 0.2208190	total: 336ms	remaining: 914ms
269:	learn: 0.2200022	total: 338ms	remaining: 914ms
270:	learn: 0.2190924	total: 339ms	remaining: 912ms
271:	learn: 0.2183744	total: 340ms	remaining: 910ms
272:	learn: 0.2175250	total: 341ms	remaining: 908ms
273:	learn: 0.2168489	total: 342ms	remaining: 906ms
274:	learn: 0.2164730	total: 343ms	remaining: 904ms
275:	learn: 0.2159270	total: 345ms	remaining: 906ms
276:	learn: 0.2150327	total: 347ms	remaining: 904ms
277:	learn: 0.2143276	total: 348ms	remaining: 903ms
278:	learn: 0.2134692	total: 349ms	remaining: 901ms
279:	learn: 0.2126496	total: 350ms	remaining: 899ms
280:	learn: 0.2121248	total: 351ms	remaining: 897ms
281:	learn: 0.2115984	total: 352ms	remaining: 896ms
282:	learn: 0.2111537	total: 353ms	remaining: 894ms
283:	learn: 0.2107732	total: 354ms	remaining: 893ms
284:	learn: 0.2099534	total: 355ms	remaining: 892ms
285:	learn: 0.2092712	total: 356ms	remaining: 890ms
286:	learn: 0.2085286	total: 358ms	remaining: 890ms
287:	learn: 0.2076322	total: 359ms	remaining: 888ms
288:	learn: 0.2072419	total: 360ms	remaining: 886ms
289:	learn: 0.2062611	total: 361ms	remaining: 884ms
290:	learn: 0.2053831	total: 362ms	remaining: 882ms
291:	learn: 0.2048213	total: 363ms	remaining: 881ms
292:	learn: 0.2042886	total: 364ms	remaining: 879ms
293:	learn: 0.2038917	total: 365ms	remaining: 877ms
294:	learn: 0.2032809	total: 366ms	remaining: 876ms
295:	learn: 0.2026709	total: 367ms	remaining: 874ms
296:	learn: 0.2018064	total: 368ms	remaining: 872ms
297:	learn: 0.2009279	total: 369ms	remaining: 870ms
298:	learn: 0.1998808	total: 370ms	remaining: 868ms
299:	learn: 0.1993837	total: 372ms	remaining: 867ms
300:	learn: 0.1986466	total: 373ms	remaining: 866ms
301:	learn: 0.1979667	total: 374ms	remaining: 865ms
302:	learn: 0.1975282	total: 375ms	remaining: 863ms
303:	learn: 0.1966872	total: 376ms	remaining: 861ms
304:	learn: 0.1962331	total: 377ms	remaining: 859ms
305:	learn: 0.1955574	total: 378ms	remaining: 857ms
306:	learn: 0.1948980	total: 379ms	remaining: 855ms
307:	learn: 0.1942951	total: 380ms	remaining: 854ms
308:	learn: 0.1938118	total: 381ms	remaining: 852ms
309:	learn: 0.1930214	total: 382ms	remaining: 850ms
310:	learn: 0.1922144	total: 383ms	remaining: 848ms
311:	learn: 0.1914359	total: 384ms	remaining: 847ms
312:	learn: 0.1905946	total: 385ms	remaining: 845ms
313:	learn: 0.1900388	total: 387ms	remaining: 846ms
314:	learn: 0.1893581	total: 388ms	remaining: 844ms
315:	learn: 0.1889571	total: 389ms	remaining: 842ms
316:	learn: 0.1882043	total: 390ms	remaining: 840ms
317:	learn: 0.1875021	total: 391ms	remaining: 838ms
318:	learn: 0.1870580	total: 392ms	remaining: 837ms
319:	learn: 0.1865826	total: 393ms	remaining: 835ms
320:	learn: 0.1862418	total: 394ms	remaining: 834ms
321:	learn: 0.1858816	total: 395ms	remaining: 832ms
322:	learn: 0.1854393	total: 396ms	remaining: 830ms
323:	learn: 0.1845694	total: 397ms	remaining: 829ms
324:	learn: 0.1840051	total: 398ms	remaining: 827ms
325:	learn: 0.1833665	total: 399ms	remaining: 825ms
326:	learn: 0.1825862	total: 400ms	remaining: 824ms
327:	learn: 0.1818380	total: 401ms	remaining: 822ms
328:	learn: 0.1812647	total: 402ms	remaining: 821ms
329:	learn: 0.1805901	total: 403ms	remaining: 819ms
330:	learn: 0.1803131	total: 404ms	remaining: 817ms
331:	learn: 0.1799622	total: 405ms	remaining: 816ms
332:	learn: 0.1794597	total: 406ms	remaining: 814ms
333:	learn: 0.1788998	total: 407ms	remaining: 812ms
334:	learn: 0.1785359	total: 408ms	remaining: 810ms
335:	learn: 0.1780623	total: 409ms	remaining: 809ms
336:	learn: 0.1776865	total: 410ms	remaining: 807ms
337:	learn: 0.1772966	total: 412ms	remaining: 806ms
338:	learn: 0.1770086	total: 413ms	remaining: 805ms
339:	learn: 0.1765844	total: 414ms	remaining: 803ms
340:	learn: 0.1760056	total: 415ms	remaining: 803ms
341:	learn: 0.1753182	total: 416ms	remaining: 801ms
342:	learn: 0.1749192	total: 417ms	remaining: 799ms
343:	learn: 0.1740510	total: 418ms	remaining: 798ms
344:	learn: 0.1734620	total: 420ms	remaining: 797ms
345:	learn: 0.1728480	total: 421ms	remaining: 796ms
346:	learn: 0.1721985	total: 423ms	remaining: 795ms
347:	learn: 0.1719580	total: 424ms	remaining: 794ms
348:	learn: 0.1712941	total: 425ms	remaining: 793ms
349:	learn: 0.1706369	total: 426ms	remaining: 791ms
350:	learn: 0.1700008	total: 427ms	remaining: 790ms
351:	learn: 0.1694998	total: 429ms	remaining: 789ms
352:	learn: 0.1690683	total: 430ms	remaining: 788ms
353:	learn: 0.1684751	total: 431ms	remaining: 787ms
354:	learn: 0.1678785	total: 433ms	remaining: 786ms
355:	learn: 0.1673197	total: 434ms	remaining: 784ms
356:	learn: 0.1669396	total: 435ms	remaining: 783ms
357:	learn: 0.1663014	total: 436ms	remaining: 781ms
358:	learn: 0.1660987	total: 437ms	remaining: 780ms
359:	learn: 0.1657030	total: 438ms	remaining: 779ms
360:	learn: 0.1650751	total: 440ms	remaining: 779ms
361:	learn: 0.1645152	total: 442ms	remaining: 779ms
362:	learn: 0.1642055	total: 443ms	remaining: 778ms
363:	learn: 0.1636983	total: 444ms	remaining: 777ms
364:	learn: 0.1634966	total: 446ms	remaining: 776ms
365:	learn: 0.1631859	total: 447ms	remaining: 775ms
366:	learn: 0.1624352	total: 449ms	remaining: 774ms
367:	learn: 0.1621433	total: 450ms	remaining: 772ms
368:	learn: 0.1618606	total: 451ms	remaining: 771ms
369:	learn: 0.1612751	total: 452ms	remaining: 770ms
370:	learn: 0.1609363	total: 453ms	remaining: 768ms
371:	learn: 0.1605746	total: 454ms	remaining: 767ms
372:	learn: 0.1600206	total: 456ms	remaining: 767ms
373:	learn: 0.1596837	total: 457ms	remaining: 765ms
374:	learn: 0.1592531	total: 458ms	remaining: 764ms
375:	learn: 0.1588071	total: 459ms	remaining: 762ms
376:	learn: 0.1583049	total: 460ms	remaining: 761ms
377:	learn: 0.1577751	total: 461ms	remaining: 759ms
378:	learn: 0.1575607	total: 462ms	remaining: 758ms
379:	learn: 0.1566798	total: 464ms	remaining: 756ms
380:	learn: 0.1562003	total: 465ms	remaining: 755ms
381:	learn: 0.1558832	total: 466ms	remaining: 754ms
382:	learn: 0.1554851	total: 467ms	remaining: 752ms
383:	learn: 0.1549437	total: 469ms	remaining: 752ms
384:	learn: 0.1544318	total: 470ms	remaining: 751ms
385:	learn: 0.1539593	total: 471ms	remaining: 749ms
386:	learn: 0.1536950	total: 472ms	remaining: 748ms
387:	learn: 0.1534621	total: 473ms	remaining: 746ms
388:	learn: 0.1530076	total: 474ms	remaining: 745ms
389:	learn: 0.1526635	total: 475ms	remaining: 743ms
390:	learn: 0.1522454	total: 476ms	remaining: 742ms
391:	learn: 0.1517133	total: 477ms	remaining: 740ms
392:	learn: 0.1513826	total: 478ms	remaining: 739ms
393:	learn: 0.1509594	total: 480ms	remaining: 738ms
394:	learn: 0.1506397	total: 481ms	remaining: 737ms
395:	learn: 0.1500604	total: 482ms	remaining: 735ms
396:	learn: 0.1496571	total: 483ms	remaining: 734ms
397:	learn: 0.1491894	total: 484ms	remaining: 732ms
398:	learn: 0.1487942	total: 485ms	remaining: 731ms
399:	learn: 0.1484637	total: 486ms	remaining: 729ms
400:	learn: 0.1481058	total: 487ms	remaining: 727ms
401:	learn: 0.1479101	total: 488ms	remaining: 726ms
402:	learn: 0.1473108	total: 489ms	remaining: 724ms
403:	learn: 0.1469017	total: 490ms	remaining: 723ms
404:	learn: 0.1462968	total: 491ms	remaining: 722ms
405:	learn: 0.1460587	total: 492ms	remaining: 720ms
406:	learn: 0.1453938	total: 495ms	remaining: 721ms
407:	learn: 0.1447295	total: 496ms	remaining: 720ms
408:	learn: 0.1443222	total: 497ms	remaining: 719ms
409:	learn: 0.1439386	total: 498ms	remaining: 717ms
410:	learn: 0.1435519	total: 499ms	remaining: 715ms
411:	learn: 0.1429731	total: 500ms	remaining: 714ms
412:	learn: 0.1424676	total: 501ms	remaining: 713ms
413:	learn: 0.1421019	total: 502ms	remaining: 711ms
414:	learn: 0.1418044	total: 503ms	remaining: 710ms
415:	learn: 0.1415633	total: 504ms	remaining: 708ms
416:	learn: 0.1410128	total: 505ms	remaining: 707ms
417:	learn: 0.1405884	total: 506ms	remaining: 705ms
418:	learn: 0.1403016	total: 508ms	remaining: 704ms
419:	learn: 0.1400666	total: 510ms	remaining: 704ms
420:	learn: 0.1396985	total: 511ms	remaining: 702ms
421:	learn: 0.1392508	total: 512ms	remaining: 701ms
422:	learn: 0.1390638	total: 513ms	remaining: 699ms
423:	learn: 0.1388431	total: 514ms	remaining: 698ms
424:	learn: 0.1386983	total: 515ms	remaining: 696ms
425:	learn: 0.1382348	total: 516ms	remaining: 695ms
426:	learn: 0.1376953	total: 517ms	remaining: 693ms
427:	learn: 0.1373379	total: 518ms	remaining: 692ms
428:	learn: 0.1368896	total: 519ms	remaining: 691ms
429:	learn: 0.1365156	total: 520ms	remaining: 690ms
430:	learn: 0.1359619	total: 521ms	remaining: 688ms
431:	learn: 0.1353866	total: 523ms	remaining: 688ms
432:	learn: 0.1349806	total: 524ms	remaining: 687ms
433:	learn: 0.1347608	total: 526ms	remaining: 686ms
434:	learn: 0.1342144	total: 527ms	remaining: 684ms
435:	learn: 0.1339652	total: 528ms	remaining: 683ms
436:	learn: 0.1333094	total: 529ms	remaining: 681ms
437:	learn: 0.1329198	total: 530ms	remaining: 680ms
438:	learn: 0.1322730	total: 531ms	remaining: 678ms
439:	learn: 0.1318024	total: 532ms	remaining: 677ms
440:	learn: 0.1314157	total: 533ms	remaining: 676ms
441:	learn: 0.1312546	total: 534ms	remaining: 674ms
442:	learn: 0.1308382	total: 535ms	remaining: 673ms
443:	learn: 0.1304509	total: 537ms	remaining: 673ms
444:	learn: 0.1302220	total: 538ms	remaining: 671ms
445:	learn: 0.1297540	total: 539ms	remaining: 670ms
446:	learn: 0.1294076	total: 540ms	remaining: 668ms
447:	learn: 0.1290681	total: 541ms	remaining: 667ms
448:	learn: 0.1287081	total: 542ms	remaining: 665ms
449:	learn: 0.1283244	total: 543ms	remaining: 664ms
450:	learn: 0.1277054	total: 544ms	remaining: 662ms
451:	learn: 0.1274367	total: 545ms	remaining: 661ms
452:	learn: 0.1272270	total: 546ms	remaining: 659ms
453:	learn: 0.1269619	total: 547ms	remaining: 658ms
454:	learn: 0.1266354	total: 548ms	remaining: 657ms
455:	learn: 0.1264482	total: 549ms	remaining: 655ms
456:	learn: 0.1261606	total: 551ms	remaining: 655ms
457:	learn: 0.1258690	total: 552ms	remaining: 654ms
458:	learn: 0.1255078	total: 553ms	remaining: 652ms
459:	learn: 0.1251021	total: 554ms	remaining: 651ms
460:	learn: 0.1249140	total: 555ms	remaining: 649ms
461:	learn: 0.1247187	total: 556ms	remaining: 648ms
462:	learn: 0.1243928	total: 557ms	remaining: 646ms
463:	learn: 0.1240832	total: 558ms	remaining: 645ms
464:	learn: 0.1237305	total: 559ms	remaining: 643ms
465:	learn: 0.1233634	total: 560ms	remaining: 642ms
466:	learn: 0.1230803	total: 561ms	remaining: 641ms
467:	learn: 0.1227326	total: 562ms	remaining: 639ms
468:	learn: 0.1223564	total: 564ms	remaining: 638ms
469:	learn: 0.1220250	total: 566ms	remaining: 638ms
470:	learn: 0.1218164	total: 567ms	remaining: 636ms
471:	learn: 0.1216609	total: 567ms	remaining: 635ms
472:	learn: 0.1212961	total: 569ms	remaining: 633ms
473:	learn: 0.1210993	total: 570ms	remaining: 632ms
474:	learn: 0.1209431	total: 571ms	remaining: 631ms
475:	learn: 0.1205507	total: 572ms	remaining: 629ms
476:	learn: 0.1201841	total: 573ms	remaining: 628ms
477:	learn: 0.1197682	total: 574ms	remaining: 627ms
478:	learn: 0.1193959	total: 576ms	remaining: 626ms
479:	learn: 0.1186314	total: 577ms	remaining: 625ms
480:	learn: 0.1182669	total: 579ms	remaining: 625ms
481:	learn: 0.1176989	total: 580ms	remaining: 624ms
482:	learn: 0.1174449	total: 581ms	remaining: 622ms
483:	learn: 0.1171800	total: 582ms	remaining: 621ms
484:	learn: 0.1166478	total: 583ms	remaining: 620ms
485:	learn: 0.1163542	total: 584ms	remaining: 618ms
486:	learn: 0.1160661	total: 585ms	remaining: 617ms
487:	learn: 0.1155894	total: 587ms	remaining: 615ms
488:	learn: 0.1151722	total: 588ms	remaining: 614ms
489:	learn: 0.1148758	total: 589ms	remaining: 613ms
490:	learn: 0.1145546	total: 590ms	remaining: 612ms
491:	learn: 0.1141783	total: 591ms	remaining: 610ms
492:	learn: 0.1138100	total: 593ms	remaining: 610ms
493:	learn: 0.1136553	total: 594ms	remaining: 609ms
494:	learn: 0.1134793	total: 595ms	remaining: 607ms
495:	learn: 0.1132203	total: 597ms	remaining: 606ms
496:	learn: 0.1130315	total: 598ms	remaining: 605ms
497:	learn: 0.1125716	total: 599ms	remaining: 604ms
498:	learn: 0.1120408	total: 600ms	remaining: 602ms
499:	learn: 0.1116983	total: 601ms	remaining: 601ms
500:	learn: 0.1113589	total: 602ms	remaining: 600ms
501:	learn: 0.1111094	total: 603ms	remaining: 599ms
502:	learn: 0.1107561	total: 606ms	remaining: 599ms
503:	learn: 0.1102642	total: 607ms	remaining: 598ms
504:	learn: 0.1101192	total: 609ms	remaining: 597ms
505:	learn: 0.1099060	total: 610ms	remaining: 595ms
506:	learn: 0.1094051	total: 611ms	remaining: 594ms
507:	learn: 0.1091624	total: 612ms	remaining: 593ms
508:	learn: 0.1090346	total: 613ms	remaining: 592ms
509:	learn: 0.1085473	total: 615ms	remaining: 590ms
510:	learn: 0.1081577	total: 616ms	remaining: 589ms
511:	learn: 0.1076060	total: 617ms	remaining: 588ms
512:	learn: 0.1074141	total: 619ms	remaining: 588ms
513:	learn: 0.1069985	total: 620ms	remaining: 586ms
514:	learn: 0.1066045	total: 621ms	remaining: 585ms
515:	learn: 0.1062636	total: 622ms	remaining: 584ms
516:	learn: 0.1060864	total: 623ms	remaining: 582ms
517:	learn: 0.1058279	total: 624ms	remaining: 581ms
518:	learn: 0.1056992	total: 625ms	remaining: 580ms
519:	learn: 0.1054936	total: 626ms	remaining: 578ms
520:	learn: 0.1051532	total: 628ms	remaining: 577ms
521:	learn: 0.1049951	total: 629ms	remaining: 576ms
522:	learn: 0.1044772	total: 630ms	remaining: 575ms
523:	learn: 0.1043473	total: 632ms	remaining: 574ms
524:	learn: 0.1038287	total: 634ms	remaining: 573ms
525:	learn: 0.1035074	total: 637ms	remaining: 574ms
526:	learn: 0.1030201	total: 638ms	remaining: 573ms
527:	learn: 0.1028751	total: 639ms	remaining: 571ms
528:	learn: 0.1025818	total: 640ms	remaining: 570ms
529:	learn: 0.1023045	total: 641ms	remaining: 569ms
530:	learn: 0.1020484	total: 642ms	remaining: 567ms
531:	learn: 0.1016491	total: 644ms	remaining: 566ms
532:	learn: 0.1013683	total: 646ms	remaining: 566ms
533:	learn: 0.1010492	total: 647ms	remaining: 565ms
534:	learn: 0.1006010	total: 648ms	remaining: 563ms
535:	learn: 0.1003965	total: 649ms	remaining: 562ms
536:	learn: 0.1002050	total: 650ms	remaining: 561ms
537:	learn: 0.0996670	total: 651ms	remaining: 559ms
538:	learn: 0.0994888	total: 652ms	remaining: 558ms
539:	learn: 0.0989547	total: 653ms	remaining: 556ms
540:	learn: 0.0987196	total: 654ms	remaining: 555ms
541:	learn: 0.0983560	total: 655ms	remaining: 554ms
542:	learn: 0.0979325	total: 656ms	remaining: 552ms
543:	learn: 0.0976626	total: 657ms	remaining: 551ms
544:	learn: 0.0975254	total: 658ms	remaining: 550ms
545:	learn: 0.0973214	total: 661ms	remaining: 549ms
546:	learn: 0.0969633	total: 662ms	remaining: 548ms
547:	learn: 0.0966150	total: 663ms	remaining: 547ms
548:	learn: 0.0963335	total: 664ms	remaining: 545ms
549:	learn: 0.0958113	total: 665ms	remaining: 544ms
550:	learn: 0.0956627	total: 666ms	remaining: 542ms
551:	learn: 0.0955014	total: 667ms	remaining: 541ms
552:	learn: 0.0950953	total: 668ms	remaining: 540ms
553:	learn: 0.0948322	total: 669ms	remaining: 538ms
554:	learn: 0.0945885	total: 670ms	remaining: 537ms
555:	learn: 0.0943023	total: 671ms	remaining: 536ms
556:	learn: 0.0941035	total: 672ms	remaining: 534ms
557:	learn: 0.0939550	total: 673ms	remaining: 533ms
558:	learn: 0.0937426	total: 675ms	remaining: 532ms
559:	learn: 0.0934534	total: 675ms	remaining: 531ms
560:	learn: 0.0931766	total: 677ms	remaining: 529ms
561:	learn: 0.0928521	total: 678ms	remaining: 528ms
562:	learn: 0.0926463	total: 679ms	remaining: 527ms
563:	learn: 0.0925015	total: 679ms	remaining: 525ms
564:	learn: 0.0921880	total: 681ms	remaining: 524ms
565:	learn: 0.0918903	total: 682ms	remaining: 523ms
566:	learn: 0.0915564	total: 683ms	remaining: 521ms
567:	learn: 0.0914612	total: 684ms	remaining: 520ms
568:	learn: 0.0912012	total: 685ms	remaining: 519ms
569:	learn: 0.0909812	total: 686ms	remaining: 517ms
570:	learn: 0.0908808	total: 686ms	remaining: 516ms
571:	learn: 0.0906656	total: 689ms	remaining: 515ms
572:	learn: 0.0903594	total: 690ms	remaining: 514ms
573:	learn: 0.0900348	total: 691ms	remaining: 513ms
574:	learn: 0.0898314	total: 692ms	remaining: 512ms
575:	learn: 0.0897012	total: 693ms	remaining: 510ms
576:	learn: 0.0894505	total: 694ms	remaining: 509ms
577:	learn: 0.0893496	total: 695ms	remaining: 508ms
578:	learn: 0.0892283	total: 697ms	remaining: 506ms
579:	learn: 0.0889581	total: 698ms	remaining: 505ms
580:	learn: 0.0888616	total: 699ms	remaining: 504ms
581:	learn: 0.0886667	total: 700ms	remaining: 503ms
582:	learn: 0.0884393	total: 701ms	remaining: 501ms
583:	learn: 0.0883391	total: 703ms	remaining: 500ms
584:	learn: 0.0882467	total: 704ms	remaining: 499ms
585:	learn: 0.0881745	total: 705ms	remaining: 498ms
586:	learn: 0.0879892	total: 706ms	remaining: 496ms
587:	learn: 0.0876017	total: 707ms	remaining: 495ms
588:	learn: 0.0873439	total: 708ms	remaining: 494ms
589:	learn: 0.0870772	total: 709ms	remaining: 492ms
590:	learn: 0.0868679	total: 710ms	remaining: 491ms
591:	learn: 0.0866240	total: 711ms	remaining: 490ms
592:	learn: 0.0865379	total: 712ms	remaining: 489ms
593:	learn: 0.0861655	total: 713ms	remaining: 487ms
594:	learn: 0.0857678	total: 714ms	remaining: 486ms
595:	learn: 0.0856842	total: 715ms	remaining: 485ms
596:	learn: 0.0856157	total: 716ms	remaining: 483ms
597:	learn: 0.0852633	total: 717ms	remaining: 482ms
598:	learn: 0.0850568	total: 718ms	remaining: 481ms
599:	learn: 0.0848518	total: 719ms	remaining: 479ms
600:	learn: 0.0846129	total: 720ms	remaining: 478ms
601:	learn: 0.0842271	total: 721ms	remaining: 477ms
602:	learn: 0.0840148	total: 722ms	remaining: 475ms
603:	learn: 0.0835934	total: 723ms	remaining: 474ms
604:	learn: 0.0834723	total: 724ms	remaining: 473ms
605:	learn: 0.0832057	total: 725ms	remaining: 471ms
606:	learn: 0.0828042	total: 726ms	remaining: 470ms
607:	learn: 0.0826704	total: 727ms	remaining: 469ms
608:	learn: 0.0824893	total: 728ms	remaining: 468ms
609:	learn: 0.0823470	total: 731ms	remaining: 467ms
610:	learn: 0.0822343	total: 732ms	remaining: 466ms
611:	learn: 0.0821522	total: 733ms	remaining: 465ms
612:	learn: 0.0820401	total: 734ms	remaining: 463ms
613:	learn: 0.0818465	total: 735ms	remaining: 462ms
614:	learn: 0.0816344	total: 736ms	remaining: 461ms
615:	learn: 0.0814129	total: 737ms	remaining: 459ms
616:	learn: 0.0812462	total: 738ms	remaining: 458ms
617:	learn: 0.0811734	total: 739ms	remaining: 457ms
618:	learn: 0.0809831	total: 740ms	remaining: 456ms
619:	learn: 0.0808719	total: 742ms	remaining: 454ms
620:	learn: 0.0806844	total: 743ms	remaining: 454ms
621:	learn: 0.0804831	total: 745ms	remaining: 453ms
622:	learn: 0.0801783	total: 746ms	remaining: 451ms
623:	learn: 0.0798996	total: 747ms	remaining: 450ms
624:	learn: 0.0797270	total: 748ms	remaining: 449ms
625:	learn: 0.0795297	total: 749ms	remaining: 448ms
626:	learn: 0.0793014	total: 750ms	remaining: 446ms
627:	learn: 0.0790772	total: 751ms	remaining: 445ms
628:	learn: 0.0789734	total: 753ms	remaining: 444ms
629:	learn: 0.0788078	total: 754ms	remaining: 443ms
630:	learn: 0.0786038	total: 755ms	remaining: 441ms
631:	learn: 0.0784255	total: 757ms	remaining: 441ms
632:	learn: 0.0782991	total: 758ms	remaining: 439ms
633:	learn: 0.0782146	total: 759ms	remaining: 438ms
634:	learn: 0.0781355	total: 760ms	remaining: 437ms
635:	learn: 0.0779722	total: 761ms	remaining: 436ms
636:	learn: 0.0777203	total: 762ms	remaining: 434ms
637:	learn: 0.0775422	total: 763ms	remaining: 433ms
638:	learn: 0.0774061	total: 765ms	remaining: 432ms
639:	learn: 0.0772782	total: 766ms	remaining: 431ms
640:	learn: 0.0770680	total: 768ms	remaining: 430ms
641:	learn: 0.0768302	total: 770ms	remaining: 429ms
642:	learn: 0.0765996	total: 771ms	remaining: 428ms
643:	learn: 0.0765306	total: 772ms	remaining: 427ms
644:	learn: 0.0764031	total: 773ms	remaining: 425ms
645:	learn: 0.0762519	total: 774ms	remaining: 424ms
646:	learn: 0.0761693	total: 775ms	remaining: 423ms
647:	learn: 0.0759999	total: 776ms	remaining: 422ms
648:	learn: 0.0757817	total: 777ms	remaining: 420ms
649:	learn: 0.0754021	total: 778ms	remaining: 419ms
650:	learn: 0.0752992	total: 779ms	remaining: 418ms
651:	learn: 0.0750584	total: 781ms	remaining: 417ms
652:	learn: 0.0747251	total: 782ms	remaining: 416ms
653:	learn: 0.0744587	total: 784ms	remaining: 415ms
654:	learn: 0.0743106	total: 785ms	remaining: 413ms
655:	learn: 0.0741511	total: 786ms	remaining: 412ms
656:	learn: 0.0739465	total: 789ms	remaining: 412ms
657:	learn: 0.0738339	total: 790ms	remaining: 411ms
658:	learn: 0.0736305	total: 791ms	remaining: 409ms
659:	learn: 0.0735467	total: 792ms	remaining: 408ms
660:	learn: 0.0734899	total: 793ms	remaining: 407ms
661:	learn: 0.0733873	total: 794ms	remaining: 406ms
662:	learn: 0.0731463	total: 797ms	remaining: 405ms
663:	learn: 0.0730122	total: 798ms	remaining: 404ms
664:	learn: 0.0728186	total: 799ms	remaining: 403ms
665:	learn: 0.0726009	total: 800ms	remaining: 401ms
666:	learn: 0.0723622	total: 801ms	remaining: 400ms
667:	learn: 0.0722359	total: 803ms	remaining: 399ms
668:	learn: 0.0720415	total: 804ms	remaining: 398ms
669:	learn: 0.0718304	total: 805ms	remaining: 396ms
670:	learn: 0.0716164	total: 806ms	remaining: 395ms
671:	learn: 0.0715407	total: 807ms	remaining: 394ms
672:	learn: 0.0713838	total: 808ms	remaining: 393ms
673:	learn: 0.0711806	total: 810ms	remaining: 392ms
674:	learn: 0.0709761	total: 811ms	remaining: 391ms
675:	learn: 0.0708776	total: 812ms	remaining: 389ms
676:	learn: 0.0706306	total: 815ms	remaining: 389ms
677:	learn: 0.0704536	total: 816ms	remaining: 388ms
678:	learn: 0.0703722	total: 817ms	remaining: 386ms
679:	learn: 0.0701735	total: 818ms	remaining: 385ms
680:	learn: 0.0699907	total: 819ms	remaining: 384ms
681:	learn: 0.0698071	total: 820ms	remaining: 383ms
682:	learn: 0.0696028	total: 821ms	remaining: 381ms
683:	learn: 0.0694172	total: 822ms	remaining: 380ms
684:	learn: 0.0691798	total: 823ms	remaining: 379ms
685:	learn: 0.0690142	total: 825ms	remaining: 378ms
686:	learn: 0.0689098	total: 827ms	remaining: 377ms
687:	learn: 0.0687468	total: 828ms	remaining: 375ms
688:	learn: 0.0685927	total: 829ms	remaining: 374ms
689:	learn: 0.0683648	total: 830ms	remaining: 373ms
690:	learn: 0.0682375	total: 831ms	remaining: 372ms
691:	learn: 0.0679729	total: 833ms	remaining: 371ms
692:	learn: 0.0677816	total: 834ms	remaining: 369ms
693:	learn: 0.0676577	total: 835ms	remaining: 368ms
694:	learn: 0.0674574	total: 837ms	remaining: 367ms
695:	learn: 0.0672033	total: 838ms	remaining: 366ms
696:	learn: 0.0670929	total: 839ms	remaining: 365ms
697:	learn: 0.0669442	total: 841ms	remaining: 364ms
698:	learn: 0.0668076	total: 841ms	remaining: 362ms
699:	learn: 0.0667345	total: 843ms	remaining: 361ms
700:	learn: 0.0666052	total: 844ms	remaining: 360ms
701:	learn: 0.0664190	total: 845ms	remaining: 359ms
702:	learn: 0.0662087	total: 847ms	remaining: 358ms
703:	learn: 0.0660866	total: 848ms	remaining: 357ms
704:	learn: 0.0660101	total: 850ms	remaining: 355ms
705:	learn: 0.0658683	total: 851ms	remaining: 354ms
706:	learn: 0.0657408	total: 852ms	remaining: 353ms
707:	learn: 0.0655074	total: 853ms	remaining: 352ms
708:	learn: 0.0654238	total: 854ms	remaining: 350ms
709:	learn: 0.0651915	total: 855ms	remaining: 349ms
710:	learn: 0.0649546	total: 856ms	remaining: 348ms
711:	learn: 0.0647234	total: 857ms	remaining: 347ms
712:	learn: 0.0646485	total: 858ms	remaining: 345ms
713:	learn: 0.0645055	total: 859ms	remaining: 344ms
714:	learn: 0.0643593	total: 860ms	remaining: 343ms
715:	learn: 0.0642415	total: 861ms	remaining: 341ms
716:	learn: 0.0641526	total: 862ms	remaining: 340ms
717:	learn: 0.0638426	total: 863ms	remaining: 339ms
718:	learn: 0.0637051	total: 864ms	remaining: 338ms
719:	learn: 0.0634599	total: 865ms	remaining: 336ms
720:	learn: 0.0633149	total: 866ms	remaining: 335ms
721:	learn: 0.0631140	total: 867ms	remaining: 334ms
722:	learn: 0.0629230	total: 868ms	remaining: 333ms
723:	learn: 0.0627522	total: 869ms	remaining: 331ms
724:	learn: 0.0627054	total: 870ms	remaining: 330ms
725:	learn: 0.0625142	total: 871ms	remaining: 329ms
726:	learn: 0.0623943	total: 872ms	remaining: 328ms
727:	learn: 0.0622250	total: 874ms	remaining: 326ms
728:	learn: 0.0621554	total: 875ms	remaining: 325ms
729:	learn: 0.0619692	total: 876ms	remaining: 324ms
730:	learn: 0.0617949	total: 878ms	remaining: 323ms
731:	learn: 0.0615670	total: 879ms	remaining: 322ms
732:	learn: 0.0614067	total: 880ms	remaining: 321ms
733:	learn: 0.0611926	total: 881ms	remaining: 319ms
734:	learn: 0.0611318	total: 883ms	remaining: 318ms
735:	learn: 0.0609466	total: 884ms	remaining: 317ms
736:	learn: 0.0607278	total: 885ms	remaining: 316ms
737:	learn: 0.0605196	total: 886ms	remaining: 314ms
738:	learn: 0.0604537	total: 887ms	remaining: 313ms
739:	learn: 0.0602746	total: 888ms	remaining: 312ms
740:	learn: 0.0601543	total: 890ms	remaining: 311ms
741:	learn: 0.0600905	total: 892ms	remaining: 310ms
742:	learn: 0.0599790	total: 893ms	remaining: 309ms
743:	learn: 0.0597218	total: 894ms	remaining: 308ms
744:	learn: 0.0595732	total: 895ms	remaining: 306ms
745:	learn: 0.0595135	total: 896ms	remaining: 305ms
746:	learn: 0.0594553	total: 897ms	remaining: 304ms
747:	learn: 0.0593193	total: 899ms	remaining: 303ms
748:	learn: 0.0590320	total: 900ms	remaining: 301ms
749:	learn: 0.0589654	total: 901ms	remaining: 300ms
750:	learn: 0.0588234	total: 903ms	remaining: 299ms
751:	learn: 0.0586982	total: 904ms	remaining: 298ms
752:	learn: 0.0586573	total: 905ms	remaining: 297ms
753:	learn: 0.0584579	total: 906ms	remaining: 296ms
754:	learn: 0.0582167	total: 908ms	remaining: 295ms
755:	learn: 0.0581161	total: 909ms	remaining: 293ms
756:	learn: 0.0579901	total: 910ms	remaining: 292ms
757:	learn: 0.0578431	total: 911ms	remaining: 291ms
758:	learn: 0.0576124	total: 912ms	remaining: 290ms
759:	learn: 0.0575572	total: 913ms	remaining: 288ms
760:	learn: 0.0574142	total: 914ms	remaining: 287ms
761:	learn: 0.0572499	total: 916ms	remaining: 286ms
762:	learn: 0.0571672	total: 918ms	remaining: 285ms
763:	learn: 0.0570436	total: 919ms	remaining: 284ms
764:	learn: 0.0570100	total: 920ms	remaining: 283ms
765:	learn: 0.0568504	total: 921ms	remaining: 281ms
766:	learn: 0.0566693	total: 922ms	remaining: 280ms
767:	learn: 0.0566106	total: 923ms	remaining: 279ms
768:	learn: 0.0564680	total: 924ms	remaining: 278ms
769:	learn: 0.0563938	total: 926ms	remaining: 276ms
770:	learn: 0.0563608	total: 927ms	remaining: 275ms
771:	learn: 0.0563148	total: 928ms	remaining: 274ms
772:	learn: 0.0562070	total: 930ms	remaining: 273ms
773:	learn: 0.0560983	total: 931ms	remaining: 272ms
774:	learn: 0.0559471	total: 932ms	remaining: 271ms
775:	learn: 0.0558151	total: 933ms	remaining: 269ms
776:	learn: 0.0555819	total: 934ms	remaining: 268ms
777:	learn: 0.0553898	total: 936ms	remaining: 267ms
778:	learn: 0.0551596	total: 937ms	remaining: 266ms
779:	learn: 0.0549780	total: 938ms	remaining: 264ms
780:	learn: 0.0547788	total: 939ms	remaining: 263ms
781:	learn: 0.0545768	total: 940ms	remaining: 262ms
782:	learn: 0.0544520	total: 942ms	remaining: 261ms
783:	learn: 0.0543804	total: 943ms	remaining: 260ms
784:	learn: 0.0543414	total: 945ms	remaining: 259ms
785:	learn: 0.0541971	total: 946ms	remaining: 257ms
786:	learn: 0.0541403	total: 947ms	remaining: 256ms
787:	learn: 0.0540560	total: 948ms	remaining: 255ms
788:	learn: 0.0539824	total: 949ms	remaining: 254ms
789:	learn: 0.0537761	total: 950ms	remaining: 253ms
790:	learn: 0.0536475	total: 951ms	remaining: 251ms
791:	learn: 0.0535348	total: 953ms	remaining: 250ms
792:	learn: 0.0533750	total: 954ms	remaining: 249ms
793:	learn: 0.0532255	total: 957ms	remaining: 248ms
794:	learn: 0.0530372	total: 958ms	remaining: 247ms
795:	learn: 0.0528545	total: 959ms	remaining: 246ms
796:	learn: 0.0527340	total: 959ms	remaining: 244ms
797:	learn: 0.0527051	total: 960ms	remaining: 243ms
798:	learn: 0.0525893	total: 962ms	remaining: 242ms
799:	learn: 0.0524153	total: 963ms	remaining: 241ms
800:	learn: 0.0522738	total: 964ms	remaining: 239ms
801:	learn: 0.0521210	total: 965ms	remaining: 238ms
802:	learn: 0.0519990	total: 966ms	remaining: 237ms
803:	learn: 0.0518066	total: 967ms	remaining: 236ms
804:	learn: 0.0517084	total: 968ms	remaining: 234ms
805:	learn: 0.0515450	total: 970ms	remaining: 233ms
806:	learn: 0.0514392	total: 971ms	remaining: 232ms
807:	learn: 0.0513535	total: 972ms	remaining: 231ms
808:	learn: 0.0512884	total: 973ms	remaining: 230ms
809:	learn: 0.0510909	total: 973ms	remaining: 228ms
810:	learn: 0.0509700	total: 974ms	remaining: 227ms
811:	learn: 0.0507959	total: 975ms	remaining: 226ms
812:	learn: 0.0507486	total: 976ms	remaining: 225ms
813:	learn: 0.0506460	total: 977ms	remaining: 223ms
814:	learn: 0.0505424	total: 978ms	remaining: 222ms
815:	learn: 0.0503756	total: 980ms	remaining: 221ms
816:	learn: 0.0501929	total: 981ms	remaining: 220ms
817:	learn: 0.0500809	total: 982ms	remaining: 218ms
818:	learn: 0.0499578	total: 984ms	remaining: 217ms
819:	learn: 0.0497723	total: 985ms	remaining: 216ms
820:	learn: 0.0494943	total: 986ms	remaining: 215ms
821:	learn: 0.0493803	total: 987ms	remaining: 214ms
822:	learn: 0.0493040	total: 988ms	remaining: 213ms
823:	learn: 0.0492305	total: 989ms	remaining: 211ms
824:	learn: 0.0490598	total: 990ms	remaining: 210ms
825:	learn: 0.0488858	total: 992ms	remaining: 209ms
826:	learn: 0.0487485	total: 993ms	remaining: 208ms
827:	learn: 0.0486177	total: 993ms	remaining: 206ms
828:	learn: 0.0485214	total: 994ms	remaining: 205ms
829:	learn: 0.0484963	total: 995ms	remaining: 204ms
830:	learn: 0.0482397	total: 996ms	remaining: 203ms
831:	learn: 0.0480097	total: 998ms	remaining: 201ms
832:	learn: 0.0478352	total: 998ms	remaining: 200ms
833:	learn: 0.0476121	total: 1s	remaining: 199ms
834:	learn: 0.0474492	total: 1s	remaining: 198ms
835:	learn: 0.0473919	total: 1s	remaining: 197ms
836:	learn: 0.0472429	total: 1s	remaining: 196ms
837:	learn: 0.0471803	total: 1s	remaining: 194ms
838:	learn: 0.0470794	total: 1s	remaining: 193ms
839:	learn: 0.0469951	total: 1.01s	remaining: 192ms
840:	learn: 0.0469055	total: 1.01s	remaining: 191ms
841:	learn: 0.0468105	total: 1.01s	remaining: 189ms
842:	learn: 0.0467604	total: 1.01s	remaining: 188ms
843:	learn: 0.0466180	total: 1.01s	remaining: 187ms
844:	learn: 0.0464590	total: 1.01s	remaining: 186ms
845:	learn: 0.0462922	total: 1.01s	remaining: 185ms
846:	learn: 0.0461870	total: 1.01s	remaining: 183ms
847:	learn: 0.0460696	total: 1.01s	remaining: 182ms
848:	learn: 0.0458500	total: 1.02s	remaining: 181ms
849:	learn: 0.0457303	total: 1.02s	remaining: 180ms
850:	learn: 0.0455963	total: 1.02s	remaining: 178ms
851:	learn: 0.0454746	total: 1.02s	remaining: 177ms
852:	learn: 0.0453901	total: 1.02s	remaining: 176ms
853:	learn: 0.0452058	total: 1.02s	remaining: 175ms
854:	learn: 0.0451256	total: 1.02s	remaining: 173ms
855:	learn: 0.0450570	total: 1.02s	remaining: 172ms
856:	learn: 0.0449882	total: 1.02s	remaining: 171ms
857:	learn: 0.0448887	total: 1.03s	remaining: 170ms
858:	learn: 0.0448511	total: 1.03s	remaining: 169ms
859:	learn: 0.0448145	total: 1.03s	remaining: 168ms
860:	learn: 0.0446636	total: 1.03s	remaining: 166ms
861:	learn: 0.0445746	total: 1.03s	remaining: 165ms
862:	learn: 0.0443917	total: 1.03s	remaining: 164ms
863:	learn: 0.0442032	total: 1.03s	remaining: 163ms
864:	learn: 0.0440539	total: 1.03s	remaining: 162ms
865:	learn: 0.0438771	total: 1.04s	remaining: 160ms
866:	learn: 0.0437780	total: 1.04s	remaining: 159ms
867:	learn: 0.0436859	total: 1.04s	remaining: 158ms
868:	learn: 0.0435409	total: 1.04s	remaining: 157ms
869:	learn: 0.0435131	total: 1.04s	remaining: 156ms
870:	learn: 0.0433683	total: 1.04s	remaining: 154ms
871:	learn: 0.0432276	total: 1.04s	remaining: 153ms
872:	learn: 0.0431046	total: 1.04s	remaining: 152ms
873:	learn: 0.0430370	total: 1.04s	remaining: 151ms
874:	learn: 0.0428928	total: 1.05s	remaining: 149ms
875:	learn: 0.0428071	total: 1.05s	remaining: 148ms
876:	learn: 0.0425942	total: 1.05s	remaining: 147ms
877:	learn: 0.0424747	total: 1.05s	remaining: 146ms
878:	learn: 0.0423744	total: 1.05s	remaining: 145ms
879:	learn: 0.0422063	total: 1.05s	remaining: 144ms
880:	learn: 0.0421214	total: 1.05s	remaining: 142ms
881:	learn: 0.0419934	total: 1.05s	remaining: 141ms
882:	learn: 0.0418621	total: 1.05s	remaining: 140ms
883:	learn: 0.0417362	total: 1.06s	remaining: 139ms
884:	learn: 0.0417013	total: 1.06s	remaining: 137ms
885:	learn: 0.0416312	total: 1.06s	remaining: 136ms
886:	learn: 0.0415154	total: 1.06s	remaining: 135ms
887:	learn: 0.0414416	total: 1.06s	remaining: 134ms
888:	learn: 0.0413520	total: 1.06s	remaining: 133ms
889:	learn: 0.0412506	total: 1.06s	remaining: 132ms
890:	learn: 0.0411051	total: 1.07s	remaining: 131ms
891:	learn: 0.0409604	total: 1.07s	remaining: 129ms
892:	learn: 0.0408144	total: 1.07s	remaining: 128ms
893:	learn: 0.0407840	total: 1.07s	remaining: 127ms
894:	learn: 0.0405723	total: 1.07s	remaining: 126ms
895:	learn: 0.0405102	total: 1.07s	remaining: 124ms
896:	learn: 0.0404244	total: 1.07s	remaining: 123ms
897:	learn: 0.0403647	total: 1.07s	remaining: 122ms
898:	learn: 0.0402419	total: 1.07s	remaining: 121ms
899:	learn: 0.0401478	total: 1.08s	remaining: 120ms
900:	learn: 0.0400292	total: 1.08s	remaining: 118ms
901:	learn: 0.0398723	total: 1.08s	remaining: 117ms
902:	learn: 0.0398408	total: 1.08s	remaining: 116ms
903:	learn: 0.0397629	total: 1.08s	remaining: 115ms
904:	learn: 0.0397204	total: 1.08s	remaining: 114ms
905:	learn: 0.0395690	total: 1.08s	remaining: 112ms
906:	learn: 0.0394885	total: 1.08s	remaining: 111ms
907:	learn: 0.0394120	total: 1.08s	remaining: 110ms
908:	learn: 0.0393257	total: 1.09s	remaining: 109ms
909:	learn: 0.0392344	total: 1.09s	remaining: 108ms
910:	learn: 0.0391458	total: 1.09s	remaining: 106ms
911:	learn: 0.0390091	total: 1.09s	remaining: 105ms
912:	learn: 0.0388615	total: 1.09s	remaining: 104ms
913:	learn: 0.0387717	total: 1.09s	remaining: 103ms
914:	learn: 0.0387029	total: 1.09s	remaining: 102ms
915:	learn: 0.0385866	total: 1.09s	remaining: 100ms
916:	learn: 0.0384973	total: 1.09s	remaining: 99.1ms
917:	learn: 0.0383886	total: 1.1s	remaining: 97.9ms
918:	learn: 0.0383608	total: 1.1s	remaining: 96.7ms
919:	learn: 0.0381756	total: 1.1s	remaining: 95.5ms
920:	learn: 0.0380343	total: 1.1s	remaining: 94.3ms
921:	learn: 0.0379079	total: 1.1s	remaining: 93.1ms
922:	learn: 0.0378169	total: 1.1s	remaining: 91.9ms
923:	learn: 0.0377487	total: 1.1s	remaining: 90.7ms
924:	learn: 0.0376696	total: 1.1s	remaining: 89.6ms
925:	learn: 0.0376497	total: 1.11s	remaining: 88.4ms
926:	learn: 0.0375727	total: 1.11s	remaining: 87.2ms
927:	learn: 0.0374076	total: 1.11s	remaining: 86ms
928:	learn: 0.0372599	total: 1.11s	remaining: 84.8ms
929:	learn: 0.0372067	total: 1.11s	remaining: 83.6ms
930:	learn: 0.0371058	total: 1.11s	remaining: 82.4ms
931:	learn: 0.0369925	total: 1.11s	remaining: 81.2ms
932:	learn: 0.0369560	total: 1.11s	remaining: 79.9ms
933:	learn: 0.0368499	total: 1.11s	remaining: 78.8ms
934:	learn: 0.0367729	total: 1.11s	remaining: 77.6ms
935:	learn: 0.0366545	total: 1.12s	remaining: 76.4ms
936:	learn: 0.0365572	total: 1.12s	remaining: 75.2ms
937:	learn: 0.0365287	total: 1.12s	remaining: 74ms
938:	learn: 0.0364450	total: 1.12s	remaining: 72.8ms
939:	learn: 0.0363778	total: 1.12s	remaining: 71.6ms
940:	learn: 0.0363240	total: 1.12s	remaining: 70.4ms
941:	learn: 0.0362138	total: 1.12s	remaining: 69.2ms
942:	learn: 0.0360890	total: 1.13s	remaining: 68ms
943:	learn: 0.0360185	total: 1.13s	remaining: 66.8ms
944:	learn: 0.0359104	total: 1.13s	remaining: 65.6ms
945:	learn: 0.0358910	total: 1.13s	remaining: 64.4ms
946:	learn: 0.0358365	total: 1.13s	remaining: 63.2ms
947:	learn: 0.0358065	total: 1.13s	remaining: 62ms
948:	learn: 0.0356917	total: 1.13s	remaining: 60.8ms
949:	learn: 0.0355789	total: 1.13s	remaining: 59.6ms
950:	learn: 0.0354689	total: 1.13s	remaining: 58.4ms
951:	learn: 0.0354008	total: 1.13s	remaining: 57.2ms
952:	learn: 0.0352331	total: 1.14s	remaining: 56ms
953:	learn: 0.0351649	total: 1.14s	remaining: 54.8ms
954:	learn: 0.0350832	total: 1.14s	remaining: 53.6ms
955:	learn: 0.0349715	total: 1.14s	remaining: 52.4ms
956:	learn: 0.0348416	total: 1.14s	remaining: 51.2ms
957:	learn: 0.0347542	total: 1.14s	remaining: 50ms
958:	learn: 0.0346259	total: 1.14s	remaining: 48.8ms
959:	learn: 0.0345779	total: 1.14s	remaining: 47.6ms
960:	learn: 0.0344804	total: 1.14s	remaining: 46.4ms
961:	learn: 0.0343850	total: 1.14s	remaining: 45.2ms
962:	learn: 0.0343004	total: 1.15s	remaining: 44ms
963:	learn: 0.0342038	total: 1.15s	remaining: 42.8ms
964:	learn: 0.0340984	total: 1.15s	remaining: 41.7ms
965:	learn: 0.0340211	total: 1.15s	remaining: 40.5ms
966:	learn: 0.0339570	total: 1.15s	remaining: 39.3ms
967:	learn: 0.0338344	total: 1.15s	remaining: 38.1ms
968:	learn: 0.0337859	total: 1.15s	remaining: 36.9ms
969:	learn: 0.0336558	total: 1.15s	remaining: 35.7ms
970:	learn: 0.0336106	total: 1.16s	remaining: 34.5ms
971:	learn: 0.0335658	total: 1.16s	remaining: 33.3ms
972:	learn: 0.0335452	total: 1.16s	remaining: 32.1ms
973:	learn: 0.0335233	total: 1.16s	remaining: 30.9ms
974:	learn: 0.0334785	total: 1.16s	remaining: 29.7ms
975:	learn: 0.0334134	total: 1.16s	remaining: 28.6ms
976:	learn: 0.0333165	total: 1.16s	remaining: 27.4ms
977:	learn: 0.0332505	total: 1.16s	remaining: 26.2ms
978:	learn: 0.0331681	total: 1.16s	remaining: 25ms
979:	learn: 0.0330967	total: 1.17s	remaining: 23.8ms
980:	learn: 0.0330350	total: 1.17s	remaining: 22.6ms
981:	learn: 0.0329397	total: 1.17s	remaining: 21.4ms
982:	learn: 0.0328966	total: 1.17s	remaining: 20.2ms
983:	learn: 0.0328417	total: 1.17s	remaining: 19ms
984:	learn: 0.0327659	total: 1.17s	remaining: 17.8ms
985:	learn: 0.0326788	total: 1.17s	remaining: 16.6ms
986:	learn: 0.0326176	total: 1.17s	remaining: 15.4ms
987:	learn: 0.0324945	total: 1.17s	remaining: 14.2ms
988:	learn: 0.0324570	total: 1.17s	remaining: 13.1ms
989:	learn: 0.0324152	total: 1.18s	remaining: 11.9ms
990:	learn: 0.0323634	total: 1.18s	remaining: 10.7ms
991:	learn: 0.0322482	total: 1.18s	remaining: 9.5ms
992:	learn: 0.0321695	total: 1.18s	remaining: 8.31ms
993:	learn: 0.0321147	total: 1.18s	remaining: 7.12ms
994:	learn: 0.0320897	total: 1.18s	remaining: 5.93ms
995:	learn: 0.0320700	total: 1.18s	remaining: 4.75ms
996:	learn: 0.0319323	total: 1.18s	remaining: 3.56ms
997:	learn: 0.0318982	total: 1.18s	remaining: 2.37ms
998:	learn: 0.0318335	total: 1.19s	remaining: 1.19ms
999:	learn: 0.0317610	total: 1.19s	remaining: 0us
[CV] ....... learning_rate=0.03, l2_leaf_reg=1, depth=4, total=   1.6s

[Parallel(n_jobs=1)]: Done  50 out of  50 | elapsed: 12.6min finished

0:	learn: 0.8750760	total: 70.4ms	remaining: 1m 10s
1:	learn: 0.8643972	total: 112ms	remaining: 55.9s
2:	learn: 0.8520523	total: 115ms	remaining: 38.4s
3:	learn: 0.8397552	total: 158ms	remaining: 39.5s
4:	learn: 0.8291958	total: 198ms	remaining: 39.4s
5:	learn: 0.8206806	total: 235ms	remaining: 38.9s
6:	learn: 0.8106336	total: 281ms	remaining: 39.9s
7:	learn: 0.8006362	total: 328ms	remaining: 40.7s
8:	learn: 0.7897341	total: 380ms	remaining: 41.9s
9:	learn: 0.7799669	total: 418ms	remaining: 41.4s
10:	learn: 0.7731468	total: 455ms	remaining: 40.9s
11:	learn: 0.7643885	total: 496ms	remaining: 40.8s
12:	learn: 0.7560253	total: 540ms	remaining: 41s
13:	learn: 0.7443825	total: 581ms	remaining: 40.9s
14:	learn: 0.7349418	total: 619ms	remaining: 40.7s
15:	learn: 0.7252734	total: 668ms	remaining: 41.1s
16:	learn: 0.7168656	total: 719ms	remaining: 41.5s
17:	learn: 0.7061059	total: 733ms	remaining: 40s
18:	learn: 0.6954862	total: 789ms	remaining: 40.8s
19:	learn: 0.6874402	total: 825ms	remaining: 40.4s
20:	learn: 0.6793573	total: 862ms	remaining: 40.2s
21:	learn: 0.6730416	total: 909ms	remaining: 40.4s
22:	learn: 0.6681736	total: 970ms	remaining: 41.2s
23:	learn: 0.6591189	total: 1.02s	remaining: 41.7s
24:	learn: 0.6510933	total: 1.06s	remaining: 41.4s
25:	learn: 0.6450685	total: 1.1s	remaining: 41.1s
26:	learn: 0.6365643	total: 1.15s	remaining: 41.4s
27:	learn: 0.6297043	total: 1.2s	remaining: 41.7s
28:	learn: 0.6234780	total: 1.25s	remaining: 41.8s
29:	learn: 0.6167903	total: 1.29s	remaining: 41.7s
30:	learn: 0.6121741	total: 1.34s	remaining: 41.8s
31:	learn: 0.6063510	total: 1.38s	remaining: 41.8s
32:	learn: 0.6006972	total: 1.42s	remaining: 41.6s
33:	learn: 0.5945426	total: 1.46s	remaining: 41.4s
34:	learn: 0.5891627	total: 1.51s	remaining: 41.5s
35:	learn: 0.5823930	total: 1.57s	remaining: 42.1s
36:	learn: 0.5758837	total: 1.62s	remaining: 42.1s
37:	learn: 0.5712517	total: 1.65s	remaining: 41.9s
38:	learn: 0.5653987	total: 1.69s	remaining: 41.7s
39:	learn: 0.5609609	total: 1.73s	remaining: 41.5s
40:	learn: 0.5561638	total: 1.77s	remaining: 41.5s
41:	learn: 0.5523793	total: 1.82s	remaining: 41.6s
42:	learn: 0.5458682	total: 1.87s	remaining: 41.6s
43:	learn: 0.5413036	total: 1.92s	remaining: 41.7s
44:	learn: 0.5373259	total: 1.96s	remaining: 41.7s
45:	learn: 0.5319092	total: 2.01s	remaining: 41.7s
46:	learn: 0.5281073	total: 2.05s	remaining: 41.5s
47:	learn: 0.5234439	total: 2.08s	remaining: 41.3s
48:	learn: 0.5196425	total: 2.12s	remaining: 41.2s
49:	learn: 0.5152019	total: 2.16s	remaining: 41s
50:	learn: 0.5097324	total: 2.2s	remaining: 41s
51:	learn: 0.5055419	total: 2.26s	remaining: 41.2s
52:	learn: 0.5006393	total: 2.31s	remaining: 41.3s
53:	learn: 0.4957658	total: 2.36s	remaining: 41.3s
54:	learn: 0.4920413	total: 2.4s	remaining: 41.3s
55:	learn: 0.4876705	total: 2.44s	remaining: 41.2s
56:	learn: 0.4836148	total: 2.48s	remaining: 41.1s
57:	learn: 0.4796405	total: 2.52s	remaining: 40.9s
58:	learn: 0.4755982	total: 2.56s	remaining: 40.8s
59:	learn: 0.4719274	total: 2.61s	remaining: 40.9s
60:	learn: 0.4681257	total: 2.66s	remaining: 41s
61:	learn: 0.4641908	total: 2.71s	remaining: 40.9s
62:	learn: 0.4604537	total: 2.75s	remaining: 40.9s
63:	learn: 0.4566336	total: 2.8s	remaining: 40.9s
64:	learn: 0.4539118	total: 2.84s	remaining: 40.8s
65:	learn: 0.4505893	total: 2.88s	remaining: 40.7s
66:	learn: 0.4475452	total: 2.91s	remaining: 40.6s
67:	learn: 0.4437545	total: 2.95s	remaining: 40.5s
68:	learn: 0.4409003	total: 3s	remaining: 40.5s
69:	learn: 0.4380266	total: 3.04s	remaining: 40.4s
70:	learn: 0.4350701	total: 3.07s	remaining: 40.2s
71:	learn: 0.4316288	total: 3.12s	remaining: 40.2s
72:	learn: 0.4281693	total: 3.17s	remaining: 40.2s
73:	learn: 0.4254847	total: 3.23s	remaining: 40.5s
74:	learn: 0.4223383	total: 3.27s	remaining: 40.4s
75:	learn: 0.4187611	total: 3.31s	remaining: 40.3s
76:	learn: 0.4159509	total: 3.35s	remaining: 40.2s
77:	learn: 0.4130409	total: 3.4s	remaining: 40.2s
78:	learn: 0.4095402	total: 3.45s	remaining: 40.2s
79:	learn: 0.4065170	total: 3.49s	remaining: 40.1s
80:	learn: 0.4035682	total: 3.54s	remaining: 40.2s
81:	learn: 0.4007198	total: 3.62s	remaining: 40.6s
82:	learn: 0.3980226	total: 3.72s	remaining: 41.1s
83:	learn: 0.3955518	total: 3.77s	remaining: 41.1s
84:	learn: 0.3931829	total: 3.81s	remaining: 41s
85:	learn: 0.3899366	total: 3.86s	remaining: 41s
86:	learn: 0.3877906	total: 3.9s	remaining: 41s
87:	learn: 0.3849245	total: 3.95s	remaining: 40.9s
88:	learn: 0.3820905	total: 3.99s	remaining: 40.8s
89:	learn: 0.3797273	total: 4.03s	remaining: 40.7s
90:	learn: 0.3772498	total: 4.07s	remaining: 40.7s
91:	learn: 0.3753907	total: 4.11s	remaining: 40.6s
92:	learn: 0.3729383	total: 4.15s	remaining: 40.5s
93:	learn: 0.3708079	total: 4.21s	remaining: 40.5s
94:	learn: 0.3686454	total: 4.27s	remaining: 40.7s
95:	learn: 0.3665797	total: 4.33s	remaining: 40.8s
96:	learn: 0.3641889	total: 4.37s	remaining: 40.7s
97:	learn: 0.3620652	total: 4.41s	remaining: 40.6s
98:	learn: 0.3600392	total: 4.45s	remaining: 40.5s
99:	learn: 0.3579067	total: 4.49s	remaining: 40.4s
100:	learn: 0.3558284	total: 4.53s	remaining: 40.3s
101:	learn: 0.3533429	total: 4.57s	remaining: 40.2s
102:	learn: 0.3511093	total: 4.61s	remaining: 40.1s
103:	learn: 0.3492721	total: 4.65s	remaining: 40.1s
104:	learn: 0.3471605	total: 4.69s	remaining: 40s
105:	learn: 0.3453699	total: 4.73s	remaining: 39.9s
106:	learn: 0.3433736	total: 4.73s	remaining: 39.5s
107:	learn: 0.3411009	total: 4.78s	remaining: 39.5s
108:	learn: 0.3392696	total: 4.83s	remaining: 39.5s
109:	learn: 0.3375829	total: 4.9s	remaining: 39.6s
110:	learn: 0.3359674	total: 4.94s	remaining: 39.6s
111:	learn: 0.3341149	total: 4.99s	remaining: 39.5s
112:	learn: 0.3323716	total: 5.02s	remaining: 39.4s
113:	learn: 0.3305769	total: 5.07s	remaining: 39.4s
114:	learn: 0.3288766	total: 5.11s	remaining: 39.3s
115:	learn: 0.3271363	total: 5.15s	remaining: 39.2s
116:	learn: 0.3253955	total: 5.19s	remaining: 39.2s
117:	learn: 0.3235891	total: 5.24s	remaining: 39.2s
118:	learn: 0.3216020	total: 5.29s	remaining: 39.2s
119:	learn: 0.3199612	total: 5.33s	remaining: 39.1s
120:	learn: 0.3185305	total: 5.38s	remaining: 39.1s
121:	learn: 0.3170302	total: 5.44s	remaining: 39.1s
122:	learn: 0.3153665	total: 5.49s	remaining: 39.2s
123:	learn: 0.3136430	total: 5.55s	remaining: 39.2s
124:	learn: 0.3121428	total: 5.6s	remaining: 39.2s
125:	learn: 0.3104323	total: 5.64s	remaining: 39.1s
126:	learn: 0.3089479	total: 5.69s	remaining: 39.1s
127:	learn: 0.3071874	total: 5.73s	remaining: 39s
128:	learn: 0.3057936	total: 5.78s	remaining: 39s
129:	learn: 0.3039297	total: 5.82s	remaining: 38.9s
130:	learn: 0.3024477	total: 5.85s	remaining: 38.8s
131:	learn: 0.3008382	total: 5.89s	remaining: 38.8s
132:	learn: 0.2993400	total: 5.93s	remaining: 38.7s
133:	learn: 0.2979322	total: 5.97s	remaining: 38.6s
134:	learn: 0.2963648	total: 6.02s	remaining: 38.6s
135:	learn: 0.2949349	total: 6.05s	remaining: 38.5s
136:	learn: 0.2935494	total: 6.09s	remaining: 38.4s
137:	learn: 0.2921094	total: 6.13s	remaining: 38.3s
138:	learn: 0.2906065	total: 6.17s	remaining: 38.2s
139:	learn: 0.2891798	total: 6.22s	remaining: 38.2s
140:	learn: 0.2877428	total: 6.26s	remaining: 38.1s
141:	learn: 0.2864754	total: 6.3s	remaining: 38s
142:	learn: 0.2852366	total: 6.33s	remaining: 38s
143:	learn: 0.2837939	total: 6.38s	remaining: 37.9s
144:	learn: 0.2826530	total: 6.42s	remaining: 37.8s
145:	learn: 0.2814040	total: 6.46s	remaining: 37.8s
146:	learn: 0.2800166	total: 6.49s	remaining: 37.7s
147:	learn: 0.2786087	total: 6.53s	remaining: 37.6s
148:	learn: 0.2774257	total: 6.57s	remaining: 37.5s
149:	learn: 0.2761930	total: 6.59s	remaining: 37.3s
150:	learn: 0.2747800	total: 6.63s	remaining: 37.3s
151:	learn: 0.2735135	total: 6.67s	remaining: 37.2s
152:	learn: 0.2721104	total: 6.7s	remaining: 37.1s
153:	learn: 0.2707227	total: 6.74s	remaining: 37s
154:	learn: 0.2696559	total: 6.78s	remaining: 37s
155:	learn: 0.2684539	total: 6.83s	remaining: 36.9s
156:	learn: 0.2670867	total: 6.86s	remaining: 36.9s
157:	learn: 0.2659449	total: 6.9s	remaining: 36.8s
158:	learn: 0.2646687	total: 6.93s	remaining: 36.7s
159:	learn: 0.2635956	total: 6.98s	remaining: 36.6s
160:	learn: 0.2624415	total: 7.02s	remaining: 36.6s
161:	learn: 0.2612890	total: 7.06s	remaining: 36.5s
162:	learn: 0.2602787	total: 7.09s	remaining: 36.4s
163:	learn: 0.2592781	total: 7.13s	remaining: 36.4s
164:	learn: 0.2591655	total: 7.13s	remaining: 36.1s
165:	learn: 0.2582603	total: 7.18s	remaining: 36.1s
166:	learn: 0.2569102	total: 7.22s	remaining: 36s
167:	learn: 0.2557714	total: 7.26s	remaining: 36s
168:	learn: 0.2547971	total: 7.31s	remaining: 35.9s
169:	learn: 0.2545746	total: 7.33s	remaining: 35.8s
170:	learn: 0.2540738	total: 7.33s	remaining: 35.5s
171:	learn: 0.2529312	total: 7.37s	remaining: 35.5s
172:	learn: 0.2524339	total: 7.41s	remaining: 35.4s
173:	learn: 0.2512250	total: 7.46s	remaining: 35.4s
174:	learn: 0.2502842	total: 7.5s	remaining: 35.4s
175:	learn: 0.2492699	total: 7.54s	remaining: 35.3s
176:	learn: 0.2491706	total: 7.54s	remaining: 35.1s
177:	learn: 0.2478100	total: 7.58s	remaining: 35s
178:	learn: 0.2473765	total: 7.63s	remaining: 35s
179:	learn: 0.2468288	total: 7.66s	remaining: 34.9s
180:	learn: 0.2458813	total: 7.7s	remaining: 34.9s
181:	learn: 0.2447646	total: 7.74s	remaining: 34.8s
182:	learn: 0.2436762	total: 7.78s	remaining: 34.8s
183:	learn: 0.2424028	total: 7.83s	remaining: 34.7s
184:	learn: 0.2415601	total: 7.86s	remaining: 34.6s
185:	learn: 0.2406054	total: 7.9s	remaining: 34.6s
186:	learn: 0.2404187	total: 7.9s	remaining: 34.3s
187:	learn: 0.2396615	total: 7.94s	remaining: 34.3s
188:	learn: 0.2387768	total: 7.98s	remaining: 34.3s
189:	learn: 0.2380705	total: 8.03s	remaining: 34.2s
190:	learn: 0.2379594	total: 8.03s	remaining: 34s
191:	learn: 0.2370648	total: 8.06s	remaining: 33.9s
192:	learn: 0.2363164	total: 8.1s	remaining: 33.9s
193:	learn: 0.2360412	total: 8.11s	remaining: 33.7s
194:	learn: 0.2356808	total: 8.11s	remaining: 33.5s
195:	learn: 0.2348397	total: 8.15s	remaining: 33.4s
196:	learn: 0.2343827	total: 8.19s	remaining: 33.4s
197:	learn: 0.2333988	total: 8.23s	remaining: 33.3s
198:	learn: 0.2329149	total: 8.27s	remaining: 33.3s
199:	learn: 0.2318797	total: 8.31s	remaining: 33.2s
200:	learn: 0.2314770	total: 8.35s	remaining: 33.2s
201:	learn: 0.2303804	total: 8.39s	remaining: 33.2s
202:	learn: 0.2301337	total: 8.4s	remaining: 33s
203:	learn: 0.2298496	total: 8.4s	remaining: 32.8s
204:	learn: 0.2293823	total: 8.41s	remaining: 32.6s
205:	learn: 0.2281789	total: 8.45s	remaining: 32.6s
206:	learn: 0.2280810	total: 8.45s	remaining: 32.4s
207:	learn: 0.2279146	total: 8.45s	remaining: 32.2s
208:	learn: 0.2275433	total: 8.49s	remaining: 32.1s
209:	learn: 0.2273081	total: 8.53s	remaining: 32.1s
210:	learn: 0.2270270	total: 8.57s	remaining: 32.1s
211:	learn: 0.2268085	total: 8.57s	remaining: 31.9s
212:	learn: 0.2265752	total: 8.58s	remaining: 31.7s
213:	learn: 0.2257615	total: 8.63s	remaining: 31.7s
214:	learn: 0.2248010	total: 8.66s	remaining: 31.6s
215:	learn: 0.2238842	total: 8.7s	remaining: 31.6s
216:	learn: 0.2236169	total: 8.74s	remaining: 31.5s
217:	learn: 0.2229052	total: 8.78s	remaining: 31.5s
218:	learn: 0.2226971	total: 8.83s	remaining: 31.5s
219:	learn: 0.2224343	total: 8.86s	remaining: 31.4s
220:	learn: 0.2215267	total: 8.9s	remaining: 31.4s
221:	learn: 0.2205364	total: 8.94s	remaining: 31.3s
222:	learn: 0.2203349	total: 8.98s	remaining: 31.3s
223:	learn: 0.2200635	total: 9.02s	remaining: 31.3s
224:	learn: 0.2197812	total: 9.04s	remaining: 31.1s
225:	learn: 0.2196645	total: 9.08s	remaining: 31.1s
226:	learn: 0.2183626	total: 9.12s	remaining: 31s
227:	learn: 0.2176752	total: 9.16s	remaining: 31s
228:	learn: 0.2173244	total: 9.2s	remaining: 31s
229:	learn: 0.2160031	total: 9.24s	remaining: 30.9s
230:	learn: 0.2157407	total: 9.24s	remaining: 30.8s
231:	learn: 0.2155215	total: 9.25s	remaining: 30.6s
232:	learn: 0.2152914	total: 9.25s	remaining: 30.4s
233:	learn: 0.2150544	total: 9.25s	remaining: 30.3s
234:	learn: 0.2139918	total: 9.29s	remaining: 30.2s
235:	learn: 0.2138048	total: 9.29s	remaining: 30.1s
236:	learn: 0.2136686	total: 9.3s	remaining: 29.9s
237:	learn: 0.2127680	total: 9.34s	remaining: 29.9s
238:	learn: 0.2125461	total: 9.35s	remaining: 29.8s
239:	learn: 0.2117224	total: 9.39s	remaining: 29.7s
240:	learn: 0.2115266	total: 9.39s	remaining: 29.6s
241:	learn: 0.2113266	total: 9.4s	remaining: 29.4s
242:	learn: 0.2111223	total: 9.43s	remaining: 29.4s
243:	learn: 0.2102075	total: 9.47s	remaining: 29.3s
244:	learn: 0.2100752	total: 9.47s	remaining: 29.2s
245:	learn: 0.2092550	total: 9.51s	remaining: 29.1s
246:	learn: 0.2088438	total: 9.55s	remaining: 29.1s
247:	learn: 0.2083676	total: 9.59s	remaining: 29.1s
248:	learn: 0.2081823	total: 9.59s	remaining: 28.9s
249:	learn: 0.2079772	total: 9.6s	remaining: 28.8s
250:	learn: 0.2072896	total: 9.63s	remaining: 28.7s
251:	learn: 0.2071244	total: 9.65s	remaining: 28.6s
252:	learn: 0.2064376	total: 9.67s	remaining: 28.5s
253:	learn: 0.2062634	total: 9.7s	remaining: 28.5s
254:	learn: 0.2055354	total: 9.75s	remaining: 28.5s
255:	learn: 0.2049760	total: 9.79s	remaining: 28.5s
256:	learn: 0.2038015	total: 9.83s	remaining: 28.4s
257:	learn: 0.2036514	total: 9.86s	remaining: 28.4s
258:	learn: 0.2031260	total: 9.9s	remaining: 28.3s
259:	learn: 0.2029281	total: 9.9s	remaining: 28.2s
260:	learn: 0.2017641	total: 9.94s	remaining: 28.1s
261:	learn: 0.2009023	total: 9.98s	remaining: 28.1s
262:	learn: 0.2007142	total: 9.99s	remaining: 28s
263:	learn: 0.1999232	total: 10s	remaining: 28s
264:	learn: 0.1997927	total: 10s	remaining: 27.8s
265:	learn: 0.1987156	total: 10.1s	remaining: 27.8s
266:	learn: 0.1984938	total: 10.1s	remaining: 27.6s
267:	learn: 0.1975952	total: 10.1s	remaining: 27.6s
268:	learn: 0.1973927	total: 10.1s	remaining: 27.5s
269:	learn: 0.1968720	total: 10.1s	remaining: 27.4s
270:	learn: 0.1966924	total: 10.2s	remaining: 27.4s
271:	learn: 0.1958538	total: 10.2s	remaining: 27.4s
272:	learn: 0.1957091	total: 10.3s	remaining: 27.4s
273:	learn: 0.1955554	total: 10.3s	remaining: 27.2s
274:	learn: 0.1953638	total: 10.3s	remaining: 27.2s
275:	learn: 0.1945618	total: 10.4s	remaining: 27.2s
276:	learn: 0.1944017	total: 10.4s	remaining: 27s
277:	learn: 0.1942163	total: 10.4s	remaining: 26.9s
278:	learn: 0.1940624	total: 10.4s	remaining: 26.9s
279:	learn: 0.1929912	total: 10.4s	remaining: 26.8s
280:	learn: 0.1920514	total: 10.5s	remaining: 26.8s
281:	learn: 0.1912517	total: 10.5s	remaining: 26.7s
282:	learn: 0.1910551	total: 10.5s	remaining: 26.7s
283:	learn: 0.1902887	total: 10.6s	remaining: 26.7s
284:	learn: 0.1901379	total: 10.6s	remaining: 26.6s
285:	learn: 0.1899391	total: 10.6s	remaining: 26.4s
286:	learn: 0.1890683	total: 10.6s	remaining: 26.4s
287:	learn: 0.1882595	total: 10.7s	remaining: 26.4s
288:	learn: 0.1880541	total: 10.7s	remaining: 26.3s
289:	learn: 0.1878826	total: 10.7s	remaining: 26.2s
290:	learn: 0.1873604	total: 10.7s	remaining: 26.1s
291:	learn: 0.1864163	total: 10.8s	remaining: 26.1s
292:	learn: 0.1858049	total: 10.8s	remaining: 26.1s
293:	learn: 0.1856195	total: 10.8s	remaining: 26s
294:	learn: 0.1854952	total: 10.9s	remaining: 25.9s
295:	learn: 0.1853592	total: 10.9s	remaining: 25.8s
296:	learn: 0.1851278	total: 10.9s	remaining: 25.7s
297:	learn: 0.1842428	total: 10.9s	remaining: 25.7s
298:	learn: 0.1840873	total: 10.9s	remaining: 25.6s
299:	learn: 0.1832082	total: 10.9s	remaining: 25.5s
300:	learn: 0.1823138	total: 11s	remaining: 25.5s
301:	learn: 0.1815897	total: 11s	remaining: 25.5s
302:	learn: 0.1810353	total: 11.1s	remaining: 25.5s
303:	learn: 0.1808981	total: 11.1s	remaining: 25.3s
304:	learn: 0.1799987	total: 11.1s	remaining: 25.3s
305:	learn: 0.1795620	total: 11.1s	remaining: 25.3s
306:	learn: 0.1793479	total: 11.1s	remaining: 25.2s
307:	learn: 0.1791375	total: 11.2s	remaining: 25.1s
308:	learn: 0.1789823	total: 11.2s	remaining: 25s
309:	learn: 0.1783831	total: 11.2s	remaining: 25s
310:	learn: 0.1781749	total: 11.2s	remaining: 24.9s
311:	learn: 0.1780672	total: 11.3s	remaining: 24.9s
312:	learn: 0.1773936	total: 11.3s	remaining: 24.8s
313:	learn: 0.1771158	total: 11.4s	remaining: 24.8s
314:	learn: 0.1763876	total: 11.4s	remaining: 24.8s
315:	learn: 0.1756695	total: 11.4s	remaining: 24.8s
316:	learn: 0.1750692	total: 11.5s	remaining: 24.7s
317:	learn: 0.1749270	total: 11.5s	remaining: 24.6s
318:	learn: 0.1745531	total: 11.5s	remaining: 24.5s
319:	learn: 0.1738948	total: 11.5s	remaining: 24.5s
320:	learn: 0.1737244	total: 11.5s	remaining: 24.4s
321:	learn: 0.1735539	total: 11.6s	remaining: 24.4s
322:	learn: 0.1732244	total: 11.6s	remaining: 24.4s
323:	learn: 0.1723987	total: 11.7s	remaining: 24.3s
324:	learn: 0.1720479	total: 11.7s	remaining: 24.3s
325:	learn: 0.1715021	total: 11.7s	remaining: 24.3s
326:	learn: 0.1712905	total: 11.8s	remaining: 24.3s
327:	learn: 0.1706597	total: 11.8s	remaining: 24.2s
328:	learn: 0.1699347	total: 11.9s	remaining: 24.2s
329:	learn: 0.1694866	total: 11.9s	remaining: 24.2s
330:	learn: 0.1686508	total: 11.9s	remaining: 24.1s
331:	learn: 0.1679413	total: 12s	remaining: 24.1s
332:	learn: 0.1676132	total: 12s	remaining: 24s
333:	learn: 0.1669020	total: 12s	remaining: 24s
334:	learn: 0.1660798	total: 12.1s	remaining: 24s
335:	learn: 0.1653220	total: 12.1s	remaining: 23.9s
336:	learn: 0.1647023	total: 12.1s	remaining: 23.9s
337:	learn: 0.1645185	total: 12.2s	remaining: 23.8s
338:	learn: 0.1637570	total: 12.2s	remaining: 23.8s
339:	learn: 0.1631172	total: 12.2s	remaining: 23.8s
340:	learn: 0.1629733	total: 12.3s	remaining: 23.7s
341:	learn: 0.1628693	total: 12.3s	remaining: 23.6s
342:	learn: 0.1622689	total: 12.3s	remaining: 23.6s
343:	learn: 0.1621217	total: 12.3s	remaining: 23.5s
344:	learn: 0.1620094	total: 12.3s	remaining: 23.4s
345:	learn: 0.1618864	total: 12.4s	remaining: 23.4s
346:	learn: 0.1612886	total: 12.4s	remaining: 23.3s
347:	learn: 0.1611456	total: 12.4s	remaining: 23.3s
348:	learn: 0.1605579	total: 12.5s	remaining: 23.3s
349:	learn: 0.1598080	total: 12.5s	remaining: 23.2s
350:	learn: 0.1591983	total: 12.6s	remaining: 23.2s
351:	learn: 0.1584928	total: 12.6s	remaining: 23.2s
352:	learn: 0.1579041	total: 12.6s	remaining: 23.2s
353:	learn: 0.1578234	total: 12.7s	remaining: 23.1s
354:	learn: 0.1571742	total: 12.7s	remaining: 23.1s
355:	learn: 0.1570900	total: 12.8s	remaining: 23.1s
356:	learn: 0.1567886	total: 12.8s	remaining: 23.1s
357:	learn: 0.1559170	total: 12.8s	remaining: 23s
358:	learn: 0.1552286	total: 12.9s	remaining: 23s
359:	learn: 0.1548657	total: 12.9s	remaining: 22.9s
360:	learn: 0.1542911	total: 12.9s	remaining: 22.8s
361:	learn: 0.1538487	total: 12.9s	remaining: 22.8s
362:	learn: 0.1532177	total: 13s	remaining: 22.8s
363:	learn: 0.1526184	total: 13s	remaining: 22.7s
364:	learn: 0.1520157	total: 13.1s	remaining: 22.7s
365:	learn: 0.1514223	total: 13.1s	remaining: 22.7s
366:	learn: 0.1508676	total: 13.1s	remaining: 22.6s
367:	learn: 0.1507506	total: 13.2s	remaining: 22.6s
368:	learn: 0.1506729	total: 13.2s	remaining: 22.6s
369:	learn: 0.1501695	total: 13.2s	remaining: 22.6s
370:	learn: 0.1494341	total: 13.3s	remaining: 22.5s
371:	learn: 0.1489633	total: 13.3s	remaining: 22.5s
372:	learn: 0.1488052	total: 13.3s	remaining: 22.4s
373:	learn: 0.1482033	total: 13.4s	remaining: 22.4s
374:	learn: 0.1476962	total: 13.4s	remaining: 22.3s
375:	learn: 0.1476165	total: 13.4s	remaining: 22.3s
376:	learn: 0.1475040	total: 13.4s	remaining: 22.2s
377:	learn: 0.1469909	total: 13.5s	remaining: 22.2s
378:	learn: 0.1464864	total: 13.5s	remaining: 22.2s
379:	learn: 0.1459999	total: 13.6s	remaining: 22.1s
380:	learn: 0.1459181	total: 13.6s	remaining: 22.1s
381:	learn: 0.1457216	total: 13.6s	remaining: 22s
382:	learn: 0.1456501	total: 13.6s	remaining: 22s
383:	learn: 0.1453667	total: 13.7s	remaining: 21.9s
384:	learn: 0.1448054	total: 13.7s	remaining: 21.9s
385:	learn: 0.1447313	total: 13.7s	remaining: 21.8s
386:	learn: 0.1439809	total: 13.8s	remaining: 21.8s
387:	learn: 0.1433009	total: 13.8s	remaining: 21.8s
388:	learn: 0.1428272	total: 13.8s	remaining: 21.8s
389:	learn: 0.1422705	total: 13.9s	remaining: 21.7s
390:	learn: 0.1415459	total: 13.9s	remaining: 21.7s
391:	learn: 0.1414466	total: 14s	remaining: 21.7s
392:	learn: 0.1409725	total: 14s	remaining: 21.6s
393:	learn: 0.1405023	total: 14.1s	remaining: 21.6s
394:	learn: 0.1403955	total: 14.1s	remaining: 21.5s
395:	learn: 0.1403261	total: 14.1s	remaining: 21.5s
396:	learn: 0.1401240	total: 14.1s	remaining: 21.5s
397:	learn: 0.1399554	total: 14.2s	remaining: 21.4s
398:	learn: 0.1394683	total: 14.2s	remaining: 21.4s
399:	learn: 0.1394004	total: 14.2s	remaining: 21.3s
400:	learn: 0.1391031	total: 14.2s	remaining: 21.3s
401:	learn: 0.1390300	total: 14.2s	remaining: 21.2s
402:	learn: 0.1384895	total: 14.3s	remaining: 21.1s
403:	learn: 0.1384177	total: 14.3s	remaining: 21.1s
404:	learn: 0.1377956	total: 14.3s	remaining: 21.1s
405:	learn: 0.1371602	total: 14.4s	remaining: 21s
406:	learn: 0.1369638	total: 14.4s	remaining: 21s
407:	learn: 0.1368968	total: 14.5s	remaining: 21s
408:	learn: 0.1368274	total: 14.5s	remaining: 21s
409:	learn: 0.1367218	total: 14.5s	remaining: 20.9s
410:	learn: 0.1365010	total: 14.6s	remaining: 20.9s
411:	learn: 0.1363756	total: 14.6s	remaining: 20.9s
412:	learn: 0.1362956	total: 14.7s	remaining: 20.8s
413:	learn: 0.1359350	total: 14.7s	remaining: 20.8s
414:	learn: 0.1352694	total: 14.7s	remaining: 20.8s
415:	learn: 0.1347303	total: 14.8s	remaining: 20.7s
416:	learn: 0.1341619	total: 14.8s	remaining: 20.7s
417:	learn: 0.1336821	total: 14.9s	remaining: 20.7s
418:	learn: 0.1331283	total: 14.9s	remaining: 20.7s
419:	learn: 0.1327869	total: 14.9s	remaining: 20.6s
420:	learn: 0.1321648	total: 15s	remaining: 20.6s
421:	learn: 0.1318399	total: 15s	remaining: 20.6s
422:	learn: 0.1314539	total: 15.1s	remaining: 20.5s
423:	learn: 0.1311340	total: 15.1s	remaining: 20.5s
424:	learn: 0.1309069	total: 15.1s	remaining: 20.5s
425:	learn: 0.1307819	total: 15.2s	remaining: 20.5s
426:	learn: 0.1304140	total: 15.2s	remaining: 20.4s
427:	learn: 0.1300382	total: 15.3s	remaining: 20.4s
428:	learn: 0.1296170	total: 15.3s	remaining: 20.4s
429:	learn: 0.1289692	total: 15.3s	remaining: 20.3s
430:	learn: 0.1284562	total: 15.4s	remaining: 20.3s
431:	learn: 0.1280795	total: 15.4s	remaining: 20.3s
432:	learn: 0.1279820	total: 15.4s	remaining: 20.2s
433:	learn: 0.1277195	total: 15.4s	remaining: 20.1s
434:	learn: 0.1275089	total: 15.5s	remaining: 20.1s
435:	learn: 0.1271082	total: 15.5s	remaining: 20.1s
436:	learn: 0.1270463	total: 15.5s	remaining: 20s
437:	learn: 0.1267213	total: 15.6s	remaining: 20s
438:	learn: 0.1263390	total: 15.6s	remaining: 20s
439:	learn: 0.1261346	total: 15.7s	remaining: 19.9s
440:	learn: 0.1260419	total: 15.7s	remaining: 19.9s
441:	learn: 0.1254689	total: 15.7s	remaining: 19.9s
442:	learn: 0.1250379	total: 15.8s	remaining: 19.8s
443:	learn: 0.1245203	total: 15.8s	remaining: 19.8s
444:	learn: 0.1240510	total: 15.9s	remaining: 19.8s
445:	learn: 0.1236508	total: 15.9s	remaining: 19.8s
446:	learn: 0.1235926	total: 15.9s	remaining: 19.7s
447:	learn: 0.1234962	total: 15.9s	remaining: 19.6s
448:	learn: 0.1230381	total: 16s	remaining: 19.6s
449:	learn: 0.1226436	total: 16s	remaining: 19.6s
450:	learn: 0.1225616	total: 16.1s	remaining: 19.6s
451:	learn: 0.1222603	total: 16.1s	remaining: 19.5s
452:	learn: 0.1218050	total: 16.1s	remaining: 19.5s
453:	learn: 0.1213397	total: 16.2s	remaining: 19.5s
454:	learn: 0.1212486	total: 16.2s	remaining: 19.4s
455:	learn: 0.1208664	total: 16.2s	remaining: 19.4s
456:	learn: 0.1208067	total: 16.2s	remaining: 19.3s
457:	learn: 0.1203653	total: 16.3s	remaining: 19.2s
458:	learn: 0.1198423	total: 16.3s	remaining: 19.2s
459:	learn: 0.1196877	total: 16.3s	remaining: 19.2s
460:	learn: 0.1196189	total: 16.3s	remaining: 19.1s
461:	learn: 0.1192570	total: 16.4s	remaining: 19.1s
462:	learn: 0.1189717	total: 16.4s	remaining: 19s
463:	learn: 0.1188078	total: 16.5s	remaining: 19s
464:	learn: 0.1183388	total: 16.5s	remaining: 19s
465:	learn: 0.1180945	total: 16.5s	remaining: 18.9s
466:	learn: 0.1177523	total: 16.6s	remaining: 18.9s
467:	learn: 0.1172424	total: 16.6s	remaining: 18.9s
468:	learn: 0.1171948	total: 16.6s	remaining: 18.8s
469:	learn: 0.1167784	total: 16.6s	remaining: 18.8s
470:	learn: 0.1166070	total: 16.7s	remaining: 18.7s
471:	learn: 0.1165521	total: 16.7s	remaining: 18.7s
472:	learn: 0.1165038	total: 16.7s	remaining: 18.6s
473:	learn: 0.1161405	total: 16.8s	remaining: 18.6s
474:	learn: 0.1160716	total: 16.8s	remaining: 18.5s
475:	learn: 0.1160198	total: 16.8s	remaining: 18.5s
476:	learn: 0.1159752	total: 16.8s	remaining: 18.4s
477:	learn: 0.1155206	total: 16.8s	remaining: 18.4s
478:	learn: 0.1151485	total: 16.9s	remaining: 18.4s
479:	learn: 0.1147670	total: 16.9s	remaining: 18.3s
480:	learn: 0.1142882	total: 17s	remaining: 18.3s
481:	learn: 0.1136576	total: 17s	remaining: 18.3s
482:	learn: 0.1132440	total: 17s	remaining: 18.2s
483:	learn: 0.1130711	total: 17.1s	remaining: 18.2s
484:	learn: 0.1126221	total: 17.1s	remaining: 18.2s
485:	learn: 0.1122937	total: 17.2s	remaining: 18.2s
486:	learn: 0.1120142	total: 17.2s	remaining: 18.1s
487:	learn: 0.1118802	total: 17.2s	remaining: 18.1s
488:	learn: 0.1117188	total: 17.3s	remaining: 18.1s
489:	learn: 0.1112310	total: 17.3s	remaining: 18s
490:	learn: 0.1108007	total: 17.4s	remaining: 18s
491:	learn: 0.1104245	total: 17.4s	remaining: 18s
492:	learn: 0.1103613	total: 17.4s	remaining: 17.9s
493:	learn: 0.1099010	total: 17.4s	remaining: 17.9s
494:	learn: 0.1094819	total: 17.5s	remaining: 17.8s
495:	learn: 0.1092390	total: 17.5s	remaining: 17.8s
496:	learn: 0.1089120	total: 17.6s	remaining: 17.8s
497:	learn: 0.1088212	total: 17.6s	remaining: 17.7s
498:	learn: 0.1084561	total: 17.6s	remaining: 17.7s
499:	learn: 0.1079866	total: 17.6s	remaining: 17.6s
500:	learn: 0.1076408	total: 17.7s	remaining: 17.6s
501:	learn: 0.1071295	total: 17.7s	remaining: 17.6s
502:	learn: 0.1066380	total: 17.8s	remaining: 17.6s
503:	learn: 0.1062108	total: 17.8s	remaining: 17.5s
504:	learn: 0.1056986	total: 17.8s	remaining: 17.5s
505:	learn: 0.1052188	total: 17.9s	remaining: 17.5s
506:	learn: 0.1049373	total: 17.9s	remaining: 17.4s
507:	learn: 0.1048394	total: 18s	remaining: 17.4s
508:	learn: 0.1045226	total: 18s	remaining: 17.4s
509:	learn: 0.1042837	total: 18s	remaining: 17.3s
510:	learn: 0.1041981	total: 18.1s	remaining: 17.3s
511:	learn: 0.1039369	total: 18.1s	remaining: 17.3s
512:	learn: 0.1035073	total: 18.2s	remaining: 17.2s
513:	learn: 0.1034507	total: 18.2s	remaining: 17.2s
514:	learn: 0.1031926	total: 18.2s	remaining: 17.2s
515:	learn: 0.1028487	total: 18.3s	remaining: 17.1s
516:	learn: 0.1024170	total: 18.3s	remaining: 17.1s
517:	learn: 0.1020305	total: 18.4s	remaining: 17.1s
518:	learn: 0.1018153	total: 18.4s	remaining: 17.1s
519:	learn: 0.1016950	total: 18.4s	remaining: 17s
520:	learn: 0.1013079	total: 18.5s	remaining: 17s
521:	learn: 0.1009819	total: 18.5s	remaining: 17s
522:	learn: 0.1006985	total: 18.6s	remaining: 16.9s
523:	learn: 0.1004078	total: 18.6s	remaining: 16.9s
524:	learn: 0.0998978	total: 18.6s	remaining: 16.9s
525:	learn: 0.0995534	total: 18.7s	remaining: 16.8s
526:	learn: 0.0993987	total: 18.7s	remaining: 16.8s
527:	learn: 0.0989762	total: 18.8s	remaining: 16.8s
528:	learn: 0.0986218	total: 18.8s	remaining: 16.7s
529:	learn: 0.0982311	total: 18.8s	remaining: 16.7s
530:	learn: 0.0979256	total: 18.9s	remaining: 16.7s
531:	learn: 0.0976108	total: 18.9s	remaining: 16.6s
532:	learn: 0.0973130	total: 19s	remaining: 16.6s
533:	learn: 0.0969884	total: 19s	remaining: 16.6s
534:	learn: 0.0966469	total: 19s	remaining: 16.5s
535:	learn: 0.0964680	total: 19.1s	remaining: 16.5s
536:	learn: 0.0959796	total: 19.1s	remaining: 16.5s
537:	learn: 0.0956235	total: 19.2s	remaining: 16.5s
538:	learn: 0.0952974	total: 19.2s	remaining: 16.4s
539:	learn: 0.0948252	total: 19.2s	remaining: 16.4s
540:	learn: 0.0944028	total: 19.3s	remaining: 16.4s
541:	learn: 0.0943092	total: 19.3s	remaining: 16.3s
542:	learn: 0.0941668	total: 19.4s	remaining: 16.3s
543:	learn: 0.0941385	total: 19.4s	remaining: 16.3s
544:	learn: 0.0937241	total: 19.4s	remaining: 16.2s
545:	learn: 0.0933689	total: 19.5s	remaining: 16.2s
546:	learn: 0.0930452	total: 19.5s	remaining: 16.2s
547:	learn: 0.0928396	total: 19.6s	remaining: 16.1s
548:	learn: 0.0926692	total: 19.6s	remaining: 16.1s
549:	learn: 0.0924950	total: 19.6s	remaining: 16.1s
550:	learn: 0.0922975	total: 19.7s	remaining: 16s
551:	learn: 0.0919549	total: 19.7s	remaining: 16s
552:	learn: 0.0918104	total: 19.8s	remaining: 16s
553:	learn: 0.0913507	total: 19.8s	remaining: 15.9s
554:	learn: 0.0909847	total: 19.8s	remaining: 15.9s
555:	learn: 0.0906312	total: 19.9s	remaining: 15.9s
556:	learn: 0.0904131	total: 19.9s	remaining: 15.8s
557:	learn: 0.0901325	total: 19.9s	remaining: 15.8s
558:	learn: 0.0898013	total: 19.9s	remaining: 15.7s
559:	learn: 0.0895051	total: 20s	remaining: 15.7s
560:	learn: 0.0893400	total: 20s	remaining: 15.7s
561:	learn: 0.0893054	total: 20s	remaining: 15.6s
562:	learn: 0.0889597	total: 20.1s	remaining: 15.6s
563:	learn: 0.0886554	total: 20.1s	remaining: 15.6s
564:	learn: 0.0883605	total: 20.2s	remaining: 15.5s
565:	learn: 0.0880192	total: 20.2s	remaining: 15.5s
566:	learn: 0.0876935	total: 20.2s	remaining: 15.5s
567:	learn: 0.0875056	total: 20.3s	remaining: 15.4s
568:	learn: 0.0873364	total: 20.3s	remaining: 15.4s
569:	learn: 0.0871043	total: 20.4s	remaining: 15.4s
570:	learn: 0.0866930	total: 20.4s	remaining: 15.3s
571:	learn: 0.0863883	total: 20.4s	remaining: 15.3s
572:	learn: 0.0861289	total: 20.5s	remaining: 15.3s
573:	learn: 0.0858121	total: 20.5s	remaining: 15.2s
574:	learn: 0.0855190	total: 20.6s	remaining: 15.2s
575:	learn: 0.0854280	total: 20.6s	remaining: 15.2s
576:	learn: 0.0852001	total: 20.6s	remaining: 15.1s
577:	learn: 0.0849550	total: 20.7s	remaining: 15.1s
578:	learn: 0.0846580	total: 20.7s	remaining: 15.1s
579:	learn: 0.0842110	total: 20.8s	remaining: 15s
580:	learn: 0.0841328	total: 20.8s	remaining: 15s
581:	learn: 0.0837405	total: 20.8s	remaining: 14.9s
582:	learn: 0.0835089	total: 20.8s	remaining: 14.9s
583:	learn: 0.0831053	total: 20.9s	remaining: 14.9s
584:	learn: 0.0827819	total: 20.9s	remaining: 14.8s
585:	learn: 0.0825516	total: 21s	remaining: 14.8s
586:	learn: 0.0822420	total: 21s	remaining: 14.8s
587:	learn: 0.0822101	total: 21s	remaining: 14.7s
588:	learn: 0.0820304	total: 21.1s	remaining: 14.7s
589:	learn: 0.0818112	total: 21.1s	remaining: 14.7s
590:	learn: 0.0815761	total: 21.2s	remaining: 14.6s
591:	learn: 0.0813327	total: 21.2s	remaining: 14.6s
592:	learn: 0.0811005	total: 21.2s	remaining: 14.6s
593:	learn: 0.0810839	total: 21.2s	remaining: 14.5s
594:	learn: 0.0806485	total: 21.3s	remaining: 14.5s
595:	learn: 0.0803298	total: 21.3s	remaining: 14.5s
596:	learn: 0.0800734	total: 21.4s	remaining: 14.4s
597:	learn: 0.0799691	total: 21.4s	remaining: 14.4s
598:	learn: 0.0795864	total: 21.4s	remaining: 14.4s
599:	learn: 0.0793281	total: 21.5s	remaining: 14.3s
600:	learn: 0.0789657	total: 21.5s	remaining: 14.3s
601:	learn: 0.0787528	total: 21.6s	remaining: 14.3s
602:	learn: 0.0786567	total: 21.6s	remaining: 14.2s
603:	learn: 0.0784272	total: 21.6s	remaining: 14.2s
604:	learn: 0.0781558	total: 21.7s	remaining: 14.2s
605:	learn: 0.0778090	total: 21.7s	remaining: 14.1s
606:	learn: 0.0775534	total: 21.8s	remaining: 14.1s
607:	learn: 0.0773245	total: 21.8s	remaining: 14.1s
608:	learn: 0.0771697	total: 21.8s	remaining: 14s
609:	learn: 0.0769019	total: 21.9s	remaining: 14s
610:	learn: 0.0768255	total: 21.9s	remaining: 14s
611:	learn: 0.0764967	total: 22s	remaining: 13.9s
612:	learn: 0.0764049	total: 22s	remaining: 13.9s
613:	learn: 0.0762033	total: 22s	remaining: 13.9s
614:	learn: 0.0758764	total: 22.1s	remaining: 13.8s
615:	learn: 0.0757566	total: 22.1s	remaining: 13.8s
616:	learn: 0.0754407	total: 22.2s	remaining: 13.8s
617:	learn: 0.0751620	total: 22.2s	remaining: 13.7s
618:	learn: 0.0748921	total: 22.2s	remaining: 13.7s
619:	learn: 0.0746641	total: 22.3s	remaining: 13.7s
620:	learn: 0.0743676	total: 22.3s	remaining: 13.6s
621:	learn: 0.0742799	total: 22.4s	remaining: 13.6s
622:	learn: 0.0742105	total: 22.4s	remaining: 13.6s
623:	learn: 0.0741143	total: 22.4s	remaining: 13.5s
624:	learn: 0.0739216	total: 22.5s	remaining: 13.5s
625:	learn: 0.0737279	total: 22.5s	remaining: 13.4s
626:	learn: 0.0734286	total: 22.6s	remaining: 13.4s
627:	learn: 0.0731701	total: 22.6s	remaining: 13.4s
628:	learn: 0.0729017	total: 22.6s	remaining: 13.4s
629:	learn: 0.0725952	total: 22.7s	remaining: 13.3s
630:	learn: 0.0723734	total: 22.7s	remaining: 13.3s
631:	learn: 0.0721008	total: 22.8s	remaining: 13.3s
632:	learn: 0.0718034	total: 22.8s	remaining: 13.2s
633:	learn: 0.0715711	total: 22.8s	remaining: 13.2s
634:	learn: 0.0713062	total: 22.9s	remaining: 13.1s
635:	learn: 0.0710343	total: 22.9s	remaining: 13.1s
636:	learn: 0.0709686	total: 23s	remaining: 13.1s
637:	learn: 0.0707984	total: 23s	remaining: 13s
638:	learn: 0.0705905	total: 23s	remaining: 13s
639:	learn: 0.0703058	total: 23.1s	remaining: 13s
640:	learn: 0.0700943	total: 23.1s	remaining: 12.9s
641:	learn: 0.0700736	total: 23.1s	remaining: 12.9s
642:	learn: 0.0699018	total: 23.2s	remaining: 12.9s
643:	learn: 0.0696497	total: 23.2s	remaining: 12.8s
644:	learn: 0.0694639	total: 23.2s	remaining: 12.8s
645:	learn: 0.0692643	total: 23.3s	remaining: 12.8s
646:	learn: 0.0692153	total: 23.3s	remaining: 12.7s
647:	learn: 0.0691842	total: 23.4s	remaining: 12.7s
648:	learn: 0.0689416	total: 23.4s	remaining: 12.7s
649:	learn: 0.0686918	total: 23.4s	remaining: 12.6s
650:	learn: 0.0683341	total: 23.5s	remaining: 12.6s
651:	learn: 0.0683096	total: 23.5s	remaining: 12.6s
652:	learn: 0.0681435	total: 23.6s	remaining: 12.5s
653:	learn: 0.0679447	total: 23.6s	remaining: 12.5s
654:	learn: 0.0678459	total: 23.6s	remaining: 12.5s
655:	learn: 0.0675211	total: 23.7s	remaining: 12.4s
656:	learn: 0.0672620	total: 23.7s	remaining: 12.4s
657:	learn: 0.0670614	total: 23.8s	remaining: 12.4s
658:	learn: 0.0667752	total: 23.8s	remaining: 12.3s
659:	learn: 0.0664913	total: 23.8s	remaining: 12.3s
660:	learn: 0.0662406	total: 23.9s	remaining: 12.2s
661:	learn: 0.0660367	total: 23.9s	remaining: 12.2s
662:	learn: 0.0657920	total: 24s	remaining: 12.2s
663:	learn: 0.0657046	total: 24s	remaining: 12.1s
664:	learn: 0.0655199	total: 24s	remaining: 12.1s
665:	learn: 0.0652879	total: 24s	remaining: 12.1s
666:	learn: 0.0650557	total: 24.1s	remaining: 12s
667:	learn: 0.0648056	total: 24.1s	remaining: 12s
668:	learn: 0.0644965	total: 24.2s	remaining: 12s
669:	learn: 0.0642809	total: 24.2s	remaining: 11.9s
670:	learn: 0.0640371	total: 24.3s	remaining: 11.9s
671:	learn: 0.0638792	total: 24.3s	remaining: 11.9s
672:	learn: 0.0636981	total: 24.3s	remaining: 11.8s
673:	learn: 0.0634643	total: 24.4s	remaining: 11.8s
674:	learn: 0.0632488	total: 24.4s	remaining: 11.8s
675:	learn: 0.0632279	total: 24.5s	remaining: 11.7s
676:	learn: 0.0630349	total: 24.5s	remaining: 11.7s
677:	learn: 0.0628923	total: 24.5s	remaining: 11.7s
678:	learn: 0.0628445	total: 24.6s	remaining: 11.6s
679:	learn: 0.0626301	total: 24.6s	remaining: 11.6s
680:	learn: 0.0624086	total: 24.6s	remaining: 11.5s
681:	learn: 0.0621601	total: 24.7s	remaining: 11.5s
682:	learn: 0.0620413	total: 24.7s	remaining: 11.5s
683:	learn: 0.0617313	total: 24.8s	remaining: 11.4s
684:	learn: 0.0615314	total: 24.8s	remaining: 11.4s
685:	learn: 0.0612574	total: 24.8s	remaining: 11.4s
686:	learn: 0.0610536	total: 24.9s	remaining: 11.3s
687:	learn: 0.0609680	total: 24.9s	remaining: 11.3s
688:	learn: 0.0607739	total: 24.9s	remaining: 11.3s
689:	learn: 0.0605750	total: 25s	remaining: 11.2s
690:	learn: 0.0603516	total: 25s	remaining: 11.2s
691:	learn: 0.0600860	total: 25.1s	remaining: 11.2s
692:	learn: 0.0598775	total: 25.1s	remaining: 11.1s
693:	learn: 0.0597644	total: 25.1s	remaining: 11.1s
694:	learn: 0.0594697	total: 25.2s	remaining: 11.1s
695:	learn: 0.0592162	total: 25.2s	remaining: 11s
696:	learn: 0.0589257	total: 25.3s	remaining: 11s
697:	learn: 0.0586985	total: 25.3s	remaining: 10.9s
698:	learn: 0.0584354	total: 25.3s	remaining: 10.9s
699:	learn: 0.0583973	total: 25.4s	remaining: 10.9s
700:	learn: 0.0583010	total: 25.4s	remaining: 10.8s
701:	learn: 0.0580988	total: 25.5s	remaining: 10.8s
702:	learn: 0.0578910	total: 25.5s	remaining: 10.8s
703:	learn: 0.0577842	total: 25.5s	remaining: 10.7s
704:	learn: 0.0574997	total: 25.6s	remaining: 10.7s
705:	learn: 0.0573128	total: 25.6s	remaining: 10.7s
706:	learn: 0.0572095	total: 25.6s	remaining: 10.6s
707:	learn: 0.0569996	total: 25.7s	remaining: 10.6s
708:	learn: 0.0568387	total: 25.7s	remaining: 10.5s
709:	learn: 0.0566194	total: 25.7s	remaining: 10.5s
710:	learn: 0.0564124	total: 25.8s	remaining: 10.5s
711:	learn: 0.0563852	total: 25.8s	remaining: 10.4s
712:	learn: 0.0561649	total: 25.8s	remaining: 10.4s
713:	learn: 0.0559951	total: 25.8s	remaining: 10.4s
714:	learn: 0.0559716	total: 25.9s	remaining: 10.3s
715:	learn: 0.0557786	total: 25.9s	remaining: 10.3s
716:	learn: 0.0554866	total: 26s	remaining: 10.3s
717:	learn: 0.0552530	total: 26s	remaining: 10.2s
718:	learn: 0.0550206	total: 26.1s	remaining: 10.2s
719:	learn: 0.0548466	total: 26.1s	remaining: 10.1s
720:	learn: 0.0547080	total: 26.1s	remaining: 10.1s
721:	learn: 0.0545339	total: 26.2s	remaining: 10.1s
722:	learn: 0.0543654	total: 26.2s	remaining: 10s
723:	learn: 0.0541238	total: 26.2s	remaining: 10s
724:	learn: 0.0539632	total: 26.3s	remaining: 9.97s
725:	learn: 0.0539137	total: 26.3s	remaining: 9.92s
726:	learn: 0.0537150	total: 26.3s	remaining: 9.89s
727:	learn: 0.0536909	total: 26.3s	remaining: 9.84s
728:	learn: 0.0535202	total: 26.4s	remaining: 9.8s
729:	learn: 0.0533376	total: 26.4s	remaining: 9.77s
730:	learn: 0.0533143	total: 26.5s	remaining: 9.73s
731:	learn: 0.0530767	total: 26.5s	remaining: 9.7s
732:	learn: 0.0530031	total: 26.5s	remaining: 9.66s
733:	learn: 0.0529540	total: 26.6s	remaining: 9.63s
734:	learn: 0.0527498	total: 26.6s	remaining: 9.59s
735:	learn: 0.0526866	total: 26.6s	remaining: 9.56s
736:	learn: 0.0525591	total: 26.7s	remaining: 9.52s
737:	learn: 0.0523605	total: 26.7s	remaining: 9.49s
738:	learn: 0.0523412	total: 26.7s	remaining: 9.44s
739:	learn: 0.0521183	total: 26.8s	remaining: 9.41s
740:	learn: 0.0519585	total: 26.8s	remaining: 9.37s
741:	learn: 0.0518416	total: 26.8s	remaining: 9.33s
742:	learn: 0.0515804	total: 26.9s	remaining: 9.3s
743:	learn: 0.0514075	total: 26.9s	remaining: 9.26s
744:	learn: 0.0511452	total: 27s	remaining: 9.23s
745:	learn: 0.0508888	total: 27s	remaining: 9.2s
746:	learn: 0.0507208	total: 27s	remaining: 9.16s
747:	learn: 0.0505501	total: 27.1s	remaining: 9.12s
748:	learn: 0.0503865	total: 27.1s	remaining: 9.09s
749:	learn: 0.0501396	total: 27.2s	remaining: 9.06s
750:	learn: 0.0499710	total: 27.2s	remaining: 9.02s
751:	learn: 0.0498226	total: 27.2s	remaining: 8.98s
752:	learn: 0.0496182	total: 27.3s	remaining: 8.95s
753:	learn: 0.0494792	total: 27.3s	remaining: 8.91s
754:	learn: 0.0494375	total: 27.4s	remaining: 8.88s
755:	learn: 0.0492874	total: 27.4s	remaining: 8.85s
756:	learn: 0.0491001	total: 27.4s	remaining: 8.81s
757:	learn: 0.0489200	total: 27.5s	remaining: 8.77s
758:	learn: 0.0486882	total: 27.5s	remaining: 8.74s
759:	learn: 0.0485865	total: 27.6s	remaining: 8.71s
760:	learn: 0.0483976	total: 27.6s	remaining: 8.67s
761:	learn: 0.0482796	total: 27.6s	remaining: 8.63s
762:	learn: 0.0482239	total: 27.7s	remaining: 8.6s
763:	learn: 0.0480443	total: 27.7s	remaining: 8.56s
764:	learn: 0.0478597	total: 27.8s	remaining: 8.53s
765:	learn: 0.0477376	total: 27.8s	remaining: 8.49s
766:	learn: 0.0476291	total: 27.8s	remaining: 8.46s
767:	learn: 0.0475163	total: 27.9s	remaining: 8.42s
768:	learn: 0.0473974	total: 27.9s	remaining: 8.39s
769:	learn: 0.0472295	total: 28s	remaining: 8.35s
770:	learn: 0.0470466	total: 28s	remaining: 8.32s
771:	learn: 0.0468480	total: 28s	remaining: 8.28s
772:	learn: 0.0466794	total: 28.1s	remaining: 8.25s
773:	learn: 0.0465580	total: 28.1s	remaining: 8.21s
774:	learn: 0.0464456	total: 28.2s	remaining: 8.18s
775:	learn: 0.0463300	total: 28.2s	remaining: 8.14s
776:	learn: 0.0461229	total: 28.2s	remaining: 8.11s
777:	learn: 0.0460193	total: 28.3s	remaining: 8.07s
778:	learn: 0.0457853	total: 28.3s	remaining: 8.04s
779:	learn: 0.0456046	total: 28.4s	remaining: 8s
780:	learn: 0.0455850	total: 28.4s	remaining: 7.96s
781:	learn: 0.0454239	total: 28.4s	remaining: 7.93s
782:	learn: 0.0452432	total: 28.5s	remaining: 7.89s
783:	learn: 0.0451173	total: 28.5s	remaining: 7.86s
784:	learn: 0.0449247	total: 28.6s	remaining: 7.82s
785:	learn: 0.0447573	total: 28.6s	remaining: 7.79s
786:	learn: 0.0446893	total: 28.6s	remaining: 7.75s
787:	learn: 0.0446694	total: 28.6s	remaining: 7.71s
788:	learn: 0.0445885	total: 28.7s	remaining: 7.67s
789:	learn: 0.0445217	total: 28.8s	remaining: 7.64s
790:	learn: 0.0444752	total: 28.8s	remaining: 7.61s
791:	learn: 0.0442993	total: 28.9s	remaining: 7.58s
792:	learn: 0.0441702	total: 28.9s	remaining: 7.55s
793:	learn: 0.0441033	total: 28.9s	remaining: 7.5s
794:	learn: 0.0439180	total: 29s	remaining: 7.47s
795:	learn: 0.0439025	total: 29s	remaining: 7.44s
796:	learn: 0.0438115	total: 29.1s	remaining: 7.4s
797:	learn: 0.0435980	total: 29.1s	remaining: 7.37s
798:	learn: 0.0435201	total: 29.1s	remaining: 7.33s
799:	learn: 0.0433828	total: 29.2s	remaining: 7.3s
800:	learn: 0.0432237	total: 29.2s	remaining: 7.26s
801:	learn: 0.0431057	total: 29.3s	remaining: 7.22s
802:	learn: 0.0430301	total: 29.3s	remaining: 7.19s
803:	learn: 0.0429229	total: 29.3s	remaining: 7.15s
804:	learn: 0.0428904	total: 29.3s	remaining: 7.11s
805:	learn: 0.0428746	total: 29.4s	remaining: 7.07s
806:	learn: 0.0427535	total: 29.4s	remaining: 7.04s
807:	learn: 0.0425923	total: 29.5s	remaining: 7s
808:	learn: 0.0424707	total: 29.5s	remaining: 6.96s
809:	learn: 0.0423800	total: 29.5s	remaining: 6.93s
810:	learn: 0.0423543	total: 29.6s	remaining: 6.89s
811:	learn: 0.0423388	total: 29.6s	remaining: 6.86s
812:	learn: 0.0423155	total: 29.7s	remaining: 6.82s
813:	learn: 0.0421462	total: 29.7s	remaining: 6.79s
814:	learn: 0.0420161	total: 29.7s	remaining: 6.75s
815:	learn: 0.0418758	total: 29.8s	remaining: 6.72s
816:	learn: 0.0417147	total: 29.8s	remaining: 6.68s
817:	learn: 0.0415578	total: 29.9s	remaining: 6.64s
818:	learn: 0.0414170	total: 29.9s	remaining: 6.61s
819:	learn: 0.0412840	total: 29.9s	remaining: 6.57s
820:	learn: 0.0411712	total: 30s	remaining: 6.54s
821:	learn: 0.0411403	total: 30s	remaining: 6.5s
822:	learn: 0.0409866	total: 30.1s	remaining: 6.46s
823:	learn: 0.0409209	total: 30.1s	remaining: 6.43s
824:	learn: 0.0407878	total: 30.1s	remaining: 6.39s
825:	learn: 0.0405914	total: 30.2s	remaining: 6.36s
826:	learn: 0.0405568	total: 30.2s	remaining: 6.32s
827:	learn: 0.0404541	total: 30.3s	remaining: 6.29s
828:	learn: 0.0404193	total: 30.3s	remaining: 6.25s
829:	learn: 0.0402675	total: 30.3s	remaining: 6.21s
830:	learn: 0.0401557	total: 30.4s	remaining: 6.17s
831:	learn: 0.0400361	total: 30.4s	remaining: 6.14s
832:	learn: 0.0399328	total: 30.4s	remaining: 6.1s
833:	learn: 0.0398171	total: 30.5s	remaining: 6.07s
834:	learn: 0.0397672	total: 30.5s	remaining: 6.03s
835:	learn: 0.0397192	total: 30.6s	remaining: 5.99s
836:	learn: 0.0395685	total: 30.6s	remaining: 5.96s
837:	learn: 0.0394203	total: 30.6s	remaining: 5.92s
838:	learn: 0.0392858	total: 30.7s	remaining: 5.88s
839:	learn: 0.0392087	total: 30.7s	remaining: 5.85s
840:	learn: 0.0390838	total: 30.8s	remaining: 5.81s
841:	learn: 0.0389211	total: 30.8s	remaining: 5.78s
842:	learn: 0.0387336	total: 30.8s	remaining: 5.74s
843:	learn: 0.0386546	total: 30.9s	remaining: 5.71s
844:	learn: 0.0385425	total: 30.9s	remaining: 5.67s
845:	learn: 0.0384379	total: 31s	remaining: 5.63s
846:	learn: 0.0382983	total: 31s	remaining: 5.6s
847:	learn: 0.0381871	total: 31s	remaining: 5.56s
848:	learn: 0.0380658	total: 31.1s	remaining: 5.53s
849:	learn: 0.0379158	total: 31.1s	remaining: 5.49s
850:	learn: 0.0379013	total: 31.1s	remaining: 5.45s
851:	learn: 0.0377235	total: 31.2s	remaining: 5.42s
852:	learn: 0.0375969	total: 31.2s	remaining: 5.38s
853:	learn: 0.0374569	total: 31.3s	remaining: 5.34s
854:	learn: 0.0373431	total: 31.3s	remaining: 5.31s
855:	learn: 0.0371816	total: 31.3s	remaining: 5.27s
856:	learn: 0.0370419	total: 31.4s	remaining: 5.24s
857:	learn: 0.0369193	total: 31.4s	remaining: 5.2s
858:	learn: 0.0369023	total: 31.5s	remaining: 5.16s
859:	learn: 0.0367627	total: 31.5s	remaining: 5.13s
860:	learn: 0.0367101	total: 31.6s	remaining: 5.09s
861:	learn: 0.0366061	total: 31.6s	remaining: 5.06s
862:	learn: 0.0364748	total: 31.6s	remaining: 5.02s
863:	learn: 0.0364552	total: 31.7s	remaining: 4.99s
864:	learn: 0.0363457	total: 31.7s	remaining: 4.95s
865:	learn: 0.0362040	total: 31.8s	remaining: 4.91s
866:	learn: 0.0361037	total: 31.8s	remaining: 4.88s
867:	learn: 0.0359715	total: 31.8s	remaining: 4.84s
868:	learn: 0.0359486	total: 31.9s	remaining: 4.8s
869:	learn: 0.0358485	total: 31.9s	remaining: 4.77s
870:	learn: 0.0356449	total: 32s	remaining: 4.73s
871:	learn: 0.0355029	total: 32s	remaining: 4.7s
872:	learn: 0.0353335	total: 32s	remaining: 4.66s
873:	learn: 0.0352327	total: 32.1s	remaining: 4.62s
874:	learn: 0.0350601	total: 32.1s	remaining: 4.59s
875:	learn: 0.0350029	total: 32.2s	remaining: 4.55s
876:	learn: 0.0348709	total: 32.2s	remaining: 4.51s
877:	learn: 0.0347708	total: 32.2s	remaining: 4.48s
878:	learn: 0.0346155	total: 32.3s	remaining: 4.44s
879:	learn: 0.0344457	total: 32.3s	remaining: 4.41s
880:	learn: 0.0343348	total: 32.4s	remaining: 4.37s
881:	learn: 0.0341994	total: 32.4s	remaining: 4.33s
882:	learn: 0.0340730	total: 32.4s	remaining: 4.3s
883:	learn: 0.0339576	total: 32.5s	remaining: 4.26s
884:	learn: 0.0338387	total: 32.6s	remaining: 4.23s
885:	learn: 0.0338241	total: 32.6s	remaining: 4.2s
886:	learn: 0.0338057	total: 32.6s	remaining: 4.16s
887:	learn: 0.0337332	total: 32.7s	remaining: 4.12s
888:	learn: 0.0336388	total: 32.7s	remaining: 4.09s
889:	learn: 0.0334906	total: 32.8s	remaining: 4.05s
890:	learn: 0.0333840	total: 32.9s	remaining: 4.02s
891:	learn: 0.0332397	total: 32.9s	remaining: 3.98s
892:	learn: 0.0331180	total: 33s	remaining: 3.95s
893:	learn: 0.0330576	total: 33s	remaining: 3.91s
894:	learn: 0.0329925	total: 33.1s	remaining: 3.88s
895:	learn: 0.0328774	total: 33.1s	remaining: 3.84s
896:	learn: 0.0327599	total: 33.2s	remaining: 3.81s
897:	learn: 0.0326374	total: 33.2s	remaining: 3.77s
898:	learn: 0.0325414	total: 33.3s	remaining: 3.74s
899:	learn: 0.0323899	total: 33.3s	remaining: 3.7s
900:	learn: 0.0322658	total: 33.4s	remaining: 3.67s
901:	learn: 0.0321593	total: 33.4s	remaining: 3.63s
902:	learn: 0.0320257	total: 33.5s	remaining: 3.59s
903:	learn: 0.0318876	total: 33.5s	remaining: 3.56s
904:	learn: 0.0318578	total: 33.6s	remaining: 3.52s
905:	learn: 0.0317988	total: 33.6s	remaining: 3.49s
906:	learn: 0.0316269	total: 33.6s	remaining: 3.45s
907:	learn: 0.0315458	total: 33.7s	remaining: 3.41s
908:	learn: 0.0314679	total: 33.8s	remaining: 3.38s
909:	learn: 0.0313207	total: 33.8s	remaining: 3.34s
910:	learn: 0.0312596	total: 33.9s	remaining: 3.31s
911:	learn: 0.0311885	total: 33.9s	remaining: 3.27s
912:	learn: 0.0311638	total: 33.9s	remaining: 3.23s
913:	learn: 0.0310802	total: 34s	remaining: 3.2s
914:	learn: 0.0309511	total: 34s	remaining: 3.16s
915:	learn: 0.0308691	total: 34.1s	remaining: 3.12s
916:	learn: 0.0307799	total: 34.1s	remaining: 3.09s
917:	learn: 0.0306808	total: 34.2s	remaining: 3.05s
918:	learn: 0.0306433	total: 34.2s	remaining: 3.01s
919:	learn: 0.0306320	total: 34.2s	remaining: 2.97s
920:	learn: 0.0305229	total: 34.2s	remaining: 2.94s
921:	learn: 0.0304004	total: 34.3s	remaining: 2.9s
922:	learn: 0.0302962	total: 34.3s	remaining: 2.86s
923:	learn: 0.0302484	total: 34.4s	remaining: 2.83s
924:	learn: 0.0301668	total: 34.4s	remaining: 2.79s
925:	learn: 0.0300294	total: 34.4s	remaining: 2.75s
926:	learn: 0.0299619	total: 34.5s	remaining: 2.71s
927:	learn: 0.0299371	total: 34.5s	remaining: 2.68s
928:	learn: 0.0298287	total: 34.6s	remaining: 2.64s
929:	learn: 0.0297602	total: 34.6s	remaining: 2.6s
930:	learn: 0.0297405	total: 34.6s	remaining: 2.57s
931:	learn: 0.0296895	total: 34.7s	remaining: 2.53s
932:	learn: 0.0295686	total: 34.7s	remaining: 2.49s
933:	learn: 0.0295131	total: 34.8s	remaining: 2.46s
934:	learn: 0.0294580	total: 34.8s	remaining: 2.42s
935:	learn: 0.0293676	total: 34.8s	remaining: 2.38s
936:	learn: 0.0292265	total: 34.9s	remaining: 2.35s
937:	learn: 0.0292109	total: 34.9s	remaining: 2.31s
938:	learn: 0.0291882	total: 35s	remaining: 2.27s
939:	learn: 0.0290508	total: 35s	remaining: 2.23s
940:	learn: 0.0289684	total: 35s	remaining: 2.2s
941:	learn: 0.0289570	total: 35.1s	remaining: 2.16s
942:	learn: 0.0288699	total: 35.1s	remaining: 2.12s
943:	learn: 0.0287772	total: 35.2s	remaining: 2.09s
944:	learn: 0.0287422	total: 35.2s	remaining: 2.05s
945:	learn: 0.0286324	total: 35.2s	remaining: 2.01s
946:	learn: 0.0285377	total: 35.3s	remaining: 1.97s
947:	learn: 0.0284378	total: 35.3s	remaining: 1.94s
948:	learn: 0.0283192	total: 35.4s	remaining: 1.9s
949:	learn: 0.0283060	total: 35.4s	remaining: 1.86s
950:	learn: 0.0282457	total: 35.4s	remaining: 1.83s
951:	learn: 0.0281622	total: 35.5s	remaining: 1.79s
952:	learn: 0.0280606	total: 35.5s	remaining: 1.75s
953:	learn: 0.0279708	total: 35.6s	remaining: 1.71s
954:	learn: 0.0279257	total: 35.6s	remaining: 1.68s
955:	learn: 0.0278419	total: 35.6s	remaining: 1.64s
956:	learn: 0.0277579	total: 35.7s	remaining: 1.6s
957:	learn: 0.0277264	total: 35.7s	remaining: 1.56s
958:	learn: 0.0276292	total: 35.8s	remaining: 1.53s
959:	learn: 0.0275428	total: 35.8s	remaining: 1.49s
960:	learn: 0.0274613	total: 35.9s	remaining: 1.46s
961:	learn: 0.0273342	total: 35.9s	remaining: 1.42s
962:	learn: 0.0272889	total: 36s	remaining: 1.38s
963:	learn: 0.0271899	total: 36s	remaining: 1.34s
964:	learn: 0.0271289	total: 36s	remaining: 1.31s
965:	learn: 0.0270304	total: 36.1s	remaining: 1.27s
966:	learn: 0.0269436	total: 36.1s	remaining: 1.23s
967:	learn: 0.0268463	total: 36.2s	remaining: 1.2s
968:	learn: 0.0267640	total: 36.2s	remaining: 1.16s
969:	learn: 0.0266819	total: 36.2s	remaining: 1.12s
970:	learn: 0.0265521	total: 36.3s	remaining: 1.08s
971:	learn: 0.0265015	total: 36.3s	remaining: 1.05s
972:	learn: 0.0264072	total: 36.4s	remaining: 1.01s
973:	learn: 0.0262986	total: 36.4s	remaining: 971ms
974:	learn: 0.0262689	total: 36.4s	remaining: 934ms
975:	learn: 0.0261658	total: 36.5s	remaining: 897ms
976:	learn: 0.0261404	total: 36.5s	remaining: 860ms
977:	learn: 0.0260643	total: 36.6s	remaining: 822ms
978:	learn: 0.0259961	total: 36.6s	remaining: 785ms
979:	learn: 0.0259324	total: 36.6s	remaining: 748ms
980:	learn: 0.0258206	total: 36.7s	remaining: 710ms
981:	learn: 0.0258131	total: 36.7s	remaining: 673ms
982:	learn: 0.0257427	total: 36.8s	remaining: 636ms
983:	learn: 0.0256542	total: 36.8s	remaining: 598ms
984:	learn: 0.0255750	total: 36.8s	remaining: 561ms
985:	learn: 0.0255349	total: 36.9s	remaining: 524ms
986:	learn: 0.0254353	total: 36.9s	remaining: 486ms
987:	learn: 0.0253573	total: 37s	remaining: 449ms
988:	learn: 0.0252715	total: 37s	remaining: 412ms
989:	learn: 0.0251780	total: 37s	remaining: 374ms
990:	learn: 0.0250434	total: 37.1s	remaining: 337ms
991:	learn: 0.0249642	total: 37.1s	remaining: 299ms
992:	learn: 0.0249420	total: 37.1s	remaining: 262ms
993:	learn: 0.0248606	total: 37.2s	remaining: 224ms
994:	learn: 0.0247666	total: 37.2s	remaining: 187ms
995:	learn: 0.0246731	total: 37.2s	remaining: 150ms
996:	learn: 0.0245715	total: 37.3s	remaining: 112ms
997:	learn: 0.0244540	total: 37.3s	remaining: 74.8ms
998:	learn: 0.0243655	total: 37.4s	remaining: 37.4ms
999:	learn: 0.0242658	total: 37.4s	remaining: 0us

{'learning_rate': 0.03, 'l2_leaf_reg': 5, 'depth': 10}

sns.distplot(y_test - y_pred_model10)

<matplotlib.axes._subplots.AxesSubplot at 0x235411db508>

plt.scatter(y_test , y_pred_model10)

<matplotlib.collections.PathCollection at 0x2354098a3c8>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model10))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model10))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model10)))

MAE: 124.36481600298288
MSE: 28645.260923268437
RMSE: 169.2491090767347

from sklearn.metrics import r2_score

y_pred = y_pred_model10
y_test = y_test
model = 'model10 CatBoost Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model10.mean(),
                                             'Median of AbsErrors' : abs_err_model10.median(),
                                             'SD of AbsErrors' :     abs_err_model10.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model10),
                                             'Min of AbsErrors':     abs_err_model10.min(),
                                             'Max of AbsErrors':     abs_err_model10.max()}, index = ['Model10: CatBoost Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147
Model4: KNN Regression	160.407478	81.167175	190.775927	226.393202	2.543116	837.841616
Model5: Decision Tree Regression	162.989272	78.558773	185.351198	223.772135	0.769051	827.083624
Model6: Bagging Regression	110.548632	58.805452	137.133019	153.685308	1.442460	747.780147
Model7: Random Forest Regression	115.340210	58.109284	137.818992	160.515046	3.225445	745.132697
Model8: Gradient Boost Regression	126.722542	69.261401	136.800253	106.438768	3.763734	532.900731
Model9: XGradient Boost Regression	111.024151	53.490540	133.869898	149.096519	0.053513	774.368569
Model10: CatBoost Regression	124.364816	97.575426	115.896890	123.215817	3.237146	562.148719

Model11: LightBoost

{'gamma': 0.22007624686980065,
 'learning_rate': 0.06661147045343364,
 'max_depth': 2,
 'n_estimators': 107,
 'subsample': 0.6137554084460873}

from lightgbm import LGBMRegressor
model11 = LGBMRegressor(gamma = 0.22007624686980065,
                        learning_rate = 0.06661147045343364,
                        max_depth = 2, 
                        n_estimators = 107, 
                        subsample = 0.6137554084460873)
model11.fit(X_train, logy_train)
y_pred_model11 = model11.predict(X_test)
y_pred_model11 = np.exp(y_pred_model11)
abs_err_model11 = np.abs(y_pred_model11 - y_test)

params = {
    "gamma": uniform(0, 0.5),
    "learning_rate": uniform(0.03, 0.3), # default 0.1 
    "max_depth": randint(2, 6), # default 3
    "n_estimators": randint(100, 150), # default 100
    "subsample": uniform(0.6, 0.4)
}

lb = RandomizedSearchCV(estimator = model11, 
                        param_distributions = params,
                        scoring='neg_mean_squared_error',
                        n_iter = 10, 
                        cv = 5, 
                        verbose=2, 
                        random_state=42, 
                        n_jobs = 1)
lb.fit(X_train, logy_train)
lb.best_params_

Fitting 5 folds for each of 10 candidates, totalling 50 fits
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[LightGBM] [Warning] Unknown parameter: gamma

[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.

[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.3s
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.0s
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[LightGBM] [Warning] Unknown parameter: gamma

[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed:    0.2s remaining:    0.0s

[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.0s
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.0s
[CV] gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.18727005942368125, learning_rate=0.3152142919229748, max_depth=4, n_estimators=107, subsample=0.8394633936788146, total=   0.0s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.0s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.0s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.0s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.0s
[CV] gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.07800932022121826, learning_rate=0.07679835610086079, max_depth=4, n_estimators=110, subsample=0.9464704583099741, total=   0.0s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.0s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.0s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.0s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.0s
[CV] gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.3005575058716044, learning_rate=0.24242177333881365, max_depth=3, n_estimators=101, subsample=0.8887995089067299, total=   0.0s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.0s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.1s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.1s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.0s
[CV] gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.4692763545078751, learning_rate=0.030233629752304297, max_depth=5, n_estimators=120, subsample=0.8469926038510867, total=   0.0s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.0s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.0s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.0s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.0s
[CV] gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.30582658024414044, learning_rate=0.03211989156591522, max_depth=2, n_estimators=148, subsample=0.8099098641033556, total=   0.0s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.1s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.0s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.0s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.0s
[CV] gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.19993048585762774, learning_rate=0.04399969896408463, max_depth=5, n_estimators=115, subsample=0.6931085361721216, total=   0.0s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.0s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.0s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.0s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.0s
[CV] gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.0453032172664104, learning_rate=0.2155158027999262, max_depth=5, n_estimators=102, subsample=0.9439761626945282, total=   0.0s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.0s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.0s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.0s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.0s
[CV] gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.34015376929388985, learning_rate=0.16514977559086289, max_depth=3, n_estimators=103, subsample=0.9768807022739411, total=   0.0s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.0s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.0s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.0s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.0s
[CV] gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.28164410892276964, learning_rate=0.14562495076197482, max_depth=3, n_estimators=101, subsample=0.8736932106048627, total=   0.0s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.0s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.0s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.0s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.0s
[CV] gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873 
[LightGBM] [Warning] Unknown parameter: gamma
[CV]  gamma=0.22007624686980065, learning_rate=0.06661147045343364, max_depth=2, n_estimators=107, subsample=0.6137554084460873, total=   0.0s
[LightGBM] [Warning] Unknown parameter: gamma

[Parallel(n_jobs=1)]: Done  50 out of  50 | elapsed:    2.4s finished

{'gamma': 0.22007624686980065,
 'learning_rate': 0.06661147045343364,
 'max_depth': 2,
 'n_estimators': 107,
 'subsample': 0.6137554084460873}

sns.distplot(y_test - y_pred_model11)

<matplotlib.axes._subplots.AxesSubplot at 0x2354796ecc8>

plt.scatter(y_test , y_pred_model11)

<matplotlib.collections.PathCollection at 0x2353f28b988>

print('MAE:', metrics.mean_absolute_error(y_test, y_pred_model11))
print('MSE:', metrics.mean_squared_error(y_test, y_pred_model11))
print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, y_pred_model11)))

MAE: 124.93325779962663
MSE: 41085.0395500319
RMSE: 202.69444874004787

from sklearn.metrics import r2_score

y_pred = y_pred_model11
y_test = y_test
model = 'model11 LightBoost Regression'

plt.figure(figsize=(15, 15), dpi = 150);
plt.subplots_adjust(hspace = 0.25, wspace = 0.25);

plt.subplots(figsize=(16,6));
plt.scatter(x = y_test, y = y_pred, color = 'blue');
#Add 45 degree line
xp = np.linspace(y_test.min(), y_test.max(), 100)
plt.plot(xp, xp, 'k', alpha = 0.9, linewidth = 2, color = 'red')
plt.xlabel('Actual Value');
plt.ylabel('Predicted Value');

plt.title(f'{model}');
plt.subplots(figsize=(17,6));

x_points = list(range(len(y_test)));
plt.plot(x_points, y_test, label='y_real', color = 'blue');
plt.plot(x_points, y_pred, label='y_predict', color = 'red');
plt.legend();
plt.grid()
plt.title(f'{model}');
plt.show();

<Figure size 2250x2250 with 0 Axes>

model_comp = model_comp.append(pd.DataFrame({'Mean of AbsErrors':    abs_err_model11.mean(),
                                             'Median of AbsErrors' : abs_err_model11.median(),
                                             'SD of AbsErrors' :     abs_err_model11.std(),
                                             'IQR of AbsErrors':     iqr(abs_err_model11),
                                             'Min of AbsErrors':     abs_err_model11.min(),
                                             'Max of AbsErrors':     abs_err_model11.max()}, index = ['Model11: LightBoost Regression']), 
                               ignore_index = False)

model_comp

	Mean of AbsErrors	Median of AbsErrors	SD of AbsErrors	IQR of AbsErrors	Min of AbsErrors	Max of AbsErrors
Model1: Linear-Ragression	223.148958	158.574170	198.785517	216.725217	3.569232	1047.957143
Model2: Ridge Regression	226.441674	151.029550	293.532084	136.707544	7.679097	1897.768941
Model3: Lasso Regression	235.833326	142.116905	324.730397	156.625954	3.744212	2181.596147
Model4: KNN Regression	160.407478	81.167175	190.775927	226.393202	2.543116	837.841616
Model5: Decision Tree Regression	162.989272	78.558773	185.351198	223.772135	0.769051	827.083624
Model6: Bagging Regression	110.548632	58.805452	137.133019	153.685308	1.442460	747.780147
Model7: Random Forest Regression	115.340210	58.109284	137.818992	160.515046	3.225445	745.132697
Model8: Gradient Boost Regression	126.722542	69.261401	136.800253	106.438768	3.763734	532.900731
Model9: XGradient Boost Regression	111.024151	53.490540	133.869898	149.096519	0.053513	774.368569
Model10: CatBoost Regression	124.364816	97.575426	115.896890	123.215817	3.237146	562.148719
Model11: LightBoost Regression	124.933258	71.528389	161.141731	136.835531	5.743488	849.233318

http://www.science.smith.edu/~jcrouser/SDS293/labs/lab11-py.html